{
"cells": [
{
"cell_type": "markdown",
"source": [
"Positional Encoding\r\n",
"================================\r\n",
"\r\n",
"We loose positional information when using self-attention, as compared to RNNs with cross-attention. The idea of positional encoding is to capture the position information and use that to augument the input vectors.\r\n",
"\r\n",
"Three key requirements of positional encoding vectors:\r\n",
"- The values need to be bounded.\r\n",
"- Each position should have its own vector. The same position should have the same values.\r\n",
"- They need to be unique. No two positions should share the same encoding vectors.\r\n",
"- The euclidean distance between two vectors needs to reflect the positional distance between the correponding two position indices. Take position `3` for example, the vector distance between position `1` and `3`, needs to be the same as `3` and `5`, as both `1` and `5` are two positions away from `3`.\r\n"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Helper Files\r\n",
"Download these files and place them in the same directory as the current notebook before you start. "
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 58,
"source": [
"from IPython.display import FileLink, FileLinks"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 60,
"source": [
"FileLink('plots_transformer.py')"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"plots_transformer.py
"
],
"text/plain": [
"c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\transformer\\plots_transformer.py"
]
},
"metadata": {},
"execution_count": 60
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 61,
"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\\transformer\\util.py"
]
},
"metadata": {},
"execution_count": 61
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 62,
"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\\transformer\\replay.py"
]
},
"metadata": {},
"execution_count": 62
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Imports"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 34,
"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",
"from torch.utils.data import DataLoader, Dataset, random_split, TensorDataset\r\n",
"from util import StepByStep\r\n",
"from plots_transformer import *"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Angular Speed\r\n",
"\r\n",
"### Fixed Based Positional Encoding\r\n",
"\r\n",
"Visualisation of base 4, 5 and 7. Each base corresponds to an angular speed of ($\\frac{360}{4}$,$\\frac{360}{5}$,$\\frac{360}{7}$) per position, indicating how many degrees to move along the circle at each position. For example, at position 3, the corresponding degrees to move for each base is $\\frac{360}{4} *3$,$\\frac{360}{5} *3 $,$\\frac{360}{7} * 3$, respectively. We use sine and cosine of these degrees along a unit circle to get the position encodings. The values under each position index is a vector encode the position."
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 4,
"source": [
"fig = encoding_degrees(dims=3, seqs=(4, 5, 7), tot=8)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"\r\n",
"\r\n",
"\r\n",
"\r\n",
"As shown above the position encoding above meets the requirements we listed above. \r\n",
"\r\n",
":::{admonition} Your Turn\r\n",
"Implement a position encoding using the above bases (4,5,7), and verify the distance between positions is maintained by the positional encodings.\r\n",
":::"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### General Exponential Bases\r\n",
"\r\n",
"In real implementation, we do not need to worry about choosing the right bases.\r\n",
"\r\n",
"As the first vector, we can simply move along the circle as many radians as the index of the position (one radian is approximately $\\frac{360}{2\\pi}=57.3$\r\n",
"degrees). Then, for each new vector we add to the encoding, we move along the\r\n",
"circle with exponentially slower angular speeds. For example, in the second\r\n",
"vector, we would move only one-tenth of a radian (approximately 5.73 degrees)\r\n",
"for each new position. In the third vector we would move only one-hundredth of a\r\n",
"radian, and so on and so forth. Figure below depicts the red arrow moving at\r\n",
"increasingly slower angular speeds, for an eight dimensional positional encoding. For eight dimensions, we need four speeds and to get the four speeds, we can use the exponential power of 10000 like below to get speed multipliers (in this case, $[1, 0.1, 0.01, 0.001]$). \r\n",
"$$\r\n",
"\\left(\\frac{1}{10000^{\\frac{0}{8}}}, \\frac{1}{10000^{\\frac{2}{8}}}, \\frac{1}{10000^{\\frac{4}{8}}}, \\frac{1}{10000^{\\frac{6}{8}}}\\right)=(1, 0.1, 0.01, 0.001)\r\n",
"$$\r\n",
"\r\n",
"$$\r\n",
"PE_{pos,\\ 2d} = sin \\left(\\frac{1}{10000^{\\frac{2d}{d_{model}}}}pos\\right); \r\n",
"$$\r\n",
"$$\r\n",
"PE_{pos,\\ 2d+1} = cos \\left(\\frac{1}{10000^{\\frac{2d}{d_{model}}}}pos\\right)\r\n",
"$$"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 5,
"source": [
"fig = exponential_dials(d_model=8, max_len=10)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 9,
"source": [
"max_len = 10\r\n",
"d_model = 8\r\n",
"\r\n",
"position = torch.arange(0, max_len).float().unsqueeze(1)\r\n",
"angular_speed = torch.exp(torch.arange(0, d_model, 2).float() * (-np.log(10000.0) / d_model))\r\n",
"\r\n",
"encoding = torch.zeros(max_len, d_model)\r\n",
"encoding[:, 0::2] = torch.sin(angular_speed * position)\r\n",
"encoding[:, 1::2] = torch.cos(angular_speed * position)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 10,
"source": [
"fig = encoding_heatmap(d_model=8, max_len=10)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 11,
"source": [
"np.round(encoding[0:4], 4) # first four positions"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[ 0.0000, 1.0000, 0.0000, 1.0000, 0.0000, 1.0000, 0.0000, 1.0000],\n",
" [ 0.8415, 0.5403, 0.0998, 0.9950, 0.0100, 1.0000, 0.0010, 1.0000],\n",
" [ 0.9093, -0.4161, 0.1987, 0.9801, 0.0200, 0.9998, 0.0020, 1.0000],\n",
" [ 0.1411, -0.9900, 0.2955, 0.9553, 0.0300, 0.9996, 0.0030, 1.0000]])"
]
},
"metadata": {},
"execution_count": 11
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### A Note on Encoded Distances\r\n",
"\r\n",
"We have already seen:\r\n",
"- the encoded distance is defined by the Euclidean distance between two\r\n",
"vectors or, in other words, it is the norm (size) of the difference between\r\n",
"two encoding vectors\r\n",
"- the encoded distance between positions zero and two (T=2) should be\r\n",
"exactly the same as the encoded distance between positions one and\r\n",
"three, two and four, and so on\r\n",
"\r\n",
"In other words, the encoded distance between any two positions T steps\r\n",
"apart remains constant. Let's illustrate this by computing the encoded\r\n",
"distances among the first five positions (by the way, we are using the\r\n",
"encoding with eight dimensions.)"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 12,
"source": [
"distances = np.zeros((5, 5))\r\n",
"for i, v1 in enumerate(encoding[:5]):\r\n",
" for j, v2 in enumerate(encoding[:5]):\r\n",
" distances[i, j] = np.linalg.norm(v1 - v2)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 13,
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(7, 6.5))\r\n",
"ax.set_title('Distances Between Positions')\r\n",
"fig = plot_mesh(distances, ax, showvals=True, colorbar=True, ylabel='Positions')"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## The positional encoding class\r\n",
"\r\n",
"There is a couple of things about this class to highlight:\r\n",
"- in the constructor, it uses `register_buffer` to define an attribute of the module\r\n",
"- in the forward method, it is scaling the input before adding the positional\r\n",
"encoding\r\n",
"\r\n",
"### `register_buffer`\r\n",
"\r\n",
":::{important} `register_buffer`\r\n",
"The `register_buffer` is used to define an attribute that is part of the module's\r\n",
"state, yet not a parameter. In other words, it is the recorded in `state_dict` but is not updated or tracked by the dynamic computational graph for gradient calculation.\r\n",
":::\r\n",
"\r\n",
"The positional encoding is a good example: its values\r\n",
"are computed according to the dimension and length used by the model, and even\r\n",
"though these values are going to be used during training, they shouldn not be updated\r\n",
"by gradient descent."
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 15,
"source": [
"class PositionalEncoding(nn.Module):\r\n",
" def __init__(self, max_len, d_model):\r\n",
" super().__init__()\r\n",
" self.d_model = d_model\r\n",
" pe = torch.zeros(max_len, d_model)\r\n",
" position = torch.arange(0, max_len).float().unsqueeze(1)\r\n",
" angular_speed = torch.exp(torch.arange(0, d_model, 2).float() * (-np.log(10000.0) / d_model))\r\n",
" pe[:, 0::2] = torch.sin(position * angular_speed) # even dimensions\r\n",
" pe[:, 1::2] = torch.cos(position * angular_speed) # odd dimensions\r\n",
" self.register_buffer('pe', pe.unsqueeze(0))\r\n",
"\r\n",
" def forward(self, x):\r\n",
" # x is N, L, D\r\n",
" # pe is 1, maxlen, D\r\n",
" scaled_x = x * np.sqrt(self.d_model)\r\n",
" encoded = scaled_x + self.pe[:, :x.size(1), :]\r\n",
" return encoded"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"### Reverse Input Scaling\r\n",
"\r\n",
":::{warning} \"crowded-out\" effect\r\n",
"As shown below, the original coordinates are \"crowded-out\" by the addition of\r\n",
"the positional encoding (especially the first row). This may happen if the data\r\n",
"points have values roughly in the same range as the positional encoding.\r\n",
":::\r\n",
"\r\n",
"Unfortunately, this is fairly common: both standardized inputs and word\r\n",
"embeddings are likely to have most of their values inside the `[-1, 1]` range of the positional encoding.\r\n",
"\r\n",
":::{note} \"How can we handle \"crowded-out\"?\"\r\n",
"The scaling in the forward method \"reverses the standardization\" of the inputs (using a standard deviation equals the square root of their dimensionality) to retrieve the hypothetical \"raw\" inputs.\r\n",
":::\r\n",
"\r\n",
"$$\r\n",
"\\text{standardized}\\ x = \\frac{\\text{``raw\"}\\ x}{\\sqrt{d_x}} \\implies \\text{``raw\"} x = \\sqrt{d_x}\\ \\text{standardized}\\ x\r\n",
"$$"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 16,
"source": [
"posenc = PositionalEncoding(2, 2)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 17,
"source": [
"list(posenc.parameters()), posenc.state_dict()"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"([],\n",
" OrderedDict([('pe', tensor([[[0.0000, 1.0000],\n",
" [0.8415, 0.5403]]]))]))"
]
},
"metadata": {},
"execution_count": 17
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 18,
"source": [
"posenc.pe"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[[0.0000, 1.0000],\n",
" [0.8415, 0.5403]]])"
]
},
"metadata": {},
"execution_count": 18
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 20,
"source": [
"full_seq = torch.tensor([[-1, -1], [-1, 1], [1, 1], [1, -1]]).float().view(1, 4, 2)\r\n",
"source_seq = full_seq[:, :2]\r\n",
"target_seq = full_seq[:, 2:]"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 21,
"source": [
"source_seq # 1, L, D"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[[-1., -1.],\n",
" [-1., 1.]]])"
]
},
"metadata": {},
"execution_count": 21
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 22,
"source": [
"source_seq + posenc.pe"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[[-1.0000, 0.0000],\n",
" [-0.1585, 1.5403]]])"
]
},
"metadata": {},
"execution_count": 22
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 23,
"source": [
"posenc(source_seq)"
],
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"tensor([[[-1.4142, -0.4142],\n",
" [-0.5727, 1.9545]]])"
]
},
"metadata": {},
"execution_count": 23
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"The results above (after the encoding) illustrate the effect of scaling the inputs: it seems to have lessened the crowding-out effect of the positional encoding. \r\n",
"\r\n",
":::{warning} Reverse standardisation is bad for the model, when the input dimension is large\r\n",
"\r\n",
"For inputs with many dimensions, the effect of reverse standardisation will be much more pronounced: a 300-dimensions embedding will have a scaling factor around 17, for example. Another normalization trick: [layer normalization](https://weiliu2k.github.io/CITS4012/transformer/LayerNorm.html), will counter-act it. \r\n",
":::"
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Encoder and Decoder with Self Attention\r\n",
"\r\n",
"These are the same code we have seen earlier in the Week 12 lab. "
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 35,
"source": [
"class Attention(nn.Module):\r\n",
" def __init__(self, hidden_dim, input_dim=None, proj_values=False):\r\n",
" super().__init__()\r\n",
" self.d_k = hidden_dim\r\n",
" self.input_dim = hidden_dim if input_dim is None else input_dim\r\n",
" self.proj_values = proj_values\r\n",
" # Affine transformations for Q, K, and V\r\n",
" self.linear_query = nn.Linear(self.input_dim, hidden_dim)\r\n",
" self.linear_key = nn.Linear(self.input_dim, hidden_dim)\r\n",
" self.linear_value = nn.Linear(self.input_dim, hidden_dim)\r\n",
" self.alphas = None\r\n",
" \r\n",
" def init_keys(self, keys):\r\n",
" self.keys = keys\r\n",
" self.proj_keys = self.linear_key(self.keys)\r\n",
" self.values = self.linear_value(self.keys) \\\r\n",
" if self.proj_values else self.keys\r\n",
" \r\n",
" def score_function(self, query):\r\n",
" proj_query = self.linear_query(query)\r\n",
" # scaled dot product\r\n",
" # N, 1, H x N, H, L -> N, 1, L\r\n",
" dot_products = torch.bmm(proj_query, self.proj_keys.permute(0, 2, 1))\r\n",
" scores = dot_products / np.sqrt(self.d_k)\r\n",
" return scores\r\n",
" \r\n",
" def forward(self, query, mask=None):\r\n",
" # Query is batch-first N, 1, H\r\n",
" scores = self.score_function(query) # N, 1, L\r\n",
" if mask is not None:\r\n",
" scores = scores.masked_fill(mask == 0, -1e9)\r\n",
" alphas = F.softmax(scores, dim=-1) # N, 1, L\r\n",
" self.alphas = alphas.detach()\r\n",
" \r\n",
" # N, 1, L x N, L, H -> N, 1, H\r\n",
" context = torch.bmm(alphas, self.values)\r\n",
" return context"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 25,
"source": [
"class MultiHeadAttention(nn.Module):\r\n",
" def __init__(self, n_heads, d_model, input_dim=None, proj_values=True):\r\n",
" super().__init__()\r\n",
" self.linear_out = nn.Linear(n_heads * d_model, d_model)\r\n",
" self.attn_heads = nn.ModuleList([Attention(d_model, \r\n",
" input_dim=input_dim, \r\n",
" proj_values=proj_values) \r\n",
" for _ in range(n_heads)])\r\n",
" \r\n",
" def init_keys(self, key):\r\n",
" for attn in self.attn_heads:\r\n",
" attn.init_keys(key)\r\n",
" \r\n",
" @property\r\n",
" def alphas(self):\r\n",
" # Shape: n_heads, N, 1, L (source)\r\n",
" return torch.stack([attn.alphas for attn in self.attn_heads], dim=0)\r\n",
" \r\n",
" def output_function(self, contexts):\r\n",
" # N, 1, n_heads * D\r\n",
" concatenated = torch.cat(contexts, axis=-1)\r\n",
" # Linear transf. to go back to original dimension\r\n",
" out = self.linear_out(concatenated) # N, 1, D\r\n",
" return out\r\n",
" \r\n",
" def forward(self, query, mask=None):\r\n",
" contexts = [attn(query, mask=mask) for attn in self.attn_heads]\r\n",
" out = self.output_function(contexts)\r\n",
" return out"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 26,
"source": [
"class EncoderSelfAttn(nn.Module):\r\n",
" def __init__(self, n_heads, d_model, ff_units, n_features=None):\r\n",
" super().__init__()\r\n",
" self.n_heads = n_heads\r\n",
" self.d_model = d_model\r\n",
" self.ff_units = ff_units\r\n",
" self.n_features = n_features\r\n",
" self.self_attn_heads = MultiHeadAttention(n_heads, d_model, input_dim=n_features)\r\n",
" self.ffn = nn.Sequential(\r\n",
" nn.Linear(d_model, ff_units),\r\n",
" nn.ReLU(),\r\n",
" nn.Linear(ff_units, d_model),\r\n",
" )\r\n",
" \r\n",
" def forward(self, query, mask=None):\r\n",
" self.self_attn_heads.init_keys(query)\r\n",
" att = self.self_attn_heads(query, mask)\r\n",
" out = self.ffn(att)\r\n",
" return out"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 27,
"source": [
"class DecoderSelfAttn(nn.Module):\r\n",
" def __init__(self, n_heads, d_model, ff_units, n_features=None):\r\n",
" super().__init__()\r\n",
" self.n_heads = n_heads\r\n",
" self.d_model = d_model\r\n",
" self.ff_units = ff_units\r\n",
" self.n_features = d_model if n_features is None else n_features\r\n",
" self.self_attn_heads = MultiHeadAttention(n_heads, d_model, input_dim=self.n_features)\r\n",
" self.cross_attn_heads = MultiHeadAttention(n_heads, d_model)\r\n",
" self.ffn = nn.Sequential(\r\n",
" nn.Linear(d_model, ff_units),\r\n",
" nn.ReLU(),\r\n",
" nn.Linear(ff_units, self.n_features),\r\n",
" )\r\n",
" \r\n",
" def init_keys(self, states):\r\n",
" self.cross_attn_heads.init_keys(states)\r\n",
" \r\n",
" def forward(self, query, source_mask=None, target_mask=None):\r\n",
" self.self_attn_heads.init_keys(query)\r\n",
" att1 = self.self_attn_heads(query, target_mask)\r\n",
" att2 = self.cross_attn_heads(att1, source_mask)\r\n",
" out = self.ffn(att2)\r\n",
" return out"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Encoder + Decoder + PE\r\n",
"\r\n",
"The new encoder and decoder classes are just wrapping their self-attention\r\n",
"counterparts by assigning the latter as the layer attribute (`self.layer`) of the former, and encoding the inputs prior to calling the corresponding layer in the `forward()` method:\r\n"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 28,
"source": [
"class EncoderPe(nn.Module):\r\n",
" def __init__(self, n_heads, d_model, ff_units, n_features=None, max_len=100):\r\n",
" super().__init__()\r\n",
" pe_dim = d_model if n_features is None else n_features\r\n",
" self.pe = PositionalEncoding(max_len, pe_dim)\r\n",
" self.layer = EncoderSelfAttn(n_heads, d_model, ff_units, n_features)\r\n",
" \r\n",
" def forward(self, query, mask=None):\r\n",
" query_pe = self.pe(query)\r\n",
" out = self.layer(query_pe, mask)\r\n",
" return out\r\n",
" \r\n",
"class DecoderPe(nn.Module):\r\n",
" def __init__(self, n_heads, d_model, ff_units, n_features=None, max_len=100):\r\n",
" super().__init__()\r\n",
" pe_dim = d_model if n_features is None else n_features\r\n",
" self.pe = PositionalEncoding(max_len, pe_dim)\r\n",
" self.layer = DecoderSelfAttn(n_heads, d_model, ff_units, n_features)\r\n",
" \r\n",
" def init_keys(self, states):\r\n",
" self.layer.init_keys(states)\r\n",
" \r\n",
" def forward(self, query, source_mask=None, target_mask=None):\r\n",
" query_pe = self.pe(query)\r\n",
" out = self.layer(query_pe, source_mask, target_mask)\r\n",
" return out"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 30,
"source": [
"class EncoderDecoderSelfAttn(nn.Module):\r\n",
" def __init__(self, encoder, decoder, input_len, target_len):\r\n",
" super().__init__()\r\n",
" self.encoder = encoder\r\n",
" self.decoder = decoder\r\n",
" self.input_len = input_len\r\n",
" self.target_len = target_len\r\n",
" self.trg_masks = self.subsequent_mask(self.target_len)\r\n",
" \r\n",
" @staticmethod\r\n",
" def subsequent_mask(size):\r\n",
" attn_shape = (1, size, size)\r\n",
" subsequent_mask = (1 - torch.triu(torch.ones(attn_shape), diagonal=1))\r\n",
" return subsequent_mask\r\n",
" \r\n",
" def encode(self, source_seq, source_mask):\r\n",
" # Encodes the source sequence and uses the result\r\n",
" # to initialize the decoder\r\n",
" encoder_states = self.encoder(source_seq, source_mask)\r\n",
" self.decoder.init_keys(encoder_states)\r\n",
" \r\n",
" def decode(self, shifted_target_seq, source_mask=None, target_mask=None):\r\n",
" # Decodes/generates a sequence using the shifted (masked)\r\n",
" # target sequence - used in TRAIN mode\r\n",
" outputs = self.decoder(shifted_target_seq, \r\n",
" source_mask=source_mask,\r\n",
" target_mask=target_mask)\r\n",
" return outputs\r\n",
" \r\n",
" def predict(self, source_seq, source_mask):\r\n",
" # Decodes/generates a sequence using one input\r\n",
" # at a time - used in EVAL mode\r\n",
" inputs = source_seq[:, -1:]\r\n",
" for i in range(self.target_len):\r\n",
" out = self.decode(inputs, source_mask, self.trg_masks[:, :i+1, :i+1])\r\n",
" out = torch.cat([inputs, out[:, -1:, :]], dim=-2)\r\n",
" inputs = out.detach()\r\n",
" outputs = inputs[:, 1:, :]\r\n",
" return outputs\r\n",
" \r\n",
" def forward(self, X, source_mask=None):\r\n",
" # Sends the mask to the same device as the inputs\r\n",
" self.trg_masks = self.trg_masks.type_as(X).bool()\r\n",
" # Slices the input to get source sequence\r\n",
" source_seq = X[:, :self.input_len, :]\r\n",
" # Encodes source sequence AND initializes decoder\r\n",
" self.encode(source_seq, source_mask)\r\n",
" if self.training:\r\n",
" # Slices the input to get the shifted target seq\r\n",
" shifted_target_seq = X[:, self.input_len-1:-1, :]\r\n",
" # Decodes using the mask to prevent cheating\r\n",
" outputs = self.decode(shifted_target_seq, source_mask, self.trg_masks)\r\n",
" else:\r\n",
" # Decodes using its own predictions\r\n",
" outputs = self.predict(source_seq, source_mask)\r\n",
" \r\n",
" return outputs"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Data Preparation"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 37,
"source": [
"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": "code",
"execution_count": 38,
"source": [
"points, directions = generate_sequences()\r\n",
"full_train = torch.as_tensor(points).float()\r\n",
"target_train = full_train[:, 2:]"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 39,
"source": [
"test_points, test_directions = generate_sequences(seed=19)\r\n",
"full_test = torch.as_tensor(points).float()\r\n",
"source_test = full_test[:, :2]\r\n",
"target_test = full_test[:, 2:]"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 40,
"source": [
"train_data = TensorDataset(full_train, target_train)\r\n",
"test_data = TensorDataset(source_test, target_test)\r\n",
"\r\n",
"generator = torch.Generator()\r\n",
"train_loader = DataLoader(train_data, batch_size=16, shuffle=True, generator=generator)\r\n",
"test_loader = DataLoader(test_data, batch_size=16)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Model Configuration & Training"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 41,
"source": [
"torch.manual_seed(43)\r\n",
"encpe = EncoderPe(n_heads=3, d_model=2, ff_units=10, n_features=2)\r\n",
"decpe = DecoderPe(n_heads=3, d_model=2, ff_units=10, n_features=2)\r\n",
"\r\n",
"model = EncoderDecoderSelfAttn(encpe, decpe, input_len=2, target_len=2)\r\n",
"loss = nn.MSELoss()\r\n",
"optimizer = optim.Adam(model.parameters(), lr=0.01)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 42,
"source": [
"sbs_seq_selfattnpe = StepByStep(model, loss, optimizer)\r\n",
"sbs_seq_selfattnpe.set_loaders(train_loader, test_loader)\r\n",
"sbs_seq_selfattnpe.train(100)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 43,
"source": [
"fig = sbs_seq_selfattnpe.plot_losses()"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"## Visualizing Results\r\n",
"\r\n",
"### Visualizing Predictions"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 44,
"source": [
"fig = sequence_pred(sbs_seq_selfattnpe, full_test, test_directions)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {
"scrolled": false
}
},
{
"cell_type": "markdown",
"source": [
"### Visualizing Attention"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 46,
"source": [
"inputs = full_test[:2, :2]\r\n",
"source_labels = ['Point #1', 'Point #2']\r\n",
"target_labels = ['Point #3', 'Point #4']\r\n",
"point_labels = [f'{\"Counter-\" if not directions[i] else \"\"}Clockwise\\nPoint #1: {inp[0, 0]:.2f}, {inp[0, 1]:.2f}' for i, inp in enumerate(inputs)]\r\n",
"\r\n",
"fig = plot_attention(model, inputs, point_labels, source_labels, target_labels, decoder=False, self_attn=True, alphas_attr='encoder.layer.self_attn_heads.alphas')\r\n",
"fig.suptitle('Encoder Self-Attention')\r\n",
"fig.subplots_adjust(top=0.85) "
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 47,
"source": [
"fig = plot_attention(model, inputs, point_labels, source_labels, target_labels, \r\n",
" decoder=True, self_attn=True, alphas_attr='decoder.layer.self_attn_heads.alphas')\r\n",
"fig.suptitle('Decoder Self-Attention')\r\n",
"fig.subplots_adjust(top=0.85) "
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 48,
"source": [
"fig = plot_attention(model, inputs, point_labels, source_labels, target_labels, self_attn=False, alphas_attr='decoder.layer.cross_attn_heads.alphas')\r\n",
"fig.suptitle('Cross-Attention')\r\n",
"fig.subplots_adjust(top=0.85) "
],
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {}
}
],
"metadata": {}
}
],
"metadata": {
"orig_nbformat": 4,
"language_info": {
"name": "python",
"version": "3.8.10",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3.8.10 64-bit ('cits4012': conda)"
},
"interpreter": {
"hash": "d990147e05fc0cc60dd3871899a6233eb6a5324c1885ded43d013dc915f7e535"
}
},
"nbformat": 4,
"nbformat_minor": 2
}