From 797137baf6d3a26f5c805c23812e96e5097fadf3 Mon Sep 17 00:00:00 2001 From: sebastianober Date: Tue, 21 Dec 2021 18:09:41 +0000 Subject: [PATCH 1/4] Initial commit for DWP --- bayesfunc/__init__.py | 1 + bayesfunc/dwp.py | 226 ++++++++++++++++++++++++++++++++++++++++++ examples/simple.ipynb | 62 ++++++------ 3 files changed, 259 insertions(+), 30 deletions(-) create mode 100644 bayesfunc/dwp.py diff --git a/bayesfunc/__init__.py b/bayesfunc/__init__.py index 706e517..ae730a1 100644 --- a/bayesfunc/__init__.py +++ b/bayesfunc/__init__.py @@ -10,3 +10,4 @@ from .kernels_minimal import SqExpKernel, SqExpKernelGram, ReluKernelGram, ReluKernelFeatures, FeaturesToKernel, CombinedKernel, IdentityKernel from .outputs import CategoricalOutput, NormalOutput, CutOutput from .dkp import * +from .dwp import WishartLayer diff --git a/bayesfunc/dwp.py b/bayesfunc/dwp.py new file mode 100644 index 0000000..4a188b9 --- /dev/null +++ b/bayesfunc/dwp.py @@ -0,0 +1,226 @@ +import math +import torch as t +import torch.nn as nn +from .lop import PositiveDefiniteMatrix +from .general import KG + + +def bartlett(K, nu, sample_shape=t.Size([]), alpha=None, beta=None, mu=None, sigma=None): + """ + returns 'Cholesky' factor T and log prob of T + """ + if beta is not None: + """ + Generalized Bartlett + """ + kwargs = {'device': K.device, 'dtype': K.dtype} + Kshape = K.full().shape + ncols = min(K.N, nu) + assert beta.shape == (ncols,) + assert sigma.shape == (K.N, ncols) + + n = t.tril(mu + t.randn((*sample_shape, *Kshape[:-1], ncols), **kwargs)*sigma, -1) + normal = t.distributions.normal.Normal(loc=mu.detach(), + scale=sigma.detach()) + log_prob_norm = t.tril(normal.log_prob(n), -1).sum((-1, -2)) + I = t.eye(K.N, m=ncols, **kwargs) + + gamma = t.distributions.Gamma(alpha, beta) + gamma_detached = t.distributions.Gamma(alpha.detach(), beta.detach()) + + c = gamma.rsample(sample_shape=[*sample_shape, *Kshape[:-2], 1]).sqrt() + A = n + I * c + log_prob_gamma = gamma_detached.log_prob(c ** 2).sum((-1, -2)) + log_prob_A = log_prob_norm + log_prob_gamma + return A, log_prob_A + else: + """ + Standard Bartlett + """ + # ignores K, except shape, device etc. + kwargs = {'device': K.device, 'dtype': K.dtype} + Kshape = K.full().shape + ncols = min(K.N, nu) + n = t.tril(t.randn((*sample_shape, *Kshape[:-1], ncols), **kwargs), -1) + normal = t.distributions.normal.Normal(loc=t.zeros((), **kwargs), + scale=t.ones((), **kwargs)) + log_prob_norm = t.tril(normal.log_prob(n), -1).sum((-1, -2)) + I = t.eye(K.N, m=ncols, **kwargs) + + dof = nu - t.arange(ncols, **kwargs) + gamma = t.distributions.Gamma(dof / 2., 1 / 2) + + c = gamma.rsample(sample_shape=[*sample_shape, *Kshape[:-2], 1]).sqrt() + A = n + I*c + log_prob_gamma = gamma.log_prob(c ** 2).sum((-1, -2)) + log_prob_A = log_prob_norm + log_prob_gamma + return A, log_prob_A + + +# Implements singular and non-singular Wishart +class Wishart: + def __init__(self, K, nu, alpha=None, beta=None, mu=None, sigma=None): + self.p = K.N + self.K = K + self.nu = nu + self.alpha = alpha + self.beta = beta + self.mu = mu + self.sigma = sigma + self.kwargs = {'device': K.device, 'dtype': K.dtype} + + def rsample_log_prob(self, sample_shape=t.Size([])): + A, log_prob_A = bartlett(self.K, self.nu, sample_shape, alpha=self.alpha, beta=self.beta, mu=self.mu, sigma=self.sigma) + max_K = t.max(self.K.full()).detach() + K = PositiveDefiniteMatrix(self.K.full() + 1e-8*max_K*t.eye(self.p, **self.kwargs)) + LK = K.chol() + LA = LK.full() @ A + + # Compute log prob for S = AAT + ncols = min(self.K.N, self.nu) + t_range = self.K.N - (t.arange(ncols, **self.kwargs) + 1) + c = A.diagonal(dim1=-1, dim2=-2) + log_prob_S = -(t_range*t.log(c)).sum(-1) + log_prob = log_prob_A + log_prob_S + + # Compute log_prob contribution from K + log_Ldiag = t.log(LK.diag()) + ncols = min(self.p, self.nu) + t_range = self.p - t.arange(ncols, **self.kwargs) + log_prob -= (t_range*log_Ldiag[..., :ncols]).sum(-1) + + p_range = t.minimum(t.arange(self.p, **self.kwargs) + 1, self.nu*t.ones((), **self.kwargs)) + log_prob -= (p_range*log_Ldiag).sum(-1) + + return LA @ LA.transpose(-1, -2), LA, log_prob + + # log prob for KL prior term + def log_prob(self, x): + # Cannot be computed if beta/sigma is not None, only works for non-generalized Wishart + assert self.beta is None + assert self.sigma is None + nu = self.nu + p = self.p + if nu > p-1: + # Evaluate non-singular Wishart log prob + log_prob = 0.5 * (nu - p - 1) * x.logdet() + log_prob -= (nu / 2) * self.K.logdet() + log_prob -= 0.5 * self.K.inv(x).diagonal(dim1=-1, dim2=-2).sum(-1) + log_prob -= (nu * p / 2) * math.log(2) + log_prob -= t.mvlgamma(nu / 2 * t.ones(()), p) + + return log_prob + else: + # Evaluate singular Wishart log prob + x_part = x[..., :nu, :nu] + log_prob = -0.5 * nu * self.K.logdet() + log_prob += 0.5*nu*(nu-p)*math.log(math.pi) + log_prob -= 0.5*nu*p*math.log(2.) + log_prob -= t.mvlgamma(0.5*nu*t.ones(()), nu) + log_prob += 0.5*(nu-p-1)*t.logdet(x_part) + log_prob -= 0.5*self.K.inv(x).diagonal(dim1=-1, dim2=-2).sum(-1) + + return log_prob + + +class WishartLayer(nn.Module): + """ + Wishart layer from a deep kernel process. Takes a KG as input, and returns KG as output. + + arg: + - **inducing_batch (int):** number of inducing inputs + - **nu (int):** layer width + """ + + def __init__(self, inducing_batch, nu): + super().__init__() + self.P = inducing_batch + self.nu = nu + ncols = min(self.P, self.nu) # number of columns in the Bartlett decomposition + + self.V = nn.Parameter(t.randn(inducing_batch, inducing_batch)) + self.V_scale = nn.Parameter(-math.log(inducing_batch)*t.ones(())) + self.sigmoid_prop = nn.Parameter(-4*t.ones(())) # un-sigmoided p + + self.W = nn.Parameter(math.sqrt(inducing_batch)*t.eye(inducing_batch)) + + self.log_beta = nn.Parameter(math.log(0.5)*t.ones(ncols)) + + self.mu_unscaled = nn.Parameter(t.randn(inducing_batch, ncols)) + self.log_sigma = nn.Parameter(-3*t.ones(inducing_batch, ncols)) #-3 + self.log_alpha = nn.Parameter(t.log((nu - t.arange(ncols))/2)) + + @property + def prop(self): + return self.sigmoid_prop.sigmoid() + + @property + def alpha(self): + return self.log_alpha.exp() + + @property + def beta(self): + return self.log_beta.exp() + + @property + def mu(self): + return self.mu_unscaled/math.sqrt(self.mu_unscaled.shape[-1]) + + @property + def sigma(self): + return self.log_sigma.exp() + + def prior_psi(self, dKii): + return PositiveDefiniteMatrix(dKii.full()) + + def post_psi(self, dKii): + return PositiveDefiniteMatrix(((1-self.prop)*dKii.full() + self.prop*self.V_scale.exp()*self.V @ self.V.T)) + + def PGii(self, dKii): + return Wishart(self.prior_psi(dKii), self.nu) + + def QGii(self, dKii): + return Wishart(self.post_psi(dKii), self.nu, alpha=self.alpha, beta=self.beta, mu=self.mu, sigma=self.sigma) + + def dd_kwargs(self): + return {'device': self.V.device, 'dtype': self.V.dtype} + + def Gii(self, dKii): + PGii = self.PGii(dKii) + QGii = self.QGii(dKii) + + Gii, LGii, logQ = QGii.rsample_log_prob() + logP = PGii.log_prob(Gii) + + self.logpq = logP - logQ + + return Gii, LGii + + def forward(self, K): + + dKii = PositiveDefiniteMatrix(K.ii/self.nu) + dkit = K.it/self.nu + dktt = K.tt/self.nu + + Pi = self.P + + Gii, LGii = self.Gii(dKii) + (S, _, _) = dkit.shape + assert self.logpq.shape == t.Size([S]) + + inv_Kii_kit = dKii.inv(dkit) + + # Diagonal of covariance + dktti = dktt - (dkit * inv_Kii_kit).sum(-2) + + if self.nu > Pi: + LGii = t.cat([LGii, t.zeros((S, Pi, self.nu-Pi), **self.dd_kwargs())], -1) + + mean = dkit.transpose(-1, -2) @ dKii.inv(LGii) + normal = t.distributions.normal.Normal(loc=mean, scale=t.sqrt(dktti).unsqueeze(-1)) + + Ft = normal.rsample() + git = LGii @ Ft.transpose(-1, -2) + gtt = (Ft**2).sum(-1) + + return KG(Gii, git, gtt) diff --git a/examples/simple.ipynb b/examples/simple.ipynb index 83eb9d8..cd7020d 100644 --- a/examples/simple.ipynb +++ b/examples/simple.ipynb @@ -21,7 +21,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -30,7 +30,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -110,19 +110,20 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "-6.22561037107923\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -156,30 +157,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-8.464810080607569\n", - "torch.Size([100, 1])\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "net = nn.Sequential(\n", " bf.LILinear(in_features=1, out_features=50, bias=True),\n", @@ -466,12 +446,34 @@ "net[1][3].V" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep Wishart processes" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "inducing_batch = 40\n", + "net = nn.Sequential(\n", + " bf.BiasFeature(),\n", + " bf.FeaturesToKernel(inducing_batch=inducing_batch),\n", + " bf.ReluKernelGram(), \n", + " bf.WishartLayer(inducing_batch, nu=40),\n", + " bf.ReluKernelGram(),\n", + " bf.GIGP(out_features=1, inducing_batch=inducing_batch)\n", + ")\n", + "net = bf.InducingWrapper(net, inducing_batch=inducing_batch, inducing_data=t.linspace(-5, 5, inducing_batch)[:, None])\n", + "net = net.to(device=device, dtype=dtype)\n", + "\n", + "train(net)\n", + "plot(net)" + ] } ], "metadata": { @@ -490,7 +492,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.6" } }, "nbformat": 4, From 05560c072d9a20795ddc74cf632304acd50a5b46 Mon Sep 17 00:00:00 2001 From: sebastianober Date: Tue, 21 Dec 2021 19:05:43 +0000 Subject: [PATCH 2/4] Notebook update --- examples/simple.ipynb | 105 +++++++++++++++++++++++++++++------------- 1 file changed, 73 insertions(+), 32 deletions(-) diff --git a/examples/simple.ipynb b/examples/simple.ipynb index cd7020d..1a9c9a0 100644 --- a/examples/simple.ipynb +++ b/examples/simple.ipynb @@ -21,7 +21,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -68,20 +68,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def train(net):\n", " opt = t.optim.Adam(net.parameters(), lr=0.05)\n", " samples = 10\n", - " for i in range(2000):\n", + " for i in range(5000):\n", " opt.zero_grad()\n", " output, logpq, _ = bf.propagate(net, X.expand(samples, -1, -1))\n", " ll = Normal(output, 3/scale).log_prob(y).sum(-1).mean(-1)\n", " assert ll.shape == (samples,)\n", " assert logpq.shape == (samples,)\n", - " elbo = ll + logpq/train_batch\n", + " elbo = ll + min(i/500., 1.)*logpq/train_batch\n", " (-elbo.mean()).backward()\n", " opt.step()\n", " print(elbo.mean().item())\n", @@ -110,20 +110,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-6.22561037107923\n", + "-6.519736273954099\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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ca70YWAyQk5Nz8l3khRC9Wkl1I+9vK6LB1n6hT25YAndcdT9VkbHMHJXCmNShfMVD7RYBtZ0jnp0YyYzhyfSLkmEUb8msFSFEpx0sr2flDjM2hwtwh/jMZx7ipYmX8+fzfsLAqhJefvcPHPnxL8lPm0v+zLknjIPHhAczY0RSn9litidIkAshOmVnUTVr89ov9Bn7rxe5Ze7vWDfkDC7P+4KnPn6OGJuVgUsWnRDgfaFSj68YNf1wGTADSFRKFQIPa61fMqJtIYTvfb2/nA0HKtu9Zq62cu2chZRHxvOH1c/z460raVneE2Mxtzs2MyGSC0cmkyDDKN3CqFkr1xnRjhCid3G5NJ/mlbKruKb1Na01W49U8dW+clIVvPP6bxhXur/deS0LfaLD3AWPR6TIMEp3kqEVIUSHmhxOPtpupqDi2BzxJruTNXml7LfUMzgxil/pPYysKmp3nj0snK9+fg+TB/bjrMEJhAV7XvFeeEaCXAjhtnQpPPAAHD6MKzOTjT+/h4JzZrfOSjlkiuRX8x6gODaR6cOSmJQZzxGVxhpc7Wam7Lr9PnLuupmkmLDTX1MYQmnd8zMBc3Jy9KZNm3r8ukKIk1i6FObPh4Zjd9/2sHB2zprHmDXLeXP0hfzhwl/Sv6GK5z74I0GTJvH5rx9p10RkaBDThiYyJi3W42r3onOUUpu11jnHvy535EII9514Q/tl9iFNjQxZ/R73XPprVow6jxn7N7Hoo0UkWGvQRfmYx0whf+ZclIKxaXGcOyyR8BAZRvEFCXIhBBw+fMJLuUmDuO2q+ymIT+G3/3mVW799GxPun+AV2r0p1lXXcOHIZNLiI3q6x6INCXIhBI2p6YQXFwLuZfRvTLiEhy+6mXhrLcuWLeTMwl0nnBNjMXP91CxMJhlG8TWZlS9EX7R0KWRno00mrGmZ5E2ejj0snPqQcO6ecy8LLr2DM4/sZOUrv+4wxAFUloR4byF35EL0NW0ebCogwlzI2DXL+WjOTfy13wQO9Uvl7i9f5/Zv3iJIuzpuIzISHn+8R7stTk6CXIi+5rgHmxpYPnw6v8+eRWiwiVfffpTp+zef/PygIFi8GG64ofv7KjpFhlaE6GN0mwebDSFh3HvZ3fzusjuZXJTHj84dRu0111GTnIYGNMcNnURGwquvSoj3MhLkQvQhO4uqsUbHAbAnMYsrfvoXlo+9gLvWL+XVt37P5PWryJ85l9fe+A9bDlWgX3sNBg4Epdy/y514ryRDK0IEqjYrNXVmJnl33M+aCTO5WcHbYy/koVm/Ispu5fU3H2JawfcAzHrmQZJiwhh+z83ERYTAwBvgxxLcvZ2s7BQiEC1dCjfdBPZjFXwcQcGs+M0f+Xp7AW+Nv5gzD+/guQ+eJrn+aPtzBw6EQ4d6tr+iU2RlpxB9yZ13tgtxgIK4ATxfEcGe8Rdz+9dvcNf6fxHc0ayUDhYHid5NglyIQFRR0e7LD0dO5/5L7yDUaeeldx5l5r7vTn6u1NT1OxLkQgQgDSigMSiExy78b16ffDlTCnP56wdPk15bfvITZX64X5IgFyKAOF2atXmlnBsbj8UUzm1X3s/OlKHM3/AOv/3inwS7nCc/eeBAd4jLrBS/I0EuRADQWmOubmT93nKKqqx8d+sfeaMpHpPW/N87jzJr33c4gkOwx8YSWnX0xAbkAadfM6pm56XAs0AQ8A+t9VNGtCv8g9aa4upG9pTWsq+0DqvdiUmBUgqTUgSZaP69zS+lMDX/HmRSKHXsGIX73JY/m0zurxXuY0zKfXzLcUDr+W1fb/fnNse0MLU5132san6d1tdB0XZr7bbLY0625/bxr7Ycpo57R3NsxljL5DHd/N/Tpd1fuTS4tEa3+V1rcGqN06XRWlNe18ShigasNieNdief77GQTzoDw6z8v38/ysiDO6kdkIbt0cfoHxV6wr7jMpzi/7wOcqVUEPB3YBZQCGxUSn2gtc71tm3R+1XUNbFqZwmW2qZ2r7t/gO/5qa19kcPpoqLehqW2iQ0HK6m3OThzUAJnZCfw8cy3OZwWy4wRScS0LbnWPL+crCwZTgkARtyRTwX2aa0PACil3gCuBCTIA9y2I1Ws32vB7nQHdo3VzqaCo1Rb7VjtTqw2J6426xQ6un/t6aj3wbIJjC6Wc/xnaLQ7W/87JkSGMicnkwGx4USEBnHRqGSGJh9X+PiGGyS4A4wRQZ4OHGnzdSFw5vEHKaXmA/MBsmR6k1+z2pyszi3hgKUeALvTxaaCo2wuOIoCEqPDiA4LJjE6lKDeUvKr3fDI6ft0siM8/XdAd9M/VW0/Q0RoEIlRoSRGhxEXGUKQSTEqNZZzhyYSFSaPwfoCI/6WO3WjpbVeDCwG98pOA64rfOBwRQOf7CqhrskBgLnayqqdJdQ2Ohg+IJpzhyYSEx7i4156r2XMvGWcve3rXW+z45NbVldr3TJG7v4HoCs/PQxKjGLa0EQpfNzHGBHkhUBmm68zgGID2hW9iNOl+WZ/BZsKKpsfuGl2FFXznz0WYsJDuGZyBun93OW+lIK4iBD6R4cRFmxqfaBpan3IyQmvtX3g6f7V8rD0uAecbV5vF7QtDzs57n0TJ77W5mGm4ti1Wh6I9pbCwbrNQ05Xm3Bv+dqlNS6XxmRShAaZCA0ySaGHPsqIIN8IDFNKDQKKgGuB6w1oV/QSR+ttrNpZQmlNI+B+uLYu30KuuYaB/SO5dEwK4SFBhAabmDkqmSFJ0YQEycaa3mqZeWPqxFCQ6Nu8DnKttUMpdTvwCe7phy9rrTuuDSX8zs7mu+5Bn7zPnCWLqG5ycPM1vyc3MZup2QmcOTgBk1LERoQwd0IqyTHhvu6yEH2OIU9CtNYrgZVGtCV6B6vNyZq8UvaX1TFi7YfMeuZBNg4Yzu3/dR/2oGD+3/tP4rpyHvlD5pIeH8GcCalEhsqDNSF8Qb7zxAkOltezJreE+ib3bPBpSxaxZMJsnjr/ZwypLOTFdx9n8NFiaioPom64nlmjBxAsQylC+IwEuWhlc7j4cq+F7YXV7V5bcPZPWTnyXC7bvZ6nVz1LtM0KQIzFzKVjU3rNw0Eh+ioJcgG4pxF+vLOEqgY7I9Z+yLlLFmFxKOZf8zAHh5/DgnUvM/+7d9tPxcvKMn61ixDCYxLkfZzr9aXY7rufFHMRP0hKpTJtIAO3fcuaoVO5d849BDsdvPLOI5xTsL393AnZn0OIXkOCvA+reflVIm+7lfBG91BJbFkxkZYSFk2/gefOuZbx5j28sPxJ0mstNMTGY42IJLrM7L4Tl/05hOg1JMj7IK01mwuOMnzBQoKbQxygKjyaX8/9LV8MnsIPt6/hD6ufJ9zpLhcWUVuN1WJBycwUIXodmWoQyJYuhexs9z6w2dmwdCnVDXa+few5hp85jpiyYwtwdyUPYu6Nz/DNwPE89snfeXrVs60hDkBmpkwvFKKXku/MQLV0aft9pwsKcP3ylxS8tZIzVv6bYMexkF4+egb3X3oH/RprefNf9zO5OL9dU1op1BNP9GTvhRAekCAPVA880L54AGCyWhn74TJMzbsx2U1BPH7BL3gl5wqmHt7B39//I4kNVe3bUQp1yy0yHi5ELyZDK4GqoKDDl1VziJdFxXP9tU/wSs4V/GLje7z+5oOERUeybc511CSnoZVyl/967TV4/vme7LkQwkNyRx5oli6FO+9sraLekc1pI7n1qgXUhkXx7AdPc2XeF2jg76+vIzI0iJSJacTGRfRgp4UQ3pAgDyRtxsU7CnEXilfPuIInzv8ZqTXlvPrvhxllOQSANSae+MgQ5k1KJz4ytEe7LYTwjgR5AHEtXIjpuHHxFo1BITx08a/49/hZnH9gM3/94GnimtwVfhxBwWz7zf/wX2fIzBQh/JF81waIfWW1DDlypMP3imKSuGXeQnakDmNqdgI/JAoVF4e2NFCblMqeOxdwxn2/kj3EhfBTEuR+rtHuZN3uMnaX1PKLpFRiy9oXZ/o6azy3X+neenbxO4+y6/nX2DtkLntnzgVgXHocF45MlsoyQvgxCXI/tq+sjs92l5Kx8j1+sWQRMWXFrQ85NfB/U+fx1Pk/Y3BlES8uf5ykYE3bih9nDe7P2UP6+6bzQgjDSJD7obZ34S1FH0KaGlvfrw8J477Zd7Ji1HmtW8+GKc2aux4D3LUtZ45KZmx6nK8+ghDCQF4FuVLqh8AjwChgqtZ6kxGdEie331LH2rzS1qIP5y5Z1C7EC+JTuHneA+xJHMhdm97h15+9Ql1SKmtuuof8mXMJCVLMHpfKkKRoX30EIYTBvL0j3wlcDbxoQF/EKTTanXyeX0aeubbd6zEWc+uf1w2ewp1zf4tJu1jy9iNseXEZz953f+v7EaFBXDEhjbR4mSMuRCDxKsi11nmAVIjpZsffhbdVm5RKdJmZF866hj+f9xNGlR3kxeVPEBcWxJY2x8VGuOeIJ0TJHHEhAo2MkfdibcfCW7RU74mxmLFGx2FVJm6Zt5DVw8/mql3rePLjvxEcpFhzy2Ot5yTGhDFvUjrRYfLXLUQgOu13tlLqUyClg7ce0Fq/39kLKaXmA/MBsrKyOt3BvqplRkrbu/DjH2wWh0Rz89UPcKhfGr//dDE/2/wBjbHxrLn1QfKbpxem94vgiglphIcE+eRzCCG632mDXGt9kREX0lovBhYD5OTkaCPaDERWm3ssvO1deIsZzz/WGuKrh57JPXPuJcxh4/U3HuTsIzsAcIRHtob4kORoLhubIhXuhQhw8rN2L9LRXXiLEWs/JKK2CheKZ869nr9Ou44JxXt44b0nSKstbz2u5eHn2PQ4ZspCHyH6BG+nH84DngOSgI+UUtu01pcY0rM+xGpzsi6/jPwO7sJbnLtkETVhUdw9514+GzqVH21fzaOrX2hfxQf3w8+pgxKYNjSxu7sthOglvJ21shxYblBf+qS9pbV8truMBtuJd+FtmV0h3PzTv1AUl8QfPvk7P9626oQdDu1h4VQ88LCEuBB9jAyt+IjV5uSz3WXsKT35XXiLvaW1XPXT/yW6qYFlyxaSU5TX7n0N1CanUfPQ/zDo9v/uph4LIXorCXIfON1deMsUw8jyUp685BZWjp/NoBDNssV3k1JXccLxtclplO/MZ7Cs1hSiT5Ig70GduQuf8ddHmLhiGdXh0fz8B7/ni8FTuPb7Tzh7QjbmGRczYMWydkMq9rBwHI89JiEuRB8mQd5DOjMWPmLth0xcsYz8xIHMv/pBzLGJPPHxc1z//Sc0fBXPi+9swDxmSuuCoLrkVPTjT5Dwixt78JMIIXobCfJu1mBzsG635ZR34a2rNcuKWTliGr+57G5imup5418LmFK8G4CIWnd1+/yZc8mfOZf4yBCunpRBXGRIj3wOIUTvJUHejfaU1rKuE3fhs555EJPNxp/O+ynPn/0jphTm8sJ7T5Jcf7TDcxJjwrh6UjpRsuReCIEEebdosDn4bHcZe0vrTnvsuUsW0UAQv77m9/xncA7Xb13FI5++SKjL0e44a2w8AOnxEVwxUZbcCyGOkSA3WH5JLevyy7CeZl54i2Idws03/oXi2KTW8fDjOYOC+PzWBxmUGMXl41OltqYQoh0JcoPUNzlYu7uM/WWnvwtvsbeslsU/cc8Pf2PZAqYU7W59r2UzGmtsPJ/f+iDqhuuZOyaFIFlyL4Q4jgS5AXKLa/jPHguN9s7dhbu05tsDFWw8dJRBIZrXXrmPjMpjBSLsYeGsueux1s2vJmTGccGIZNn3XQjRIQlyL9Q22vlsdxkHLPWdPqfJ7uTjXSUcqmhgTFosM0YMYTv3Ets8pbA2KZX1zWXZAM4clMA5suReCHEKEuRdtLOomi/2Wmiyuzp9TkVdEyu2m6lptHMdJSx4fH6H4Q2gFEwflsSUgf26o/tCiAAiQe6haqudtXmlFFQ0eHTevrI6VueWEBJk4m5dwC3P3Nu6t3hsWTGznnkQcM8Tlyr3QghPSJB3ktaa7wur+WpfOTZH5+/CtdZ8e6CS7w5VMiA2jDnj0rjxv3/RGuItQpoaOXfJIvbNuoLZY1MYNiDG6I8ghAhQEuSdUNVgY3VuKUVHrR6d1+Rw8smuUg6W1zMqNYYLRyQTHGRqLf5wvBiLmSsnpjGwf2SLbtkAAA0OSURBVJQR3RZC9BES5KegtWbL4Sq+2V+O3elZdbrKehsfbi+mxmpnxvAkxmfEtc46qU1KJbas+IRznOkZEuJCCI/JypKTqKhr4s2NR/hij8XjED9gqePNjUdosruYNymdCZnx7aYOrr/pHuxh4e3O0RGRBD/1pCF9F0L0LXJHfhyXS7PxUCXfHazE4fIswLXWbDhYyYaDlSTHhDFnfCox4SduatUyO6VlF0NXRiZBTz4BN9xgyGcQQvQt3tbs/BMwF7AB+4GbtNZVRnTMF8pqG1mTW0pZTZPH5zY5nKzeVcqB8npGpsQwc2TyKavX58+cS9ncq5k3OYO4CNnBUAjRdd4OrawBxmqtxwN7gAXed6nnOV2ar/eVs2zDkS6F+NEGG29tLORgRT3nDUvk4tEDThniAEkxYfwwJ1NCXAjhNW+LL69u8+W3wDXedafnmautfJpbSnmdrUvnHyyv5+NdJZgUzJuYTmZC5GnPSYsP58qJ6bKDoRDCEEaOkf8cePNkbyql5gPzAbKysgy8bNfYnS6+3l/B1sNH0Z4NhQPu8fBNBUf5en8FSdHu8fDYTtxdZyVEMndCGqHB8pxZCGGM0wa5UupTIKWDtx7QWr/ffMwDgANYerJ2tNaLgcUAOTk5XYhO4xypbODTvFKqGuxdOt/mcLEmr5R9ZXUMHxDNRaMGdGpr2aHJ0cwem3LaYRchhPDEaYNca33Rqd5XSt0IzAFmat2Ve9ue0+Rwsn5vOTuKqrt0Fw7uxUErdpiprLMxfWgik7LiO7Ur4ajUWC4ePQCTbEMrhDCYt7NWLgXuA87XWnu2+UgPO1hez9q8UmobHac/+CQKKupZtbMEwKMVmBMz45kxIkm2oRVCdAtvx8j/BoQBa5pD6lut9S1e98pAjXYnn+dbyDPXdLkNrTVbD1exfl85CVGhzBmfSnxkaKfOlW1ohRDdzdtZK0ON6kh32FvqLrtW39S5gg8dsTtdrM0rI7+0lqFJ0cwaPaDTDyqnD0skJzuhy9cWQojOCMiVnfVN7uLH+zwou9aRGqudFTvMWGqbOHtIf84Y2K9TwyNKwYUjkxmfEe/V9YUQojMCLsh3FVfzxZ7yTpddO5nCow2s3FGC06W5YkIagxI7Nx5uUopLxg5gZEqsV9cXQojOCpgg72rBh+Nprdle6K7+ExcRwtzxafSL6tx4eLBJMXtcKkOTo73qgxBCeMLvg1xrzbYjVXy9v8Kjgg8dcThdrMu3kGuuYVBiFJeMGUBYcOdWX4YGm5g7Po2s/qdf2SmEEEby6yCvrLfxaW4pRVWeFXzoSF2Tg4+2mympaWRqdgJnDU7o9HTBsBATV01MJy0+wut+CCGEp/wyyF0u9/L4DQcqPN5qtiPmaisrtpuxO11c7uHQSGRoEPMmpZMcG376g4UQohv4XZCX1TSyOrcUS63nuxR2ZGdRNZ/nW4gOD2bepHQSo8M6fW50WDBXT06nvwfnCCGE0fwuyD/ZVdLlnQrbcro0X+yxsL2omqyESGaPTfFoN8LYiBCumZxBXKRsQyuE8C2/C3IjNnNpsDlYuaOEoiorU7L6cc6Q/h7tgZIQFcrVk9M7rP4jhBA9ze+C3FulNY2s2G7GandyyRjP53snxYRx9eR0IkP73H86IUQv1afSaLe5hk93lxEZGsSPpmR4/IAyNS6cqyZJQQghRO/SJ4Lc5dKs31/O1sNVZMRHMHtcisd31Bn9IrhyYroUhBBC9DoBH+RWu5NVO80cqbQyISOO6cOSCPJwT/BBiVFcPj61U8UjhBCipwV0kJfXNfHh98XUNzm5aFQyY9LiPG5jaHI0l41L9Tj8hRCipwRskO8trWV1bilhwSZ+MCWd1DjPV12OSo3h4tEpUtVHCNGrBVyQu7Tm2wMVbDx0lNS4cC4fl0pUmOcfc1x6HDNHJUtVHyFErxdQQd5kd/LxrhIOVTQwJi2WGSOSCDZ5Pq49KSueGSOSu6GHQghhPG9rdv4BuBJwAWXAz7TWxUZ0zFOV9TY+3F5MjdXOBSOSGJce16W76amDEpgmpdmEEH7E22kYf9Jaj9daTwRWAL83oE8eO2Cp482NR2iyu7h6UgbjMzpX2f5404YmSogLIfyOtzU721Y0jsKYFfSeXJ/vDlXy7YFKkmPCmDM+tcvL5s8fkcTkrH4G91AIIbqf12PkSqnHgZ8C1cAFXveok2wOF6tzS9hvqWdkSgwzRyYT3IV53krBzJEDGJfh+dREIYToDU6bfEqpT5VSOzv4dSWA1voBrXUmsBS4/RTtzFdKbVJKbbJYLF51uqrBxlubjnDAUs/0YYlcPHpAl0LcpBSXjEmREBdC+LXT3pFrrS/qZFv/Aj4CHj5JO4uBxQA5OTldHoLZV+YeD1fAVZPSyUroWmm1IJNi9tgUhg2I6WpXhBCiV/B21sowrfXe5i+vAHZ736WTW/LVQV77poCE6FDmjk8jLqJr4+HBJsXl41MZnCRFkoUQ/s/bMfKnlFIjcE8/LABu8b5LJxcVFszotFjOG5bU5c2rpEiyECLQeDtr5QdGdaQzfpSTidXmoLLe3qXzQ4NNXDUpnXQpkiyECCB+t7Kzq0vmw0OCuHpyOgOkSLIQIsD4XZB3RWRoEFdPziApRookCyECT8AHeUx4MFdPziAhKtTXXRFCiG4R0EEule6FEH1BwAZ5v8gQrp6SQaxUuhdCBLiADPLE6FCunpzRpX3IhRDC3wRc0iXFhPGDyRlEhEqleyFE3xBQQZ4aF85Vk9IJD5EQF0L0HQET5On9IrhyYhphwRLiQoi+JSCCPCshkismphHShR0QhRDC3/l9kA9OiuLycald2sZWCCECgV8H+dDkaC4bl0qQSSrdCyH6Lr8N8pEpMVwyJgWThLgQoo/zyyAfkxbLrNEDuryBlhBCBBK/C/Jx6XFMzIyXEBdCiGZ+F+STpNK9EEK0I1M9hBDCz0mQCyGEnzMkyJVSv1FKaaVUohHtCSGE6Dyvg1wplQnMAg573x0hhBCeMuKO/C/A7wBtQFtCCCE85FWQK6WuAIq01t934tj5SqlNSqlNFovFm8sKIYRo47TTD5VSnwIpHbz1ALAQuLgzF9JaLwYWA+Tk5MjduxBCGOS0Qa61vqij15VS44BBwPfNi3MygC1Kqala6xJDeymEEOKkurwgSGu9A0hu+VopdQjI0VqXG9AvIYQQnaS0NmaUw5MgV0pZgIIuXioRCJR/LOSz9D6B8jlAPktv5c1nGai1Tjr+RcOCvKcopTZprXN83Q8jyGfpfQLlc4B8lt6qOz6LrOwUQgg/J0EuhBB+zh+DfLGvO2Ag+Sy9T6B8DpDP0lsZ/ln8boxcCCFEe/54Ry6EEKINvw1ypdQdSql8pdQupdTTvu6Pt/x9B0ml1J+UUruVUtuVUsuVUvG+7pOnlFKXNv8/tU8pdb+v+9NVSqlMpdQ6pVRe8/fHnb7ukzeUUkFKqa1KqRW+7os3lFLxSqm3m79P8pRSZxvVtl8GuVLqAuBKYLzWegzwZx93ySsBsoPkGmCs1no8sAdY4OP+eEQpFQT8HZgNjAauU0qN9m2vuswB3Ku1HgWcBdzmx58F4E4gz9edMMCzwMda65HABAz8TH4Z5MCtwFNa6yYArXWZj/vjLb/fQVJrvVpr7Wj+8lvcWzb4k6nAPq31Aa21DXgD982C39Fam7XWW5r/XIs7MNJ926uuUUplAJcD//B1X7yhlIoFzgNeAtBa27TWVUa1769BPhyYrpTaoJT6j1LqDF93qKs82UHSj/wcWOXrTngoHTjS5utC/DT82lJKZQOTgA2+7UmXPYP7Jsfl6454aTBgAZY0DxP9QykVZVTjvbb48ml2XQwG+uH+sfEM4C2l1GDdS6fgGLWDpK+d6nNord9vPuYB3D/aL+3JvhlAdfBar/z/qbOUUtHAO8BdWusaX/fHU0qpOUCZ1nqzUmqGr/vjpWBgMnCH1nqDUupZ4H7gIaMa75VOtusigFLqVuDd5uD+Tinlwr1/Qa/c6DxQdpA81d8JgFLqRmAOMLO3/qN6CoVAZpuvM4BiH/XFa0qpENwhvlRr/a6v+9NF04ArlFKXAeFArFLqda31j33cr64oBAq11i0/Gb2NO8gN4a9DK+8BFwIopYYDofjhhjpa6x1a62StdbbWOhv3X/bk3hjip6OUuhS4D7hCa93g6/50wUZgmFJqkFIqFLgW+MDHfeoS5b4reAnI01ov8nV/ukprvUBrndH8vXEt8JmfhjjN39NHlFIjml+aCeQa1X6vvSM/jZeBl5VSOwEbcKMf3gEGmr8BYcCa5p8uvtVa3+LbLnWe1tqhlLod+AQIAl7WWu/ycbe6ahrwE2CHUmpb82sLtdYrfdgnAXcAS5tvFA4ANxnVsKzsFEIIP+evQytCCCGaSZALIYSfkyAXQgg/J0EuhBB+ToJcCCH8nAS5EEL4OQlyIYTwcxLkQgjh5/4/TwsyY/4Ek4YAAAAASUVORK5CYII=\n", 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" ] @@ -157,9 +157,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-8.064667111936483\n", + "torch.Size([100, 1])\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "net = nn.Sequential(\n", " bf.LILinear(in_features=1, out_features=50, bias=True),\n", @@ -183,20 +204,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-0.07470791719070445\n", + "-0.15468788310911194\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -232,19 +253,20 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "-2.1636381941005736\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -286,12 +308,13 @@ "name": "stdout", "output_type": "stream", "text": [ + "0.46321265830563885\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -328,19 +351,20 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "0.5312111688719924\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -377,20 +401,20 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.47763223655223247\n", + "0.5060419468378595\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -420,24 +444,29 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Parameter containing:\n", - "tensor([[-0.6937, -0.4414, 0.9947, ..., 0.7805, -0.1908, -0.0493],\n", - " [ 0.2922, -0.7867, 0.4324, ..., 0.1710, 0.1606, 0.0423],\n", - " [ 0.4886, -0.8374, 0.1996, ..., -0.0566, 0.2152, 0.1960],\n", + "tensor([[-2.1021e-01, 4.9885e-01, 1.3201e-01, ..., -1.0515e+00,\n", + " -1.0145e+00, 7.9307e-02],\n", + " [ 7.6166e-01, 3.2687e-01, -2.0230e-01, ..., -8.9936e-01,\n", + " -6.7796e-01, 1.8292e-01],\n", + " [ 8.8062e-01, 2.7385e-01, -3.4643e-02, ..., -3.8084e-01,\n", + " -5.2541e-01, 4.0566e-01],\n", " ...,\n", - " [-0.0725, -0.8206, 0.0750, ..., -0.0493, -0.1845, -0.2537],\n", - " [ 0.1541, -0.9472, -0.3496, ..., -0.1420, -0.2161, -0.3520],\n", - " [ 0.9913, -1.2162, -1.1031, ..., -0.6449, -0.2924, -0.2864]],\n", - " dtype=torch.float64, requires_grad=True)" + " [ 2.5410e-01, -1.3956e-01, 1.8414e-03, ..., 5.1677e-01,\n", + " 5.6616e-01, 2.6319e-01],\n", + " [ 5.0923e-01, -2.9120e-01, -1.5778e-01, ..., 3.6307e-01,\n", + " 9.4852e-01, 9.5913e-02],\n", + " [ 8.8468e-01, -3.7476e-01, -2.2209e-01, ..., 4.5610e-01,\n", + " 2.0397e+00, 3.9534e-01]], dtype=torch.float64, requires_grad=True)" ] }, - "execution_count": 14, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -455,16 +484,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "module 'bayesfunc' has no attribute 'WishartLayer'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFeaturesToKernel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mReluKernelGram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mWishartLayer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnu\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m40\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mReluKernelGram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGIGP\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mout_features\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minducing_batch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mAttributeError\u001b[0m: module 'bayesfunc' has no attribute 'WishartLayer'" + ] + } + ], "source": [ "inducing_batch = 40\n", "net = nn.Sequential(\n", " bf.BiasFeature(),\n", " bf.FeaturesToKernel(inducing_batch=inducing_batch),\n", " bf.ReluKernelGram(), \n", - " bf.WishartLayer(inducing_batch, nu=40),\n", + " bf.WishartLayer(inducing_batch, nu=10),\n", " bf.ReluKernelGram(),\n", " bf.GIGP(out_features=1, inducing_batch=inducing_batch)\n", ")\n", From 6944006eeb320bff9fc878eb15699f234fe3f492 Mon Sep 17 00:00:00 2001 From: sebastianober Date: Tue, 21 Dec 2021 20:27:55 +0000 Subject: [PATCH 3/4] Update to notebook --- examples/simple.ipynb | 88 ++++++++++++++++--------------------------- 1 file changed, 32 insertions(+), 56 deletions(-) diff --git a/examples/simple.ipynb b/examples/simple.ipynb index 1a9c9a0..f0994c7 100644 --- a/examples/simple.ipynb +++ b/examples/simple.ipynb @@ -21,7 +21,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -75,7 +75,7 @@ "def train(net):\n", " opt = t.optim.Adam(net.parameters(), lr=0.05)\n", " samples = 10\n", - " for i in range(5000):\n", + " for i in range(2500):\n", " opt.zero_grad()\n", " output, logpq, _ = bf.propagate(net, X.expand(samples, -1, -1))\n", " ll = Normal(output, 3/scale).log_prob(y).sum(-1).mean(-1)\n", @@ -117,13 +117,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "-6.519736273954099\n", + "-6.424556489174215\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -164,13 +164,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "-8.064667111936483\n", + "-8.189561409306961\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -211,13 +211,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "-0.15468788310911194\n", + "-0.20042732063344024\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -260,13 +260,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "-2.1636381941005736\n", + "-2.0435744505993303\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -308,13 +308,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.46321265830563885\n", + "0.493026735713104\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -358,13 +358,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.5312111688719924\n", + "0.49998838540504587\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -442,39 +442,6 @@ "plot(net)" ] }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Parameter containing:\n", - "tensor([[-2.1021e-01, 4.9885e-01, 1.3201e-01, ..., -1.0515e+00,\n", - " -1.0145e+00, 7.9307e-02],\n", - " [ 7.6166e-01, 3.2687e-01, -2.0230e-01, ..., -8.9936e-01,\n", - " -6.7796e-01, 1.8292e-01],\n", - " [ 8.8062e-01, 2.7385e-01, -3.4643e-02, ..., -3.8084e-01,\n", - " -5.2541e-01, 4.0566e-01],\n", - " ...,\n", - " [ 2.5410e-01, -1.3956e-01, 1.8414e-03, ..., 5.1677e-01,\n", - " 5.6616e-01, 2.6319e-01],\n", - " [ 5.0923e-01, -2.9120e-01, -1.5778e-01, ..., 3.6307e-01,\n", - " 9.4852e-01, 9.5913e-02],\n", - " [ 8.8468e-01, -3.7476e-01, -2.2209e-01, ..., 4.5610e-01,\n", - " 2.0397e+00, 3.9534e-01]], dtype=torch.float64, requires_grad=True)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "net[1][3].V" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -484,19 +451,28 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "module 'bayesfunc' has no attribute 'WishartLayer'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFeaturesToKernel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mReluKernelGram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mWishartLayer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnu\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m40\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mReluKernelGram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mbf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGIGP\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mout_features\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minducing_batch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minducing_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mAttributeError\u001b[0m: module 'bayesfunc' has no attribute 'WishartLayer'" + "name": "stdout", + "output_type": "stream", + "text": [ + "0.49218252436239374\n", + "torch.Size([100, 1])\n" ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ From 15a1532ecf6095535776b514d185dbd59e73c2c9 Mon Sep 17 00:00:00 2001 From: sebastianober Date: Wed, 22 Dec 2021 16:37:11 +0000 Subject: [PATCH 4/4] Update docs, example --- docs/conf.py | 2 +- docs/index.rst | 9 ++++++++- examples/simple.ipynb | 12 ++++++------ 3 files changed, 15 insertions(+), 8 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 43b31c1..66792c1 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -19,7 +19,7 @@ # -- Project information ----------------------------------------------------- project = 'bayesfunc' -copyright = '2020, Laurence Aitchison, Sebastian Ober' +copyright = '2021, Laurence Aitchison, Sebastian Ober' author = 'Laurence Aitchison, Sebastian Ober' # The full version, including alpha/beta/rc tags diff --git a/docs/index.rst b/docs/index.rst index fa616d6..0a6a983 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -17,8 +17,9 @@ In particular, we implement: - Global inducing variational inference for neural networks (https://arxiv.org/abs/2005.08140) - Global inducing variational inference for deep Gaussian processes (https://arxiv.org/abs/2005.08140) - Deep kernel processes (https://arxiv.org/abs/2010.01590) + - Deep Wishart processes (https://arxiv.org/abs/2107.10125) -In addition, we implement a number of more standard methods, primarily to give fair, easy-to-implement comparisions: +In addition, we implement a number of more standard methods, primarily to give fair, easy-to-implement comparisons: - Mean field variational inference - Sparse (deep) Gaussian processes inference @@ -193,3 +194,9 @@ Library reference: deep kernel processes .. autoclass:: bayesfunc.IWLayer .. autoclass:: bayesfunc.SingularIWLayer + + +Library reference: deep Wishart processes +------------------------------------------ + +.. autoclass:: bayesfunc.WishartLayer diff --git a/examples/simple.ipynb b/examples/simple.ipynb index f0994c7..939b437 100644 --- a/examples/simple.ipynb +++ b/examples/simple.ipynb @@ -21,7 +21,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -408,13 +408,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.5060419468378595\n", + "0.5449111525178625\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -451,20 +451,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.49218252436239374\n", + "0.41564130630625556\n", "torch.Size([100, 1])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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