From 89a5eee21ca87241e1235cc45f53fe6f3cdcb95e Mon Sep 17 00:00:00 2001 From: Thomas Viehmann Date: Thu, 26 Oct 2017 22:33:43 +0200 Subject: [PATCH] add linear mean function to mean_functions and to example --- candlegp/densities.py | 4 +- candlegp/mean_functions.py | 9 +-- notebooks/gp_regression.ipynb | 128 ++++++++++++++++++---------------- 3 files changed, 73 insertions(+), 68 deletions(-) diff --git a/candlegp/densities.py b/candlegp/densities.py index 228c9e8..21af167 100644 --- a/candlegp/densities.py +++ b/candlegp/densities.py @@ -32,7 +32,7 @@ def gammaln(x): def gaussian(x, mu, var): - return -0.5 * (float(numpy.log(2 * numpy.pi)) + torch.log(var) + torch.square(mu-x)/var) + return -0.5 * (float(numpy.log(2 * numpy.pi)) + torch.log(var) + (mu-x)**2/var) def lognormal(x, mu, var): lnx = torch.log(x) @@ -54,7 +54,7 @@ def gamma(shape, scale, x): def student_t(x, mean, scale, deg_free): # todo const = tf.lgamma(tf.cast((deg_free + 1.) * 0.5, float_type))\ - tf.lgamma(tf.cast(deg_free * 0.5, float_type))\ - - 0.5*(tf.log(tf.square(scale)) + tf.cast(tf.log(deg_free), float_type) + - 0.5*(2*tf.log(scale) + tf.cast(tf.log(deg_free), float_type) + np.log(np.pi)) const = tf.cast(const, float_type) return const - 0.5*(deg_free + 1.) * \ diff --git a/candlegp/mean_functions.py b/candlegp/mean_functions.py index c020660..72b0383 100644 --- a/candlegp/mean_functions.py +++ b/candlegp/mean_functions.py @@ -57,9 +57,10 @@ def __init__(self, A=None, b=None): A = torch.ones((1, 1)) if A is None else A b = torch.zeros(1) if b is None else b MeanFunction.__init__(self) - self.A = Parameter(np.atleast_2d(A)) - self.b = Parameter(b) + if A.dim()==1: + A = A.unsqueeze(1) + self.A = parameter.Param(A) + self.b = parameter.Param(b) - #@params_as_tensors def __call__(self, X): - return tf.matmul(X, self.A) + self.b + return torch.matmul(X, self.A.get()) + self.b.get() diff --git a/notebooks/gp_regression.ipynb b/notebooks/gp_regression.ipynb index 611cc70..1beac54 100644 --- a/notebooks/gp_regression.ipynb +++ b/notebooks/gp_regression.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 1, "metadata": { "cell_id": "C56FA1DC11504021833EAF55BEF3E07D" }, @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 2, "metadata": { "cell_id": "0503F0A2DAD644419AC97031797D4301" }, @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 3, "metadata": { "cell_id": "7D9AA2647C2C4AD6A42AA374EFF07F28" }, @@ -62,18 +62,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 71, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYcWaXwAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -83,7 +83,7 @@ "source": [ "N = 12\n", "X = torch.rand(N,1).double()\n", - "Y = (torch.sin(12*X) + 0.6*torch.cos(25*X) + torch.randn(N,1).double()*0.1).squeeze(1)\n", + "Y = (torch.sin(12*X) + 0.6*torch.cos(25*X) + torch.randn(N,1).double()*0.1+3.0).squeeze(1)\n", "pyplot.figure()\n", "pyplot.plot(X.numpy(), Y.numpy(), 'kx', mew=2)\n" ] @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 4, "metadata": { "cell_id": "65D558A994034F1880BE4EA866570627" }, @@ -109,11 +109,11 @@ { "data": { "text/html": [ - "Model GPR
  • mean_function: Zero
  • kern: RBF
  • likelihood: Gaussian
ParameterValuePriorParamType
kern.variance[ 1.]NonePositiveParam
kern.lengthscales[ 0.3]NonePositiveParam
likelihood.variance[ 0.01]NonePositiveParam
" + "Model GPR
  • mean_function: Linear
  • kern: RBF
  • likelihood: Gaussian
ParameterValuePriorParamType
mean_function.A[[ 1.]]NoneParam
mean_function.b[ 0.]NoneParam
kern.variance[ 1.]NonePositiveParam
kern.lengthscales[ 0.3]NonePositiveParam
likelihood.variance[ 0.01]NonePositiveParam
" ], "text/plain": [ "GPR (\n", - " (mean_function): Zero (\n", + " (mean_function): Linear (\n", " )\n", " (kern): RBF (\n", " )\n", @@ -122,21 +122,22 @@ ")" ] }, - "execution_count": 72, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = candlegp.kernels.RBF(1, lengthscales=torch.DoubleTensor([0.3]),variance=torch.DoubleTensor([1.0]))\n", - "m = candlegp.models.GPR(Variable(X), Variable(Y.unsqueeze(1)), kern=k)\n", + "mean = candlegp.mean_functions.Linear(torch.DoubleTensor([1]), torch.DoubleTensor([0]))\n", + "m = candlegp.models.GPR(Variable(X), Variable(Y.unsqueeze(1)), kern=k, mean_function=mean)\n", "m.likelihood.variance.set(0.01)\n", "m" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 5, "metadata": { "cell_id": "F4419330180D453E8DD2183657756C8E" }, @@ -144,18 +145,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 73, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsBNCSIz5fw2ENeoFbawkAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -163,7 +164,7 @@ } ], "source": [ - "xstar = torch.linspace(0,1,1000).double()\n", + "xstar = torch.linspace(0,1,100).double()\n", "mu, var = m.predict_y(Variable(xstar.unsqueeze(1)))\n", "cred_size = (var**0.5*2).squeeze(1)\n", "\n", @@ -186,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 6, "metadata": { "cell_id": "AA735CF7DD064499A5C55594A5FAA2C8" }, @@ -195,26 +196,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 : 191.7720318923829\n", - "5 : 30.423732259402627\n", - "10 : 23.031844543765466\n", - "15 : 22.527264995413056\n", - "20 : 22.51023749523126\n", - "25 : 22.50988916186329\n", - "30 : 22.509882790482262\n", - "35 : 22.509882720042494\n", - "40 : 22.50988271561212\n", - "45 : 22.50988271160505\n" + "0 : 85.64975977703897\n", + "5 : 28.21004707164614\n", + "10 : 20.952411660923964\n", + "15 : 20.862138912288145\n", + "20 : 20.86005754176822\n", + "25 : 20.860018649777768\n", + "30 : 20.860017982341702\n", + "35 : 20.860017977805835\n", + "40 : 20.860017973703307\n", + "45 : 20.860017969992807\n" ] }, { "data": { "text/html": [ - "Model GPR
  • mean_function: Zero
  • kern: RBF
  • likelihood: Gaussian
ParameterValuePriorParamType
kern.variance[ 1.01159273]NonePositiveParam
kern.lengthscales[ 0.07756698]NonePositiveParam
likelihood.variance[ 0.02263218]NonePositiveParam
" + "Model GPR
  • mean_function: Linear
  • kern: RBF
  • likelihood: Gaussian
ParameterValuePriorParamType
mean_function.A[[-0.02798468]]NoneParam
mean_function.b[ 3.11907971]NoneParam
kern.variance[ 0.73385206]NonePositiveParam
kern.lengthscales[ 0.07378214]NonePositiveParam
likelihood.variance[ 0.03258215]NonePositiveParam
" ], "text/plain": [ "GPR (\n", - " (mean_function): Zero (\n", + " (mean_function): Linear (\n", " )\n", " (kern): RBF (\n", " )\n", @@ -223,7 +224,7 @@ ")" ] }, - "execution_count": 74, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -248,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 7, "metadata": { "cell_id": "ED272B8B122E49D29D44A170B4E5D44E" }, @@ -256,18 +257,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 75, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -275,7 +276,7 @@ } ], "source": [ - "xstar = torch.linspace(0,1,1000).double()\n", + "xstar = torch.linspace(0,1,100).double()\n", "mu, var = m.predict_y(Variable(xstar.unsqueeze(1)))\n", "cred_size = (var**0.5*2).squeeze(1)\n", "\n", @@ -298,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 8, "metadata": { "cell_id": "CB39B19CBCD540E78EC33A0B169C85FD" }, @@ -307,17 +308,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "likelihood with priors 30.468488060523587\n" + "likelihood with priors 33.06474343184192\n" ] }, { "data": { "text/html": [ - "Model GPR
  • mean_function: Zero
  • kern: RBF
  • likelihood: Gaussian
ParameterValuePriorParamType
kern.variance[ 1.01159273]Ga([ 1.],[ 1.])PositiveParam
kern.lengthscales[ 0.07756698]Ga([ 1.],[ 1.])PositiveParam
likelihood.variance[ 0.02263218]Ga([ 1.],[ 1.])PositiveParam
" + "Model GPR
  • mean_function: Linear
  • kern: RBF
  • likelihood: Gaussian
ParameterValuePriorParamType
mean_function.A[[-0.02798468]]N([ 0.],[ 10.])Param
mean_function.b[ 3.11907971]N([ 0.],[ 10.])Param
kern.variance[ 0.73385206]Ga([ 1.],[ 1.])PositiveParam
kern.lengthscales[ 0.07378214]Ga([ 1.],[ 1.])PositiveParam
likelihood.variance[ 0.03258215]Ga([ 1.],[ 1.])PositiveParam
" ], "text/plain": [ "GPR (\n", - " (mean_function): Zero (\n", + " (mean_function): Linear (\n", " )\n", " (kern): RBF (\n", " )\n", @@ -326,25 +327,28 @@ ")" ] }, - "execution_count": 76, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k2 = candlegp.kernels.RBF(1, lengthscales=torch.DoubleTensor([0.3]),variance=torch.DoubleTensor([1.0]))\n", - "m2 = candlegp.models.GPR(Variable(X), Variable(Y.unsqueeze(1)), kern=k2)\n", + "mean2 = candlegp.mean_functions.Linear(torch.DoubleTensor([1]), torch.DoubleTensor([0]))\n", + "m2 = candlegp.models.GPR(Variable(X), Variable(Y.unsqueeze(1)), kern=k2, mean_function=mean2)\n", "m2.load_state_dict(m.state_dict())\n", "m2.likelihood.variance.prior = candlegp.priors.Gamma(1.0,1.0,ttype=torch.DoubleTensor)\n", "m2.kern.variance.prior = candlegp.priors.Gamma(1.0,1.0,ttype=torch.DoubleTensor)\n", "m2.kern.lengthscales.prior = candlegp.priors.Gamma(1.0,1.0,ttype=torch.DoubleTensor)\n", + "m2.mean_function.A.prior = candlegp.priors.Gaussian(0.0,10.0, ttype=torch.DoubleTensor)\n", + "m2.mean_function.b.prior = candlegp.priors.Gaussian(0.0,10.0, ttype=torch.DoubleTensor)\n", "print(\"likelihood with priors\",m2().data[0])\n", "m2" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 9, "metadata": { "cell_id": "2C025E9BC16D44FB8915B71B2140A1CC" }, @@ -355,16 +359,16 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 10, "metadata": { "cell_id": "52D204E2251B4B8F88F9D2AA2D506F6B" }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEJCAYAAACXCJy4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0QAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEJCAYAAACXCJy4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\no2M5fWw26u8AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -377,16 +381,16 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 11, "metadata": { "cell_id": "9181466484404420BA416155CEDF151D" }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2IUQwsVIYhdCCBcjiV0IIVzM/wNHVGGyhEGSxgAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+P9R6Q6x3ox1KQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -394,9 +398,9 @@ } ], "source": [ - "for (n,p0),p,c in zip(m.named_parameters(),res[1:],['r','g','b']):\n", - " pyplot.plot(torch.stack(p).numpy(), c=c, label=n)\n", - " pyplot.plot((0,len(p)),(p0.data[0],p0.data[0]), c=c)\n", + "for (n,p0),p,c in zip(m.named_parameters(),res[1:],['r','g','b','y','b']):\n", + " pyplot.plot(torch.stack(p).squeeze().numpy(), c=c, label=n)\n", + " pyplot.plot((0,len(p)),(p0.data.view(-1)[0],p0.data.view(-1)[0]), c=c)\n", "pyplot.legend();" ] }, @@ -413,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 12, "metadata": { "cell_id": "9819F0FD9C9244E59BB41A4F18EA5F21" }, @@ -421,18 +425,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 80, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnX6Hq7XCAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -440,7 +444,7 @@ } ], "source": [ - "xstar = torch.linspace(0,1,1000).double()\n", + "xstar = torch.linspace(0,1,100).double()\n", "mc_params = torch.stack([torch.cat(p, dim=0) for p in res[1:]],dim=1)\n", "\n", "allsims = []\n", @@ -450,7 +454,7 @@ " allsims.append(m2.predict_f_samples(Variable(xstar.unsqueeze(1)), 1).squeeze(0).t())\n", "allsims = torch.cat(allsims, dim=0)\n", "\n", - "pyplot.plot(xstar.numpy(),allsims.data.numpy().T)\n", + "pyplot.plot(xstar.numpy(),allsims.data.numpy().T, 'b', lw=2, alpha=0.1)\n", "\n", "mu, var = m.predict_y(Variable(xstar.unsqueeze(1)))\n", "cred_size = (var**0.5*2).squeeze(1)\n",