Update 16_2_Autoregressive_Flows.ipynb
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@@ -65,7 +65,7 @@
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"cell_type": "code",
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"cell_type": "code",
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"source": [
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"source": [
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"# First let's make the 1D piecewise linear mapping as illustated in figure 16.5\n",
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"# First let's make the 1D piecewise linear mapping as illustrated in figure 16.5\n",
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"def g(h, phi):\n",
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"def g(h, phi):\n",
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" # TODO -- write this function (equation 16.12)\n",
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" # TODO -- write this function (equation 16.12)\n",
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" # Note: If you have the first printing of the book, there is a mistake in equation 16.12\n",
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" # Note: If you have the first printing of the book, there is a mistake in equation 16.12\n",
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@@ -156,7 +156,7 @@
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"cell_type": "markdown",
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"cell_type": "markdown",
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"source": [
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"source": [
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"Now let's define an autogressive flow. Let's switch to looking at figure 16.7.# We'll assume that our piecewise function will use five parameters phi1,phi2,phi3,phi4,phi5"
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"Now let's define an autoregressive flow. Let's switch to looking at figure 16.7.# We'll assume that our piecewise function will use five parameters phi1,phi2,phi3,phi4,phi5"
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],
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],
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"metadata": {
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"metadata": {
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"id": "t8XPxipfd7hz"
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"id": "t8XPxipfd7hz"
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@@ -175,7 +175,7 @@
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" x = x/ np.sum(x) ;\n",
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" x = x/ np.sum(x) ;\n",
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" return x\n",
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" return x\n",
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"\n",
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"\n",
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"# Return value of phi that doesn't depend on any of the iputs\n",
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"# Return value of phi that doesn't depend on any of the inputs\n",
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"def get_phi():\n",
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"def get_phi():\n",
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" return np.array([0.2, 0.1, 0.4, 0.05, 0.25])\n",
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" return np.array([0.2, 0.1, 0.4, 0.05, 0.25])\n",
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"\n",
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"\n",
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