diff --git a/examples/gpax_UIGP.ipynb b/examples/gpax_UIGP.ipynb index cc2c4aa..acf1f68 100644 --- a/examples/gpax_UIGP.ipynb +++ b/examples/gpax_UIGP.ipynb @@ -73,10 +73,10 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "id": "lpWwp8HKbq7q", - "outputId": "8864cb0c-bd14-4634-9a56-ae69da291c29", + "outputId": "b9ac01d2-c941-4aee-f6cd-e4dc0d07ddc6", "colab": { "base_uri": "https://localhost:8080/" } @@ -88,10 +88,9 @@ "text": [ " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Installing backend dependencies ... \u001b[?25l\u001b[?25hdone\n", " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m312.7/312.7 kB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m371.0/371.0 kB\u001b[0m \u001b[31m18.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25h Building wheel for gpax (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n" + " Building wheel for gpax (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n" ] } ], @@ -121,7 +120,7 @@ "metadata": { "id": "clSOa2sfhQbB" }, - "execution_count": null, + "execution_count": 2, "outputs": [] }, { @@ -136,10 +135,10 @@ { "cell_type": "code", "source": [ - "NUM_INIT_POINTS = 25 # number of observation points\n", + "NUM_INIT_POINTS = 40 # number of observation points\n", "\n", "\n", - "np.random.seed(0)\n", + "np.random.seed(42)\n", "\n", "# Generate data with randomly shifted inputs\n", "def f(x, var_x=0.06):\n", @@ -167,9 +166,9 @@ "height": 455 }, "id": "M8i5sx43hYHw", - "outputId": "cb8db22d-1bd8-4821-db87-d745871c4ef1" + "outputId": "7741aebf-f24b-46f7-8913-c65a2117193f" }, - "execution_count": null, + "execution_count": 3, "outputs": [ { "output_type": "display_data", @@ -177,7 +176,7 @@ "text/plain": [ "
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\n" + "image/png": 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\n" }, "metadata": {} } @@ -199,8 +198,8 @@ { "cell_type": "code", "source": [ - "lengthscale_prior = gpax.utils.gamma_dist(2, 5)\n", - "noise_prior = gpax.utils.halfnormal_dist(0.1)\n", + "lengthscale_prior = gpax.priors.gamma_dist(2, 5)\n", + "noise_prior = gpax.priors.halfnormal_dist(0.1)\n", "\n", "gpax.utils.dviz(lengthscale_prior)\n", "gpax.utils.dviz(noise_prior)" @@ -211,9 +210,9 @@ "height": 843 }, "id": "J0FX8u2b7K4X", - "outputId": "22df40c1-93ad-4e2e-f863-c768b9bacf6c" + "outputId": "73c90948-c44a-4852-dddc-c73eafabebd7" }, - "execution_count": null, + "execution_count": 5, "outputs": [ { "output_type": "display_data", @@ -265,16 +264,16 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "ca5a3fe2-3629-4ae5-f70a-26819f777c40", + "outputId": "1f04923c-4888-4962-e57f-28fcd9c43ba3", "id": "K1Jh8C-wYJDe" }, - "execution_count": null, + "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ - "sample: 100%|██████████| 10000/10000 [00:12<00:00, 800.10it/s, 3 steps of size 5.74e-01. acc. prob=0.92]\n" + "sample: 100%|██████████| 10000/10000 [00:23<00:00, 424.11it/s, 3 steps of size 5.31e-01. acc. prob=0.93]\n" ] }, { @@ -283,9 +282,9 @@ "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.49 0.20 0.45 0.20 0.80 3120.02 1.00\n", - " k_scale 0.38 0.42 0.26 0.04 0.78 2748.90 1.00\n", - " noise 0.02 0.01 0.02 0.01 0.03 2666.26 1.00\n", + "k_length[0] 0.50 0.33 0.41 0.08 0.97 3115.62 1.00\n", + " k_scale 0.24 0.27 0.16 0.01 0.51 3196.68 1.00\n", + " noise 0.06 0.02 0.06 0.03 0.08 3327.08 1.00\n", "\n" ] } @@ -308,7 +307,7 @@ "metadata": { "id": "OncLDb-kYJDf" }, - "execution_count": null, + "execution_count": 7, "outputs": [] }, { @@ -343,10 +342,10 @@ "base_uri": "https://localhost:8080/", "height": 455 }, - "outputId": "af2f03dc-192d-44c9-b8ee-d6fae3b5bec9", + "outputId": "16b42478-117d-4d27-d771-166e32f7ac89", "id": "3gf4cjnRYJDf" }, - "execution_count": null, + "execution_count": 8, "outputs": [ { "output_type": "display_data", @@ -354,7 +353,7 @@ "text/plain": [ "
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\n" + "image/png": 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\n" }, "metadata": {} } @@ -405,17 +404,17 @@ "base_uri": "https://localhost:8080/" }, "id": "gAZiDeWwhtvC", - "outputId": "b6c0257c-f96d-422b-c94c-ad5c8b6cdadb" + "outputId": "b8b35436-2024-4aaa-9177-c247fd696f29" }, - "execution_count": null, + "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ - "/usr/local/lib/python3.10/dist-packages/gpax/models/uigp.py:171: UserWarning: The default `sigma_x` prior for uncertain (stochastic) inputs assumes data is normalized to (0, 1), which is not the case for your data. Therefore, the default prior may not be optimal for your case. Consider passing custom prior for sigma_x, for example, `sigma_x_prior_dist=numpyro.distributions.HalfNormal(scale)` if using NumPyro directly or `sigma_x_prior_dist=gpax.utils.halfnormal_dist(scale)` if using a GPax wrapper\n", + "/usr/local/lib/python3.10/dist-packages/gpax/models/uigp.py:181: UserWarning: The default `sigma_x` prior for uncertain (stochastic) inputs assumes data is normalized to (0, 1), which is not the case for your data. Therefore, the default prior may not be optimal for your case. Consider passing custom prior for sigma_x, for example, `sigma_x_prior_dist=numpyro.distributions.HalfNormal(scale)` if using NumPyro directly or `sigma_x_prior_dist=gpax.utils.halfnormal_dist(scale)` if using a GPax wrapper\n", " warnings.warn(\n", - "sample: 100%|██████████| 10000/10000 [00:43<00:00, 229.66it/s, 31 steps of size 5.90e-02. acc. prob=0.84]\n" + "sample: 100%|██████████| 10000/10000 [06:36<00:00, 25.22it/s, 255 steps of size 1.37e-02. acc. prob=0.92]\n" ] }, { @@ -424,10 +423,10 @@ "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.39 0.13 0.37 0.20 0.59 144.31 1.02\n", - " k_scale 0.41 0.40 0.28 0.04 0.81 1744.33 1.00\n", - " noise 0.00 0.00 0.00 0.00 0.00 822.51 1.00\n", - " sigma_x 0.08 0.03 0.08 0.04 0.12 133.29 1.02\n", + "k_length[0] 0.28 0.08 0.27 0.14 0.39 1046.50 1.00\n", + " k_scale 0.51 0.54 0.36 0.07 1.02 1871.78 1.00\n", + " noise 0.00 0.00 0.00 0.00 0.00 818.80 1.00\n", + " sigma_x[0] 0.07 0.02 0.07 0.05 0.10 59.28 1.00\n", "\n" ] } @@ -450,7 +449,7 @@ "metadata": { "id": "ORJTrf4drjsS" }, - "execution_count": null, + "execution_count": 10, "outputs": [] }, { @@ -487,9 +486,9 @@ "height": 455 }, "id": "A0ZKNUGXUHyA", - "outputId": "286e2dfd-2f0e-4f74-c30d-f15f39c41e4b" + "outputId": "5bcc6dc5-9812-4edb-e82e-888606d0e9ed" }, - "execution_count": null, + "execution_count": 11, "outputs": [ { "output_type": "display_data", @@ -497,7 +496,7 @@ "text/plain": [ "
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\n" + "image/png": 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\n" }, "metadata": {} }