\n",
- " \n",
"
\n",
- " 100.00% [10000/10000 11:53<00:00 Sampling 4 chains, 0 divergences]\n",
+ " 100.00% [10000/10000 07:09<00:00 Sampling 4 chains, 0 divergences]\n",
"
\n",
" "
],
@@ -773,15 +726,30 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Sampling 4 chains for 1_500 tune and 1_000 draw iterations (6_000 + 4_000 draws total) took 733 seconds.\n",
- "e:\\source\\repos\\pymc3-v4\\pymc\\backends\\arviz.py:57: UserWarning: Could not extract data from symbolic observation y\n",
- " warnings.warn(f\"Could not extract data from symbolic observation {obs}\")\n",
- "The number of effective samples is smaller than 25% for some parameters.\n"
+ "Sampling 4 chains for 1_500 tune and 1_000 draw iterations (6_000 + 4_000 draws total) took 431 seconds.\n"
]
- },
+ }
+ ],
+ "source": [
+ "with model:\n",
+ " trace = pm.sample(1000, tune=1500, random_seed=RANDOM_SEED)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We plot below the energy difference of the obtained trace. Also, we assume our sampler has converged as it passed all automatic PyMC convergence checks."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
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