\n",
- " \n",
"
\n",
- " 100.00% [14000/14000 00:16<00:00 Sampling 2 chains, 1,056 divergences]\n",
+ " 100.00% [14000/14000 01:18<00:00 Sampling 2 chains, 504 divergences]\n",
"
\n",
" "
],
@@ -1321,11 +1361,10 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "Sampling 2 chains for 2_000 tune and 5_000 draw iterations (4_000 + 10_000 draws total) took 22 seconds.\n",
- "There were 109 divergences after tuning. Increase `target_accept` or reparameterize.\n",
- "The acceptance probability does not match the target. It is 0.8179723899111332, but should be close to 0.9. Try to increase the number of tuning steps.\n",
- "There were 947 divergences after tuning. Increase `target_accept` or reparameterize.\n",
- "The acceptance probability does not match the target. It is 0.506839945392309, but should be close to 0.9. Try to increase the number of tuning steps.\n",
+ "Sampling 2 chains for 2_000 tune and 5_000 draw iterations (4_000 + 10_000 draws total) took 91 seconds.\n",
+ "There were 430 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+ "The acceptance probability does not match the target. It is 0.705290719027636, but should be close to 0.9. Try to increase the number of tuning steps.\n",
+ "There were 74 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The rhat statistic is larger than 1.05 for some parameters. This indicates slight problems during sampling.\n",
"The estimated number of effective samples is smaller than 200 for some parameters.\n"
]
@@ -1345,33 +1384,45 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/Users/CloudChaoszero/Documents/Projects-Dev/pymc3/pymc3/sampling.py:465: FutureWarning: In an upcoming release, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
- " warnings.warn(\n",
+ "/Users/reshamashaikh/miniforge3/envs/pymc-ex/lib/python3.10/site-packages/deprecat/classic.py:215: FutureWarning: In v4.0, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
+ " return wrapped_(*args_, **kwargs_)\n",
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [theta, tau, mu]\n"
]
},
+ {
+ "data": {
+ "text/html": [
+ "\n",
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+ "text/plain": [
+ "