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### Description
@ricardoV94 did a nice perf improvement in https://github.com/pymc-devs/pymc/pull/7578 to try to speedup jitted backends. I tried out torch as well. The model performed quite slow.
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```python
────────────────────────────────────── Error running examples/samplers/SMC-ABC_Lotka-Volterra_example.ipynb ──────────────────────────────────────
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### Describe the issue:
If you allow the torch backend for pytensor, and try to sample a simple model, you will receive dtype errors during mcmc initialization.
### Reproducable code example:
```p…
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When running the variational inference model fits in `hfs_model.ipynb`, `hfs_anomaly_model.ipynb`, `cn_ratio_model.ipynb`, and `cn_ratio_anomaly_model.ipynb`, I get the following error (image and stac…
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The adstock functions are documented using several different parameter values all plotted on a single chart (e.g., [here](https://www.pymc-marketing.io/en/stable/api/generated/pymc_marketing.mmm.trans…
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The `body_fat.csv` from `pm.get_data("body_fat.csv")` is not found.
```python
───────────────────────────────────── Error running examples/diagnostics_and_criticism/model_averaging.ipynb ────────────…
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### Describe the issue:
`pymc.sample_smc` raises a `NotImplementedError` due to a missing logp method if a `pymc.CustomDist` is used in a model without `dist` argument. In addition to using `dist`,…
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### Describe the issue:
When I use the blackjax backend, I get datetype errors.
the code runs fine with the pymc and nutpie samplers.
### Reproduceable code example:
```python
import numpy as np…
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### Bug summary
I'm having trouble using Prefect with the pymc library. When I send logs to the UI, the flow gets stuck and doesn't finish, so I have to cancel it manually. This problem happens wit…
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### Describe the issue:
When importing pymc with `import pymc as pm` I get the error message:
` AttributeError: `np.obj2sctype` was removed in the NumPy 2.0 release. Use `np.dtype(obj).type` ins…