Repository: arviz-devs/arviz

Issue:
az.from_cmdstanpy fails from latest version of cmdstanpy (v0.9.68) for 2d params
**Describe the bug**

After updating to the latest version of cmdstanpy, the `az.from_cmdstanpy` fails when dims provided had length > 1.

The error message is :

```python
ValueError: different number of dimensions on data and dims: 3 vs 4
```

The stacktrace is provided below.

The problem appears to be that `az.data.io_cmdstanpy._unpack_fit` returns a flattened result for each parameter, rather than mirroring the shape of the parameter along the lines of what `cmdstanpy.CmdStanMCMC.stan_variable` does. This does not cause an error for scalar or 1d parameters, but does cause an error for 2+d parameters where the dims are provided.

**To Reproduce**

See [this gist](https://gist.github.com/jburos/d39a6d1d9db7517483dcd05813996e85)

**Expected behavior**
The InferenceData object should be created from a CmdStanMCMC object.

**Additional context**

#### Relevant parts of the stacktrace:

```python
~/projects/workflow2/workflow/models/stanmodel.py in prepare_inference_data(cls, fit, coords, prior_fit, stan_data, **kwargs)
    244         if prior_fit is not None:
    245             input_args = dict(prior=prior_fit, **input_args)
--> 246         idata = az.from_cmdstanpy(**input_args)
    247         # add information about the stan model class, etc.
    248         run_id = cls._get_run_id(idata)

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/io_cmdstanpy.py in from_cmdstanpy(posterior, posterior_predictive, predictions, prior, prior_predictive, observed_data, constant_data, predictions_constant_data, log_likelihood, coords, dims, save_warmup)
    657     InferenceData object
    658     """
--> 659     return CmdStanPyConverter(
    660         posterior=posterior,
    661         posterior_predictive=posterior_predictive,

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/io_cmdstanpy.py in to_inference_data(self)
    333             save_warmup=self.save_warmup,
    334             **{
--> 335                 "posterior": self.posterior_to_xarray(),
    336                 "sample_stats": self.sample_stats_to_xarray(),
    337                 "posterior_predictive": self.posterior_predictive_to_xarray(),

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/base.py in wrapped(cls, *args, **kwargs)
     44                 if all([getattr(cls, prop_i) is None for prop_i in prop]):
     45                     return None
---> 46             return func(cls, *args, **kwargs)
     47 
     48         return wrapped

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/io_cmdstanpy.py in posterior_to_xarray(self)
     93 
     94         return (
---> 95             dict_to_dataset(data, library=self.cmdstanpy, coords=coords, dims=dims),
     96             dict_to_dataset(data_warmup, library=self.cmdstanpy, coords=coords, dims=dims),
     97         )

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/base.py in dict_to_dataset(data, attrs, library, coords, dims, skip_event_dims)
    238     data_vars = {}
    239     for key, values in data.items():
--> 240         data_vars[key] = numpy_to_data_array(
    241             values, var_name=key, coords=coords, dims=dims.get(key), skip_event_dims=skip_event_dims
    242         )

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/base.py in numpy_to_data_array(ary, var_name, coords, dims, skip_event_dims)
    197     # filter coords based on the dims
    198     coords = {key: xr.IndexVariable((key,), data=coords[key]) for key in dims}
--> 199     return xr.DataArray(ary, coords=coords, dims=dims)
    200 
    201 

~/.local/share/virtualenvs/workflow2-PgZLfFHB/lib/python3.8/site-packages/xarray/core/dataarray.py in __init__(self, data, coords, dims, name, attrs, indexes, fastpath)
    401             data = _check_data_shape(data, coords, dims)
    402             data = as_compatible_data(data)
--> 403             coords, dims = _infer_coords_and_dims(data.shape, coords, dims)
    404             variable = Variable(dims, data, attrs, fastpath=True)
    405             indexes = dict(

~/.local/share/virtualenvs/workflow2-PgZLfFHB/lib/python3.8/site-packages/xarray/core/dataarray.py in _infer_coords_and_dims(shape, coords, dims)
    119         dims = tuple(dims)
    120     elif len(dims) != len(shape):
--> 121         raise ValueError(
    122             "different number of dimensions on data "
    123             "and dims: %s vs %s" % (len(shape), len(dims))

ValueError: different number of dimensions on data and dims: 3 vs 4
```

#### System info 

Arviz version: `0.11.1`
cmdstanpy version: `0.9.68`
Python: `3.8.7 (default, Feb  3 2021, 06:31:03) \n[Clang 12.0.0 (clang-1200.0.32.29)]`
`from_cmdstanpy` doesn't capture log_likelihood when provided as a dict
**Describe the bug**

When using `from_cmdstanpy(CmdStanMCMC, log_likelihood = {'output_name': 'log_lik_parameter_name'})`, the log_likelihood group isn't returned in the az.InferenceData object.

However, if I use `from_cmdstanpy(CmdStanMCMC, log_likelihood = ['log_lik_parameter_name'])`, the log_likelihood group is created correctly.

In both cases the log_likelihood is correctly filtered out from the `posterior` draws, per [these lines](https://github.com/arviz-devs/arviz/blob/master/arviz/data/io_cmdstanpy.py#L249-L256). However, the `log_likelihood_to_xarray` method does not address the scenario where the user provides the log_likelihood as a dict ([per these lines](https://github.com/arviz-devs/arviz/blob/master/arviz/data/io_cmdstanpy.py#L211-L220)).

**To Reproduce**

I updated a gist [here](https://gist.github.com/jburos/d39a6d1d9db7517483dcd05813996e85/1f1223cadbe22e8a227ffaf59b6657b72f88c675) to create a CmdStan fit for the same eight_schools model in the documentation.

The gist creates az.InferenceData objects in two ways:

```python
idata_from_cmdstanpy = az.from_cmdstanpy(fit_from_cmdstanpy, dims=dims, coords=coords, log_likelihood = ['log_lik'])
idata2_from_cmdstanpy = az.from_cmdstanpy(fit_from_cmdstanpy, dims=dims, coords=coords, log_likelihood = {'y': 'log_lik'})
```

Output:
```python
In [2]: idata_from_cmdstanpy
Out[2]: 
Inference data with groups:
        > posterior
        > log_likelihood
        > sample_stats

In [3]: idata2_from_cmdstanpy
Out[3]: 
Inference data with groups:
        > posterior
        > sample_stats
```

**Expected behavior**

Both methods of describing `log_likelihood` output should be supported

**Additional context**

```python
In [4]: az.__version__
Out[4]: '0.10.0'
```



Discussion:
Is this with the latest release or with the development version? (both will show 0.11.1)

I think we got a PR in that fixes this, but it has not yet been released
I just released a new version to include the changes that update the cmdstanpy converter. Let us know if there are more issues.

I expect the new release to be available on pypi in 30-40 mins and on conda-forge in a few hours.


> Is this with the latest release or with the development version? (both will show 0.11.1)
> 
> I think we got a PR in that fixes this, but it has not yet been released

This was with the latest development version, as of yesterday. Today's development version now appears to work, thanks so much. 
Great! I will close the issue then, let us know if there are any other problems :smile: 
Arg. I spoke too soon, I'm still seeing this behavior on `cmdstanpy` version 0.9.68 & `arviz` 0.11.2. 


```python
----> 1 idata2_from_cmdstanpy = az.from_cmdstanpy(fit_from_cmdstanpy, dims=dims_all, coords=coords, posterior_predictive = ["y_hat"], log_likelihood = ['log_lik'])

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/io_cmdstanpy.py in from_cmdstanpy(posterior, posterior_predictive, predictions, prior, prior_predictive, observed_data, constant_data, predictions_constant_data, log_likelihood, index_origin, coords, dims, save_warmup)
    699     InferenceData object
    700     """
--> 701     return CmdStanPyConverter(
    702         posterior=posterior,
    703         posterior_predictive=posterior_predictive,

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/io_cmdstanpy.py in to_inference_data(self)
    371             save_warmup=self.save_warmup,
    372             **{
--> 373                 "posterior": self.posterior_to_xarray(),
    374                 "sample_stats": self.sample_stats_to_xarray(),
    375                 "posterior_predictive": self.posterior_predictive_to_xarray(),

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/base.py in wrapped(cls, *args, **kwargs)
     45                 if all([getattr(cls, prop_i) is None for prop_i in prop]):
     46                     return None
---> 47             return func(cls, *args, **kwargs)
     48 
     49         return wrapped

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/io_cmdstanpy.py in posterior_to_xarray(self)
     93 
     94         return (
---> 95             dict_to_dataset(data, library=self.cmdstanpy, coords=coords, dims=dims),
     96             dict_to_dataset(data_warmup, library=self.cmdstanpy, coords=coords, dims=dims),
     97         )

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/base.py in dict_to_dataset(data, attrs, library, coords, dims, default_dims, index_origin, skip_event_dims)
    284     data_vars = {}
    285     for key, values in data.items():
--> 286         data_vars[key] = numpy_to_data_array(
    287             values,
    288             var_name=key,

~/.local/share/virtualenvs/workflow2-PgZLfFHB/src/arviz/arviz/data/base.py in numpy_to_data_array(ary, var_name, coords, dims, default_dims, index_origin, skip_event_dims)
    231     # filter coords based on the dims
    232     coords = {key: xr.IndexVariable((key,), data=coords[key]) for key in dims}
--> 233     return xr.DataArray(ary, coords=coords, dims=dims)
    234 
    235 

~/.local/share/virtualenvs/workflow2-PgZLfFHB/lib/python3.8/site-packages/xarray/core/dataarray.py in __init__(self, data, coords, dims, name, attrs, indexes, fastpath)
    401             data = _check_data_shape(data, coords, dims)
    402             data = as_compatible_data(data)
--> 403             coords, dims = _infer_coords_and_dims(data.shape, coords, dims)
    404             variable = Variable(dims, data, attrs, fastpath=True)
    405             indexes = dict(

~/.local/share/virtualenvs/workflow2-PgZLfFHB/lib/python3.8/site-packages/xarray/core/dataarray.py in _infer_coords_and_dims(shape, coords, dims)
    119         dims = tuple(dims)
    120     elif len(dims) != len(shape):
--> 121         raise ValueError(
    122             "different number of dimensions on data "
    123             "and dims: %s vs %s" % (len(shape), len(dims))

ValueError: different number of dimensions on data and dims: 3 vs 4
```
log_likelihood accepts `str` or a `list of str`. (See docstring)

What would be the purpose of that dict?
Ah, interesting. I was looking at [this pystan schema example in the User Guide](https://arviz-devs.github.io/arviz/schema/PyStan_schema_example.html):

```python
idata_stan = az.from_pystan(
    posterior=posterior,
    prior=prior,
    posterior_predictive=["slack_comments_hat","github_commits_hat"],
    prior_predictive=["slack_comments_hat","github_commits_hat"],
    observed_data=["slack_comments","github_commits"],
    constant_data=["time_since_joined"],
    log_likelihood={
        "slack_comments": "log_likelihood_slack_comments",
        "github_commits": "log_likelihood_github_commits"
    },
    predictions=["slack_comments_pred", "github_commits_pred"],
    predictions_constant_data=["time_since_joined_pred"],
    coords={"developer": names, "candidate developer" : candidate_devs},
    dims={
        "slack_comments": ["developer"],
        "github_commits" : ["developer"],
        "slack_comments_hat": ["developer"],
        "github_commits_hat": ["developer"],
        "time_since_joined": ["developer"],
        "slack_comments_pred" : ["candidate developer"],
        "github_commits_pred" : ["candidate developer"],
        "time_since_joined_pred" : ["candidate developer"],
    }
)
```

Which includes a `dict` for the scenario where there are multiple observed values, each with a different log_likelihood.
Ok, yeah. There could an option to rename values.

Resolving patch:
diff --git a/arviz/data/io_cmdstanpy.py b/arviz/data/io_cmdstanpy.py
--- a/arviz/data/io_cmdstanpy.py
+++ b/arviz/data/io_cmdstanpy.py
@@ -50,6 +50,9 @@ def __init__(
 
         self.save_warmup = rcParams["data.save_warmup"] if save_warmup is None else save_warmup
 
+        if self.log_likelihood is None and "log_lik" in self.posterior.stan_vars_cols:
+            self.log_likelihood = ["log_lik"]
+
         import cmdstanpy  # pylint: disable=import-error
 
         self.cmdstanpy = cmdstanpy
@@ -92,8 +95,20 @@ def posterior_to_xarray(self):
         coords = deepcopy(self.coords) if self.coords is not None else {}
 
         return (
-            dict_to_dataset(data, library=self.cmdstanpy, coords=coords, dims=dims),
-            dict_to_dataset(data_warmup, library=self.cmdstanpy, coords=coords, dims=dims),
+            dict_to_dataset(
+                data,
+                library=self.cmdstanpy,
+                coords=coords,
+                dims=dims,
+                index_origin=self.index_origin,
+            ),
+            dict_to_dataset(
+                data_warmup,
+                library=self.cmdstanpy,
+                coords=coords,
+                dims=dims,
+                index_origin=self.index_origin,
+            ),
         )
 
     @requires("posterior")
@@ -257,6 +272,13 @@ def log_likelihood_to_xarray(self):
                 valid_cols,
                 self.save_warmup,
             )
+        if isinstance(self.log_likelihood, dict):
+            data = {obs_name: data[lik_name] for obs_name, lik_name in self.log_likelihood.items()}
+            if data_warmup:
+                data_warmup = {
+                    obs_name: data_warmup[lik_name]
+                    for obs_name, lik_name in self.log_likelihood.items()
+                }
         return (
             dict_to_dataset(
                 data,
@@ -445,9 +467,19 @@ def posterior_to_xarray_pre_v_0_9_68(self):
         )
 
         return (
-            dict_to_dataset(data, library=self.cmdstanpy, coords=self.coords, dims=self.dims),
             dict_to_dataset(
-                data_warmup, library=self.cmdstanpy, coords=self.coords, dims=self.dims
+                data,
+                library=self.cmdstanpy,
+                coords=self.coords,
+                dims=self.dims,
+                index_origin=self.index_origin,
+            ),
+            dict_to_dataset(
+                data_warmup,
+                library=self.cmdstanpy,
+                coords=self.coords,
+                dims=self.dims,
+                index_origin=self.index_origin,
             ),
         )
 
@@ -471,9 +503,19 @@ def sample_stats_to_xarray_pre_v_0_9_68(self, fit):
             if data_warmup:
                 data_warmup[name] = data_warmup.pop(s_param).astype(dtypes.get(s_param, float))
         return (
-            dict_to_dataset(data, library=self.cmdstanpy, coords=self.coords, dims=self.dims),
             dict_to_dataset(
-                data_warmup, library=self.cmdstanpy, coords=self.coords, dims=self.dims
+                data,
+                library=self.cmdstanpy,
+                coords=self.coords,
+                dims=self.dims,
+                index_origin=self.index_origin,
+            ),
+            dict_to_dataset(
+                data_warmup,
+                library=self.cmdstanpy,
+                coords=self.coords,
+                dims=self.dims,
+                index_origin=self.index_origin,
             ),
         )
 
@@ -484,7 +526,9 @@ def _as_set(spec):
         return []
     if isinstance(spec, str):
         return [spec]
-    else:
+    try:
+        return set(spec.values())
+    except AttributeError:
         return set(spec)
 
 
@@ -496,7 +540,7 @@ def _filter(names, spec):
         for item in spec:
             names.remove(item)
     elif isinstance(spec, dict):
-        for item in spec.keys():
+        for item in spec.values():
             names.remove(item)
     return names
 
@@ -527,6 +571,7 @@ def _unpack_fit(fit, items, save_warmup):
         else:
             num_warmup = fit.num_draws_warmup
 
+    nchains = fit.chains
     draws = np.swapaxes(fit.draws(inc_warmup=save_warmup), 0, 1)
     sample = {}
     sample_warmup = {}
@@ -534,22 +579,23 @@ def _unpack_fit(fit, items, save_warmup):
     for item in items:
         if item in fit.stan_vars_cols:
             col_idxs = fit.stan_vars_cols[item]
+            if len(col_idxs) == 1:
+                raw_draws = draws[..., col_idxs[0]]
+            else:
+                raw_draws = fit.stan_variable(item, inc_warmup=save_warmup)
+                raw_draws = np.swapaxes(
+                    raw_draws.reshape((-1, nchains, *raw_draws.shape[1:]), order="F"), 0, 1
+                )
         elif item in fit.sampler_vars_cols:
             col_idxs = fit.sampler_vars_cols[item]
+            raw_draws = draws[..., col_idxs[0]]
         else:
             raise ValueError("fit data, unknown variable: {}".format(item))
         if save_warmup:
-            if len(col_idxs) == 1:
-                sample_warmup[item] = np.squeeze(draws[:num_warmup, :, col_idxs], axis=2)
-                sample[item] = np.squeeze(draws[num_warmup:, :, col_idxs], axis=2)
-            else:
-                sample_warmup[item] = draws[:num_warmup, :, col_idxs]
-                sample[item] = draws[num_warmup:, :, col_idxs]
+            sample_warmup[item] = raw_draws[:, :num_warmup, ...]
+            sample[item] = raw_draws[:, num_warmup:, ...]
         else:
-            if len(col_idxs) == 1:
-                sample[item] = np.squeeze(draws[:, :, col_idxs], axis=2)
-            else:
-                sample[item] = draws[:, :, col_idxs]
+            sample[item] = raw_draws
 
     return sample, sample_warmup
 
@@ -680,8 +726,12 @@ def from_cmdstanpy(
         Constant data used in the sampling.
     predictions_constant_data : dict
         Constant data for predictions used in the sampling.
-    log_likelihood : str, list of str
-        Pointwise log_likelihood for the data.
+    log_likelihood : str, list of str, dict of {str: str}
+        Pointwise log_likelihood for the data. If a dict, its keys should represent var_names
+        from the corresponding observed data and its values the stan variable where the
+        data is stored. By default, if a variable ``log_lik`` is present in the Stan model,
+        it will be retrieved as pointwise log likelihood values. Use ``False`` to avoid this
+        behaviour.
     index_origin : int, optional
         Starting value of integer coordinate values. Defaults to the value in rcParam
         ``data.index_origin``.


Test patch:
diff --git a/arviz/tests/external_tests/test_data_cmdstanpy.py b/arviz/tests/external_tests/test_data_cmdstanpy.py
--- a/arviz/tests/external_tests/test_data_cmdstanpy.py
+++ b/arviz/tests/external_tests/test_data_cmdstanpy.py
@@ -40,19 +40,22 @@ def _create_test_data():
         parameters {
             real mu;
             real<lower=0> tau;
-            real eta[J];
+            real eta[2, J / 2];
         }
 
         transformed parameters {
             real theta[J];
-            for (j in 1:J)
-                theta[j] = mu + tau * eta[j];
+            for (j in 1:J/2) {
+                theta[j] = mu + tau * eta[1, j];
+                theta[j + 4] = mu + tau * eta[2, j];
+            }
         }
 
         model {
             mu ~ normal(0, 5);
             tau ~ cauchy(0, 5);
-            eta ~ normal(0, 1);
+            eta[1] ~ normal(0, 1);
+            eta[2] ~ normal(0, 1);
             y ~ normal(theta, sigma);
         }
 
@@ -174,14 +177,13 @@ def get_inference_data(self, data, eight_schools_params):
             observed_data={"y": eight_schools_params["y"]},
             constant_data={"y": eight_schools_params["y"]},
             predictions_constant_data={"y": eight_schools_params["y"]},
-            log_likelihood="log_lik",
+            log_likelihood={"y": "log_lik"},
             coords={"school": np.arange(eight_schools_params["J"])},
             dims={
-                "theta": ["school"],
                 "y": ["school"],
                 "log_lik": ["school"],
                 "y_hat": ["school"],
-                "eta": ["school"],
+                "theta": ["school"],
             },
         )
 
@@ -202,10 +204,10 @@ def get_inference_data2(self, data, eight_schools_params):
                 "log_lik_dim": np.arange(eight_schools_params["J"]),
             },
             dims={
-                "theta": ["school"],
+                "eta": ["extra_dim", "half school"],
                 "y": ["school"],
                 "y_hat": ["school"],
-                "eta": ["school"],
+                "theta": ["school"],
                 "log_lik": ["log_lik_dim"],
             },
         )
@@ -218,8 +220,17 @@ def get_inference_data3(self, data, eight_schools_params):
             prior=data.obj,
             prior_predictive=["y_hat", "log_lik"],
             observed_data={"y": eight_schools_params["y"]},
-            coords={"school": np.arange(eight_schools_params["J"])},
-            dims={"theta": ["school"], "y": ["school"], "y_hat": ["school"], "eta": ["school"]},
+            coords={
+                "school": np.arange(eight_schools_params["J"]),
+                "half school": ["a", "b", "c", "d"],
+                "extra_dim": ["x", "y"],
+            },
+            dims={
+                "eta": ["extra_dim", "half school"],
+                "y": ["school"],
+                "y_hat": ["school"],
+                "theta": ["school"],
+            },
         )
 
     def get_inference_data4(self, data, eight_schools_params):
@@ -248,11 +259,11 @@ def get_inference_data_warmup_true_is_true(self, data, eight_schools_params):
             log_likelihood="log_lik",
             coords={"school": np.arange(eight_schools_params["J"])},
             dims={
-                "theta": ["school"],
+                "eta": ["extra_dim", "half school"],
                 "y": ["school"],
                 "log_lik": ["school"],
                 "y_hat": ["school"],
-                "eta": ["school"],
+                "theta": ["school"],
             },
             save_warmup=True,
         )
@@ -271,11 +282,11 @@ def get_inference_data_warmup_false_is_true(self, data, eight_schools_params):
             log_likelihood="log_lik",
             coords={"school": np.arange(eight_schools_params["J"])},
             dims={
-                "theta": ["school"],
+                "eta": ["extra_dim", "half school"],
                 "y": ["school"],
                 "log_lik": ["school"],
                 "y_hat": ["school"],
-                "eta": ["school"],
+                "theta": ["school"],
             },
             save_warmup=True,
         )
@@ -294,11 +305,11 @@ def get_inference_data_warmup_true_is_false(self, data, eight_schools_params):
             log_likelihood="log_lik",
             coords={"school": np.arange(eight_schools_params["J"])},
             dims={
-                "theta": ["school"],
+                "eta": ["extra_dim", "half school"],
                 "y": ["school"],
                 "log_lik": ["school"],
                 "y_hat": ["school"],
-                "eta": ["school"],
+                "theta": ["school"],
             },
             save_warmup=False,
         )
@@ -322,7 +333,7 @@ def test_inference_data(self, data, eight_schools_params):
             "observed_data": ["y"],
             "constant_data": ["y"],
             "predictions_constant_data": ["y"],
-            "log_likelihood": ["log_lik"],
+            "log_likelihood": ["y", "~log_lik"],
             "prior": ["theta"],
         }
         fails = check_multiple_attrs(test_dict, inference_data1)
@@ -352,10 +363,15 @@ def test_inference_data(self, data, eight_schools_params):
         fails = check_multiple_attrs(test_dict, inference_data3)
         assert not fails
         # inference_data 4
-        test_dict = {"posterior": ["theta"], "prior": ["theta"]}
+        test_dict = {
+            "posterior": ["eta", "mu", "theta"],
+            "prior": ["theta"],
+            "log_likelihood": ["log_lik"],
+        }
         fails = check_multiple_attrs(test_dict, inference_data4)
         assert not fails
         assert len(inference_data4.posterior.theta.shape) == 3  # pylint: disable=no-member
+        assert len(inference_data4.posterior.eta.shape) == 4  # pylint: disable=no-member
         assert len(inference_data4.posterior.mu.shape) == 2  # pylint: disable=no-member
 
     def test_inference_data_warmup(self, data, eight_schools_params):
@@ -394,13 +410,13 @@ def test_inference_data_warmup(self, data, eight_schools_params):
             "predictions_constant_data": ["y"],
             "log_likelihood": ["log_lik"],
             "prior": ["theta"],
+            "~warmup_posterior": [],
+            "~warmup_predictions": [],
+            "~warmup_log_likelihood": [],
+            "~warmup_prior": [],
         }
         fails = check_multiple_attrs(test_dict, inference_data_false_is_true)
         assert not fails
-        assert "warmup_posterior" not in inference_data_false_is_true
-        assert "warmup_predictions" not in inference_data_false_is_true
-        assert "warmup_log_likelihood" not in inference_data_false_is_true
-        assert "warmup_prior" not in inference_data_false_is_true
         # inference_data no warmup
         test_dict = {
             "posterior": ["theta"],
@@ -410,13 +426,13 @@ def test_inference_data_warmup(self, data, eight_schools_params):
             "predictions_constant_data": ["y"],
             "log_likelihood": ["log_lik"],
             "prior": ["theta"],
+            "~warmup_posterior": [],
+            "~warmup_predictions": [],
+            "~warmup_log_likelihood": [],
+            "~warmup_prior": [],
         }
         fails = check_multiple_attrs(test_dict, inference_data_true_is_false)
         assert not fails
-        assert "warmup_posterior" not in inference_data_true_is_false
-        assert "warmup_predictions" not in inference_data_true_is_false
-        assert "warmup_log_likelihood" not in inference_data_true_is_false
-        assert "warmup_prior" not in inference_data_true_is_false
         # inference_data no warmup
         test_dict = {
             "posterior": ["theta"],
@@ -424,14 +440,12 @@ def test_inference_data_warmup(self, data, eight_schools_params):
             "observed_data": ["y"],
             "constant_data": ["y"],
             "predictions_constant_data": ["y"],
-            "log_likelihood": ["log_lik"],
+            "log_likelihood": ["y"],
             "prior": ["theta"],
+            "~warmup_posterior": [],
+            "~warmup_predictions": [],
+            "~warmup_log_likelihood": [],
+            "~warmup_prior": [],
         }
         fails = check_multiple_attrs(test_dict, inference_data_false_is_false)
         assert not fails
-        assert "warmup_posterior" not in inference_data_false_is_false
-        assert "warmup_predictions" not in inference_data_false_is_false
-        assert "warmup_log_likelihood" not in inference_data_false_is_false
-        assert (
-            "warmup_prior" not in inference_data_false_is_false
-        )  # pylint: disable=redefined-outer-name
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-1.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-1.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-1.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-1.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,121 +28,121 @@
 #         stepsize_jitter = 0 (Default)
 # id = 1
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\ae9n1ga_.json
+#   file = /tmp/tmp2ipdytqf/_pz629gf.json
 # init = 2 (Default)
 # random
-#   seed = 66991
+#   seed = 81267
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-1-azqdj9ca.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-1-wo553htr.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
+lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1.1,eta.2.1,eta.1.2,eta.2.2,eta.1.3,eta.2.3,eta.1.4,eta.2.4,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
 # Adaptation terminated
-# Step size = 0.381249
+# Step size = 0.385518
 # Diagonal elements of inverse mass matrix:
-# 9.5193, 1.58369, 0.948532, 1.02511, 0.940046, 0.821932, 0.870007, 0.746886, 0.869037, 0.859392
--6.90053,0.958437,0.381249,3,7,0,9.92441,4.04135,1.33077,-0.0719923,0.490877,2.28447,0.249098,-0.600358,0.204217,1.53678,-0.445723,3.94554,4.69459,7.08146,4.37284,3.24241,4.31312,6.08645,3.44819,-4.9128,-3.27615,-3.89003,-3.34535,-3.22726,-3.36219,-3.93119,-3.92217,16.2526,7.98879,25.7583,6.02204,9.3322,8.57438,4.63324,-3.05003
--8.3131,0.970554,0.381249,3,15,0,12.5518,3.60788,6.11393,-0.822935,0.421611,-2.10946,-0.391857,-2.01014,-0.552989,-0.345897,0.0558374,-1.42349,6.18558,-9.2892,1.21209,-8.68199,0.226939,1.49308,3.94926,-5.55086,-3.23798,-3.76878,-3.45526,-3.48044,-3.3193,-4.58392,-3.90933,5.46613,8.46368,-10.3903,2.44517,-21.5847,2.64333,1.18381,-11.6144
--9.45625,0.675886,0.381249,3,7,0,14.6077,-0.42445,0.163285,2.48584,-0.352001,0.0219701,0.199781,0.0354488,-0.00143004,0.437418,0.442866,-0.0185506,-0.481927,-0.420863,-0.391829,-0.418662,-0.424684,-0.353027,-0.352137,-5.37152,-3.58124,-3.70452,-3.54262,-3.11825,-3.32522,-4.90569,-4.04477,-3.18568,5.45013,2.55981,10.0132,-8.99661,-17.5315,10.228,40.11
--6.74809,0.989516,0.381249,3,7,0,12.8709,2.16906,0.179036,-0.12873,-0.130149,0.686472,0.528952,-0.647099,-0.128289,1.16795,-0.893591,2.14601,2.14576,2.29196,2.26376,2.05321,2.14609,2.37817,2.00908,-5.11239,-3.39288,-3.74622,-3.40953,-3.17371,-3.32226,-4.44173,-3.96335,-31.5456,12.3574,-22.1157,16.2919,12.342,-18.2487,-22.9587,-3.59553
--3.62472,0.850412,0.381249,3,7,0,9.03015,2.03475,8.47004,1.05461,0.150237,0.979599,0.110902,0.397396,0.922533,0.657116,0.691998,10.9674,3.30727,10.332,2.97409,5.40071,9.84864,7.60055,7.896,-4.27168,-3.33163,-4.03868,-3.38381,-3.36906,-3.64038,-3.76227,-3.8353,12.4739,10.1587,-8.818,18.0483,18.1176,13.8228,8.41847,42.0065
--8.51391,0.948021,0.381249,4,15,0,11.8909,8.57016,1.76222,2.03314,-0.272068,-1.96838,0.539092,-1.40958,-0.338699,-0.173605,-1.00309,12.153,8.09072,5.10144,9.52016,6.08617,7.9733,8.26423,6.80249,-4.18505,-3.22156,-3.81972,-3.34308,-3.42612,-3.51777,-3.69545,-3.851,-5.81774,9.48504,19.1826,22.7925,9.70181,1.58634,23.2371,8.25918
--9.4665,0.61595,0.381249,4,15,0,13.086,-0.144604,0.0641931,-0.32415,0.277254,1.37133,-0.273731,0.5216,-0.550672,-0.283953,1.49486,-0.165412,-0.126806,-0.0565742,-0.162176,-0.111121,-0.179953,-0.162832,-0.0486444,-5.38986,-3.55175,-3.70845,-3.5288,-3.12104,-3.32259,-4.87097,-4.03334,-8.31082,-13.6788,9.92762,5.72322,-9.5082,3.58627,18.9704,0.630547
--4.56491,0.956129,0.381249,3,15,0,12.3962,8.50675,9.77596,0.894399,-0.352056,-1.43704,-0.18963,-0.509782,-0.0571914,0.648632,-1.31738,17.2504,5.06506,-5.54166,6.65293,3.52314,7.94765,14.8478,-4.3719,-3.88378,-3.26459,-3.70414,-3.31733,-3.24245,-3.5163,-3.27121,-4.22295,19.2933,9.18762,13.902,-6.07455,-8.6677,-2.37482,23.6575,2.18832
--5.16079,0.945818,0.381249,4,15,0,8.5765,6.29436,1.41806,-0.933565,0.546761,1.40519,-0.142043,-0.760905,-0.359795,0.0137282,0.659237,4.97051,7.06969,8.287,6.09293,5.21535,5.78415,6.31382,7.22919,-4.80556,-3.22585,-3.94035,-3.32023,-3.35462,-3.41141,-3.90436,-3.84443,-32.7994,28.1928,0.676009,8.18695,10.3789,17.5057,5.87815,15.6191
--6.26564,1,0.381249,4,15,0,10.326,4.20505,6.85395,0.97311,-0.288807,-0.638523,0.543147,1.95908,0.177668,0.303074,-0.278493,10.8747,2.22558,-0.171363,7.92775,17.6325,5.42278,6.2823,2.29627,-4.27871,-3.38824,-3.70715,-3.32039,-5.25919,-3.39766,-3.90805,-3.95462,-26.5066,7.8004,-0.0182613,5.05059,18.7709,7.65897,7.66456,-11.6919
--5.61718,0.982522,0.381249,4,15,0,12.6517,6.64491,3.32553,-0.884606,0.593056,0.581918,-0.301878,-2.17829,-0.392812,0.488992,0.331675,3.70313,8.61713,8.58009,5.64101,-0.599045,5.3386,8.27107,7.7479,-4.93885,-3.22343,-3.95344,-3.32447,-3.11716,-3.39462,-3.69478,-3.83721,5.51506,10.1702,-0.790291,-3.51846,-0.560962,12.0225,16.7357,6.93087
--4.14458,0.999754,0.381249,3,15,0,8.17578,3.55799,5.87246,-0.39053,-0.364201,-0.505564,0.302661,-0.924431,-0.401664,1.47738,1.316,1.26462,1.41923,0.589084,5.33535,-1.87069,1.19923,12.2339,11.2862,-5.21539,-3.43806,-3.71669,-3.32828,-3.12084,-3.317,-3.38777,-3.8101,1.36266,-0.832305,5.28386,27.6917,-14.5191,6.41872,21.499,-18.0125
--5.76434,0.981456,0.381249,4,15,0,7.61565,2.89528,2.50235,-1.19114,-0.232304,-0.498737,0.631829,-0.303422,1.13905,0.909279,1.49516,-0.0853568,2.31398,1.64727,4.47634,2.13602,5.74559,5.17062,6.6367,-5.37985,-3.38318,-3.73371,-3.34315,-3.17687,-3.40989,-4.04449,-3.8537,-0.783931,-3.39368,2.82166,6.24125,20.0374,17.2747,2.61416,28.4833
--7.21899,0.953414,0.381249,3,7,0,11.4552,4.93155,3.05056,2.68632,0.605251,0.337834,0.3001,-0.131522,-1.15142,-0.696543,-1.0541,13.1263,6.7779,5.96213,5.84702,4.53033,1.41908,2.8067,1.71596,-4.1186,-3.22899,-3.8484,-3.32233,-3.30496,-3.31756,-4.37571,-3.97252,21.8239,9.46193,-13.5549,19.9647,4.5295,-17.2332,7.34771,10.7974
--10.2101,0.913325,0.381249,3,15,0,16.7778,0.0374313,4.23602,1.54569,-0.095253,1.46928,-0.675249,-0.246195,-0.26568,-1.30787,-2.13914,6.58498,-0.366062,6.26134,-2.82293,-1.00545,-1.08799,-5.50271,-9.02399,-4.64611,-3.57148,-3.85905,-3.71555,-3.11616,-3.33485,-5.98341,-4.49142,-18.9555,-9.77915,-9.69359,4.36674,8.28508,-5.98206,-2.29368,-5.54134
--7.08053,0.890728,0.381249,3,15,0,14.2607,3.02808,0.112127,0.457217,0.0478189,-0.934869,1.03725,0.619601,-0.584952,-0.571894,0.43618,3.07934,3.03344,2.92325,3.14438,3.09755,2.96249,2.96395,3.07699,-5.00708,-3.34486,-3.76005,-3.37826,-3.2198,-3.33275,-4.35194,-3.93218,7.10392,13.8382,0.19104,6.83931,10.8361,-2.45279,2.84336,-8.15713
--5.16997,0.995869,0.381249,3,15,0,9.87415,5.90711,1.05566,-0.369925,-0.146398,0.438215,-0.940449,-0.958524,-0.247144,1.4659,-0.283097,5.5166,5.75256,6.36972,4.91431,4.89523,5.64621,7.45461,5.60826,-4.75033,-3.24678,-3.863,-3.33481,-3.33069,-3.40604,-3.77755,-3.87236,-11.7829,-0.298683,0.0735816,9.45527,21.7085,-2.40381,-3.40016,-10.1934
--4.27345,0.997313,0.381249,4,15,0,7.75048,3.14058,4.7524,0.945329,0.56578,-0.459299,0.970579,0.6471,0.307662,-0.803861,0.29873,7.63316,5.8294,0.95781,7.75317,6.21586,4.60271,-0.679686,4.56027,-4.54878,-3.24508,-3.72212,-3.31918,-3.43757,-3.37047,-4.96618,-3.89473,4.21196,18.2282,-11.6671,3.00327,-0.321548,21.4416,25.3071,-2.45228
--5.64859,0.96094,0.381249,3,7,0,7.3743,3.97602,1.47749,-1.24919,0.200911,0.349415,0.998648,-0.769513,0.597855,1.0269,-1.02532,2.13035,4.27287,4.49228,5.45151,2.83908,4.85935,5.49325,2.46113,-5.11419,-3.29098,-3.80116,-3.32674,-3.20714,-3.37838,-4.00362,-3.94973,-9.55468,-10.9535,-14.5556,1.57108,2.72921,-19.2461,-1.72922,-13.7796
--5.51026,0.98336,0.381249,4,15,0,8.93114,4.70157,2.47125,-1.2134,0.294438,0.920944,0.411116,-0.178193,0.151122,0.580991,-1.64717,1.70297,5.4292,6.97745,5.71754,4.26121,5.07503,6.13734,0.631001,-5.16373,-3.25457,-3.88596,-3.32363,-3.28703,-3.38545,-3.92514,-4.00878,11.0619,17.6572,2.69226,3.45328,15.0061,15.751,5.72877,1.72685
--8.18924,0.958681,0.381249,4,15,0,11.9211,3.01642,8.78281,0.768814,-0.340625,0.471857,-0.674584,-0.895176,-0.595328,1.38051,2.92564,9.76877,0.024772,7.16065,-2.90832,-4.84574,-2.21223,15.1412,28.7117,-4.36561,-3.53954,-3.89317,-3.72251,-3.20746,-3.35947,-3.26239,-4.2403,22.0229,6.29714,6.38474,-11.2073,-16.9323,3.54394,27.0152,17.5862
--5.99152,0.660719,0.381249,3,7,0,13.7513,0.309311,0.413307,-0.473605,-0.199656,0.25635,0.271147,0.84823,-0.0424161,-0.686982,0.683674,0.113567,0.226792,0.415262,0.421378,0.65989,0.29178,0.0253766,0.591878,-5.35511,-3.52364,-3.71431,-3.49567,-3.13317,-3.31891,-4.83696,-4.01015,6.42211,1.3759,-22.5577,-19.2912,3.88058,1.81699,-7.22588,-1.51678
--5.92219,0.960163,0.381249,4,15,0,9.64814,10.7412,3.98923,0.796662,0.939952,-0.826513,0.317447,-0.314055,-0.409263,1.49896,-0.552851,13.9193,14.4909,7.44408,12.0076,9.48839,9.10859,16.7209,8.53578,-4.06758,-3.43218,-3.90457,-3.42045,-3.79522,-3.58852,-3.2297,-3.82783,18.8767,20.0763,-9.80515,54.4994,-2.86993,10.1064,4.90588,4.87589
--5.52094,0.998619,0.381249,4,15,0,9.77237,10.8532,1.97561,-0.837605,0.142045,0.749627,-0.0958881,0.255391,-0.368394,0.248054,0.361197,9.1984,11.1338,12.3342,10.6637,11.3577,10.1254,11.3432,11.5668,-4.41254,-3.27063,-4.15078,-3.3723,-4.05884,-3.66093,-3.44309,-3.8096,20.142,22.6468,-29.8584,13.9522,19.2938,24.705,2.2585,25.1282
--7.60948,0.954443,0.381249,3,7,0,10.9344,2.24037,3.17626,-1.99579,-0.480231,0.939832,0.0275898,1.0561,-0.995824,-0.238766,0.589149,-4.09878,0.715028,5.22552,2.328,5.5948,-0.922626,1.48198,4.11165,-5.91661,-3.48688,-3.82367,-3.40703,-3.38463,-3.33211,-4.58575,-3.90534,-6.70711,4.30033,2.11339,0.244521,8.6749,12.9169,-9.80479,-8.40391
--7.27477,0.980941,0.381249,4,15,0,12.7665,4.91537,2.16745,2.07972,0.932871,-0.405501,0.875711,-0.483795,0.964063,1.65182,-1.12036,9.42305,6.93732,4.03647,6.81343,3.86677,7.00492,8.49559,2.48704,-4.39388,-3.22717,-3.78823,-3.31698,-3.26237,-3.46584,-3.67319,-3.94897,12.0437,14.026,13.0375,14.5479,4.92495,24.9569,13.451,-31.7918
--8.19726,0.954038,0.381249,3,7,0,14.1697,2.19055,2.60615,3.15795,-0.176124,0.0695946,0.718572,0.150956,0.455603,-0.620836,1.07347,10.4207,1.73154,2.37192,4.06325,2.58396,3.37792,0.572551,4.98817,-4.31373,-3.41799,-3.74789,-3.35247,-3.19545,-3.3402,-4.7401,-3.88518,26.9034,-1.87523,0.22125,6.63651,4.70984,-6.45586,-7.29236,22.4434
--3.65009,0.748328,0.381249,3,7,0,11.6423,2.32771,11.7504,1.4986,-0.263132,-0.574833,1.18523,-0.329385,0.590157,0.675407,0.576469,19.9369,-0.764209,-4.42683,16.2547,-1.54271,9.26231,10.264,9.10147,-3.77146,-3.60558,-3.6955,-3.67076,-3.11798,-3.59892,-3.52075,-3.82228,10.8921,11.6784,-15.3519,30.3364,1.00511,-4.05651,12.3523,43.4168
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+-8.71176,0.927027,0.385518,4,15,0,12.9485,9.5789,0.362442,-0.739364,0.636169,1.27867,-1.41868,-0.0129649,0.683711,0.294421,-1.27071,9.31092,10.0423,9.5742,9.68561,9.80948,9.06471,9.82671,9.11834,-4.40317,-3.24238,-4.00034,-3.34664,-3.83743,-3.58559,-3.55554,-3.82213,-2.25571,-3.68516,21.2738,12.7244,4.18746,19.7507,14.4496,33.6258
+-11.6747,0.949255,0.385518,3,7,0,15.2193,11.7755,1.40175,-0.936796,0.28643,-0.368251,-2.26653,-0.17526,0.515795,1.36256,-2.07853,10.4623,11.2593,11.5298,13.6854,12.177,8.59838,12.4985,8.86191,-4.31048,-3.27464,-4.10386,-3.50152,-4.18797,-3.55541,-3.37286,-3.82451,-26.1818,23.316,22.71,14.7738,12.405,6.27311,18.5344,4.5741
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+-6.7852,0.957863,0.385518,3,7,0,9.59571,4.3292,2.0529,0.111339,-0.408673,-1.23092,0.489579,-0.568368,-1.00532,1.89947,1.05395,4.55777,1.80223,3.1624,8.22863,3.49024,5.33426,2.26538,6.49285,-4.84818,-3.41359,-3.7657,-3.32307,-3.24062,-3.39446,-4.45942,-3.85611,-5.10722,14.6516,-17.9333,8.03771,2.12784,13.7282,-0.269446,3.80958
+-5.82935,0.993256,0.385518,4,23,0,9.10878,3.70409,6.3368,0.478429,0.168131,1.17412,-0.927152,0.0277601,1.37548,-1.61393,-0.842643,6.73581,11.1442,3.88,-6.52306,4.76951,-2.17108,12.4203,-1.63557,-4.6318,-3.27096,-3.78398,-4.07251,-3.32164,-3.35839,-3.37719,-4.09624,3.40067,-3.4507,6.18547,3.66561,16.4297,9.43895,-16.4244,32.4056
+-5.87073,0.998805,0.385518,4,15,0,9.43112,1.26684,4.97602,0.439216,0.0799682,0.995273,1.14454,-0.63901,-0.0536627,1.86973,0.94864,3.45239,6.21934,-1.91289,10.5707,1.66477,6.9621,0.999816,5.98729,-4.96607,-3.23738,-3.69384,-3.36952,-3.16,-3.46372,-4.66655,-3.8651,-1.23489,2.24928,20.99,16.296,7.62997,17.9602,19.5511,8.37895
+-5.43445,0.948683,0.385518,3,7,0,10.6629,3.46045,2.1568,0.173865,-0.124277,-0.462582,-1.26378,0.199516,1.62262,-1.0657,-0.882442,3.83544,2.46276,3.89077,1.16195,3.19241,0.734723,6.96012,1.5572,-4.9246,-3.37483,-3.78427,-3.45767,-3.22466,-3.31712,-3.83092,-3.9776,17.987,17.8291,6.6775,8.15938,1.81346,-6.54815,-11.1127,-39.8142
+-6.36096,0.978403,0.385518,4,15,0,9.98232,5.65839,0.703171,0.904646,-0.187387,0.764581,0.879412,-0.63838,-0.528209,1.01618,1.38311,6.29451,6.19602,5.2095,6.37294,5.52663,6.27677,5.28697,6.63096,-4.67394,-3.2378,-3.82316,-3.31846,-3.37911,-3.43189,-4.02963,-3.8538,-18.8796,15.3175,3.82447,5.06548,-3.53049,12.1711,-8.56723,-7.41359
+-7.18312,0.925488,0.385518,3,15,0,13.3844,7.0525,0.536485,-0.785607,0.392956,1.23824,-0.54759,-1.41229,0.637637,-0.88706,-0.784666,6.63103,7.7168,6.29483,6.5766,7.26331,6.75872,7.39458,6.63154,-4.64173,-3.22192,-3.86027,-3.31757,-3.53766,-3.45387,-3.7839,-3.85379,14.4199,17.6212,14.4838,12.0996,2.43148,-15.3593,3.96947,-13.146
+-3.57012,0.978728,0.385518,4,15,0,11.5075,2.16724,4.28741,0.848686,0.784048,0.0122719,-0.0704019,0.535136,0.57842,-0.910977,0.150393,5.8059,2.21985,4.46159,-1.73849,5.52877,1.8654,4.64716,2.81204,-4.72161,-3.38857,-3.80027,-3.63238,-3.37928,-3.31993,-4.11302,-3.93959,10.1515,0.942317,-11.4717,-2.87173,-2.15255,-1.96229,-6.18639,-11.5867
+-5.71552,0.953764,0.385518,3,7,0,7.5567,5.18188,4.79297,0.197623,0.264471,1.24283,-0.177861,-1.70205,0.694792,1.02248,1.44822,6.12909,11.1387,-2.97597,10.0826,6.44949,4.3294,8.512,12.1232,-4.68996,-3.27078,-3.69153,-3.3561,-3.45872,-3.36264,-3.67163,-3.80933,22.3644,-9.31615,4.77942,27.0775,7.94338,6.78692,22.9146,-14.4558
+-7.48523,0.950119,0.385518,5,39,0,11.7693,1.50404,0.738203,1.2646,-1.14504,-0.881476,-0.529194,0.194484,-1.04242,1.17359,0.877372,2.43758,0.853334,1.64761,2.37039,0.658769,1.11339,0.734522,2.15172,-5.07907,-3.4769,-3.73372,-3.4054,-3.13315,-3.31689,-4.71201,-3.95898,-1.73658,10.8703,23.8903,5.29939,2.35226,-14.346,28.4556,-3.65272
+-7.29664,0.986551,0.385518,3,15,0,11.7876,8.83,1.12759,1.06794,-0.171176,-0.204102,-0.482476,-0.554099,1.24103,-0.375854,2.01153,10.0342,8.59985,8.2052,8.40619,8.63698,8.28596,10.2294,11.0982,-4.34425,-3.22332,-3.93675,-3.325,-3.68944,-3.53619,-3.52344,-3.81057,17.9722,9.05458,-2.48611,9.22641,1.6735,-0.947614,5.29048,0.862101
+-5.96692,0.989533,0.385518,3,7,0,10.9597,9.34948,13.6781,-0.494972,-0.728989,-0.815078,0.241453,-0.581316,-0.375488,-0.480268,0.310744,2.57923,-1.7992,1.3982,2.78035,-0.621676,12.6521,4.21353,13.5999,-5.06302,-3.70165,-3.72931,-3.39041,-3.11705,-3.87787,-4.17186,-3.81326,11.0313,3.22052,-1.97456,3.48576,-5.52664,10.76,3.19276,4.31117
+-6.04693,1,0.385518,3,7,0,8.05874,10.8004,2.2575,0.362243,-1.50873,-0.089532,-0.685658,-0.382761,0.942418,0.671715,-0.673368,11.6182,10.5983,9.93631,12.3168,7.39443,9.25252,12.9279,9.28027,-4.22335,-3.25528,-4.01838,-3.43364,-3.55114,-3.59826,-3.35015,-3.82073,-2.5582,20.6438,26.3398,25.0129,-1.3185,-2.72148,12.6062,15.5287
+-6.41578,0.776287,0.385518,4,23,0,10.9607,9.06737,0.671532,0.355793,-1.07882,-0.0371514,-0.0953811,-0.758793,-0.0389723,1.06442,-1.04848,9.3063,9.04242,8.55782,9.78216,8.34291,9.00332,9.0412,8.36328,-4.40355,-3.22696,-3.95243,-3.34882,-3.65499,-3.58152,-3.62282,-3.82972,-12.2664,1.43154,8.89884,4.41676,5.20958,0.968425,-5.4337,-4.03021
+-2.50112,0.841596,0.385518,3,7,0,7.24577,1.05021,12.6362,1.00451,0.209848,-0.306386,-0.0617685,0.419931,0.533195,0.180316,0.728383,13.7434,-2.82135,6.35655,3.32872,3.7019,0.269693,7.78778,10.2542,-4.07866,-3.80703,-3.86251,-3.37253,-3.25263,-3.31904,-3.74297,-3.81401,28.3318,-9.2508,-1.5294,-8.34022,-2.82224,6.25377,-2.8107,-1.27704
 # 
-#  Elapsed Time: 0.213 seconds (Warm-up)
-#                0.053 seconds (Sampling)
-#                0.266 seconds (Total)
+#  Elapsed Time: 0.02366 seconds (Warm-up)
+#                0.00441 seconds (Sampling)
+#                0.02807 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-2.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-2.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-2.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-2.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,121 +28,121 @@
 #         stepsize_jitter = 0 (Default)
 # id = 2
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\ae9n1ga_.json
+#   file = /tmp/tmp2ipdytqf/_pz629gf.json
 # init = 2 (Default)
 # random
-#   seed = 66991
+#   seed = 81267
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-2-fmm4ub3c.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-2-gjhvdtyv.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
+lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1.1,eta.2.1,eta.1.2,eta.2.2,eta.1.3,eta.2.3,eta.1.4,eta.2.4,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
 # Adaptation terminated
-# Step size = 0.363235
+# Step size = 0.40918
 # Diagonal elements of inverse mass matrix:
-# 9.99791, 1.47964, 0.872801, 0.771319, 0.893751, 0.897378, 0.746145, 0.965774, 0.880585, 0.870741
--5.51706,1,0.363235,3,7,0,7.02038,6.38935,1.54005,1.36077,0.101732,0.505469,-1.09415,-1.38386,0.616845,-0.0717758,-0.376011,8.48501,6.54602,7.1678,4.70431,4.25813,7.33932,6.27881,5.81027,-4.47329,-3.23209,-3.89345,-3.33861,-3.28683,-3.4829,-3.90846,-3.86843,13.3657,22.3077,5.12384,7.77606,5.36791,9.18223,2.26082,8.35397
--8.12182,0.921256,0.363235,4,15,0,13.5875,2.71951,0.4937,-0.223205,-0.17417,-0.48891,2.09139,1.00292,-1.26771,0.931507,0.556179,2.60931,2.63352,2.47814,3.75203,3.21465,2.09364,3.1794,2.9941,-5.05963,-3.36552,-3.75014,-3.36043,-3.22581,-3.32178,-4.31978,-3.93447,12.4627,3.09424,-6.63969,-2.09445,-0.978068,0.32619,-5.55771,21.6517
--8.5946,0.742664,0.363235,3,7,0,12.9736,1.3959,9.0014,1.69015,1.47535,1.91446,-0.666528,-0.0215094,0.719956,-0.0304407,1.29941,16.6096,14.6761,18.6287,-4.60379,1.20228,7.87651,1.12189,13.0924,-3.9153,-3.44438,-4.6052,-3.87323,-3.1461,-3.51223,-4.64588,-3.81115,14.8459,14.6487,20.6808,-9.69252,-12.2337,5.5344,2.26376,12.0379
--7.88729,0.9852,0.363235,4,15,0,14.0299,0.806093,1.5206,0.526903,1.40067,-0.212751,1.42906,0.0683111,-0.192595,0.0158651,-2.20443,1.6073,2.93595,0.482584,2.97913,0.909967,0.513234,0.830218,-2.54597,-5.17493,-3.34975,-3.71522,-3.38364,-3.13868,-3.31781,-4.69553,-4.13583,-1.48751,-7.57971,-7.43727,7.9868,15.0179,10.9514,-7.27631,-11.9221
--7.49169,0.990245,0.363235,4,15,0,13.0767,9.91982,2.09672,0.434767,-1.73997,-0.870927,0.516225,-1.12115,0.448094,1.60837,-0.1276,10.8314,6.27158,8.09373,11.0022,7.56909,10.8594,13.2921,9.65228,-4.28201,-3.23646,-3.9319,-3.38302,-3.56943,-3.71851,-3.33234,-3.81782,14.6953,2.41833,18.3146,1.43603,0.704861,7.49321,10.3972,-26.7895
--6.12179,1,0.363235,4,15,0,10.1752,6.4815,8.3874,0.0791539,-1.27812,-0.631063,0.700093,-0.754483,-0.936097,1.81574,-0.720628,7.1454,-4.2386,1.18852,12.3535,0.153356,-1.36991,21.7108,0.437312,-4.59347,-3.97044,-3.72579,-3.43526,-3.12437,-3.34004,-3.29037,-4.01563,-0.351983,-6.60593,-0.10875,12.0318,-14.5363,-4.056,19.7413,-0.40532
--8.23464,0.516339,0.363235,3,15,0,11.0303,5.19548,0.519949,0.245435,1.56146,0.378943,-0.873512,0.110055,1.55339,-1.64268,-0.425988,5.3231,6.00736,5.39251,4.7413,5.25271,6.00317,4.34137,4.97399,-4.76975,-3.24138,-3.82909,-3.33792,-3.3575,-3.42027,-4.15431,-3.88549,10.1037,0.397317,-6.69945,23.1511,-7.81053,-5.89425,0.779117,0.538524
--9.59102,0.980926,0.363235,3,7,0,12.4704,5.49232,1.11646,-0.64125,2.08553,1.10931,-1.99499,-0.393327,0.359003,-1.26603,-0.776044,4.7764,7.82073,6.73082,3.265,5.05319,5.89314,4.07886,4.6259,-4.82551,-3.22168,-3.87647,-3.37448,-3.34234,-3.41577,-4.19051,-3.89323,10.198,-2.31381,3.91142,6.76775,-4.3689,4.73525,3.64777,-1.03011
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+-12.9882,0.855619,0.40918,3,7,0,14.623,3.4773,2.88631,-0.089531,1.90787,-1.27192,0.911883,-0.67347,-1.33091,2.049,2.48278,3.21889,-0.19384,1.53346,9.39136,8.984,6.10927,-0.36412,10.6434,-4.99166,-3.55722,-3.73167,-3.34046,-3.73147,-3.4247,-4.90773,-3.81215,-29.6327,-11.012,4.40883,5.6878,3.56145,-5.91092,6.40165,47.3433
 # 
-#  Elapsed Time: 0.21 seconds (Warm-up)
-#                0.047 seconds (Sampling)
-#                0.257 seconds (Total)
+#  Elapsed Time: 0.032638 seconds (Warm-up)
+#                0.00743 seconds (Sampling)
+#                0.040068 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-3.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-3.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-3.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-3.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,121 +28,121 @@
 #         stepsize_jitter = 0 (Default)
 # id = 3
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\ae9n1ga_.json
+#   file = /tmp/tmp2ipdytqf/_pz629gf.json
 # init = 2 (Default)
 # random
-#   seed = 66991
+#   seed = 81267
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-3-fa_dawzq.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-3-llkr9wpb.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
+lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1.1,eta.2.1,eta.1.2,eta.2.2,eta.1.3,eta.2.3,eta.1.4,eta.2.4,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
 # Adaptation terminated
-# Step size = 0.442385
+# Step size = 0.427277
 # Diagonal elements of inverse mass matrix:
-# 10.1811, 1.33609, 0.885451, 0.965106, 0.953699, 0.925806, 0.691821, 0.857663, 1.04392, 0.867476
--6.77677,0.519123,0.442385,3,7,0,12.2757,1.72813,2.92904,2.65118,0.159545,1.20225,-0.389475,0.359336,-0.102668,1.29177,0.207848,9.49354,2.19544,5.24955,0.587342,2.78064,1.42741,5.51176,2.33692,-4.38808,-3.38999,-3.82445,-3.48676,-3.20439,-3.31759,-4.0013,-3.95341,-7.14982,-9.81027,21.7107,-9.15302,18.9277,5.27425,10.0318,-3.86935
--7.69287,0.569945,0.442385,2,7,0,14.3994,8.42648,1.18369,1.40009,0.0648852,1.44402,-0.271908,-1.03524,0.684275,1.30637,1.11323,10.0838,8.50328,10.1358,8.10462,7.20107,9.23645,9.97282,9.7442,-4.3403,-3.22279,-4.02854,-3.32188,-3.53133,-3.59716,-3.5437,-3.81716,20.9038,2.33109,-6.15296,18.8366,2.872,11.6274,4.06628,23.9465
--5.11228,1,0.442385,3,7,0,9.17725,4.02552,6.4128,-0.653115,0.843504,-1.372,-0.146871,0.442682,-0.00954319,-0.549837,-0.069621,-0.162779,9.43474,-4.77284,3.08366,6.86435,3.96432,0.499522,3.57905,-5.38953,-3.23182,-3.69767,-3.38021,-3.49794,-3.35314,-4.75286,-3.91874,17.1861,15.6674,14.8228,1.86845,10.99,18.8049,6.74148,-13.1777
--6.95089,0.992821,0.442385,3,7,0,9.24119,0.151064,1.6518,0.917147,2.23603,-0.910596,0.012837,-0.137176,0.864558,0.0353494,0.0883008,1.66601,3.84454,-1.35306,0.172268,-0.0755241,1.57914,0.209454,0.296919,-5.16805,-3.30786,-3.69682,-3.50947,-3.12144,-3.31822,-4.80404,-4.02067,-14.748,-0.436314,30.0126,-2.79354,8.97287,7.72273,-1.69039,-5.83789
--6.19659,0.997263,0.442385,3,7,0,10.3068,0.949482,0.813989,0.705879,-0.0510025,-1.25959,-0.524224,0.984598,0.459134,0.488784,-0.903928,1.52406,0.907966,-0.0758143,0.522769,1.75093,1.32321,1.34735,0.213695,-5.18471,-3.47301,-3.70823,-3.4902,-3.16288,-3.31727,-4.60808,-4.02369,10.5679,-7.96645,-43.7032,-9.74564,11.6543,0.00341862,-5.3082,17.5036
--4.54217,0.896948,0.442385,3,7,0,9.59949,7.67403,2.39576,0.224301,-0.297879,0.693879,0.877691,-0.992871,-0.53866,0.568232,1.05893,8.2114,6.96039,9.3364,9.77677,5.29536,6.38354,9.03538,10.211,-4.49719,-3.22693,-3.98877,-3.3487,-3.3608,-3.4366,-3.62335,-3.81425,-14.6657,-7.62885,-7.57475,3.96922,-2.19278,-3.18877,-7.92552,-2.7838
--5.79795,0.961461,0.442385,3,7,0,8.44848,9.48878,7.92971,0.720403,0.286891,-1.75688,0.426636,-0.736917,0.840653,-0.221483,-0.163002,15.2014,11.7637,-4.4428,12.8719,3.64524,16.1549,7.73249,8.19622,-3.991,-3.29235,-3.69559,-3.45931,-3.24936,-4.26589,-3.74863,-3.83164,4.96557,26.5541,25.3398,32.4488,9.98781,14.8191,15.1194,48.6734
--3.79092,0.937773,0.442385,3,7,0,10.2734,5.63524,4.37238,-0.926192,1.06449,-0.32372,0.157216,-0.708753,-0.478911,-0.0413693,0.186587,1.58557,10.2896,4.21981,6.32265,2.5363,3.54126,5.45436,6.45107,-5.17748,-3.24774,-3.79334,-3.31873,-3.19336,-3.34352,-4.00849,-3.85683,-10.101,27.3307,6.19966,26.4737,-3.06107,-13.1901,14.1175,-22.3936
--3.81307,0.925799,0.442385,3,7,0,7.79232,5.04964,2.91479,-0.29387,1.01799,0.283789,0.580656,-0.938491,-0.222735,-0.574205,-0.0708581,4.19307,8.01686,5.87683,6.74213,2.31414,4.40042,3.37596,4.84311,-4.88648,-3.22153,-3.84543,-3.31711,-3.18396,-3.36461,-4.29084,-3.88836,21.7079,2.13465,-16.4681,6.26931,5.1612,3.48479,2.56594,23.069
--5.17167,0.926803,0.442385,3,7,0,8.84135,3.96179,6.6684,2.34521,-0.277229,0.0111444,0.969149,0.397253,0.438231,1.52387,0.170906,19.6006,2.11312,4.03611,10.4245,6.61084,6.88409,14.1236,5.10146,-3.78377,-3.3948,-3.78822,-3.36529,-3.47372,-3.4599,-3.29666,-3.88275,28.1979,5.42352,25.786,19.956,2.94515,-7.61351,14.1131,4.63872
--6.21057,0.790802,0.442385,3,15,0,12.9542,6.70419,2.51943,-1.62421,0.593856,-0.179618,-0.828351,-0.978928,-0.69071,-0.994978,-0.3791,2.61209,8.20037,6.25165,4.61721,4.23784,4.96399,4.19741,5.74907,-5.05931,-3.22172,-3.8587,-3.3403,-3.28551,-3.38176,-4.17408,-3.86961,-22.3778,-2.73259,10.9772,4.83307,20.23,9.39836,11.0835,-20.2573
--3.98451,0.980181,0.442385,3,7,0,8.4604,4.40339,2.32958,0.0734335,-0.376546,-0.453244,0.233275,0.0118938,0.92465,1.37093,0.848477,4.57446,3.52619,3.34752,4.94682,4.43109,6.55743,7.59707,6.37998,-4.84645,-3.3216,-3.77022,-3.33425,-3.29824,-3.44446,-3.76263,-3.85805,-28.5065,12.5809,-23.7536,-7.11623,5.09885,6.04514,2.21346,-26.3842
--6.10659,0.918355,0.442385,3,7,0,8.95426,0.820934,2.8451,0.118949,-0.105583,1.35496,0.954558,-1.29497,-0.676343,0.320032,-1.11968,1.15936,0.52054,4.67595,3.53675,-2.8634,-1.10333,1.73146,-2.36468,-5.22792,-3.50124,-3.80661,-3.3664,-3.1376,-3.33511,-4.54485,-4.12774,-2.27426,3.72243,29.4566,-17.9478,-7.86005,2.30072,-0.0509785,-13.836
--5.85826,0.854508,0.442385,3,7,0,12.4496,-0.566496,5.78194,1.03692,0.399119,-0.24171,0.535594,-0.0444141,-0.994014,2.31551,-1.00333,5.42889,1.74119,-1.96405,2.53027,-0.823295,-6.31382,12.8216,-6.36768,-4.75911,-3.41739,-3.69362,-3.39939,-3.11636,-3.53788,-3.3556,-4.32995,6.85235,4.67996,0.599553,6.50247,2.1848,-3.50171,13.0658,-35.6375
--5.32612,0.988393,0.442385,3,7,0,9.39567,1.78215,10.8968,1.76445,0.147171,-0.879017,1.2554,0.185378,0.474842,1.52531,1.40133,21.009,3.38585,-7.79634,15.462,3.80219,6.95643,18.4032,17.0522,-3.7356,-3.32798,-3.73646,-3.61273,-3.25852,-3.46344,-3.22234,-3.8487,56.7784,0.79535,-13.8652,16.8774,9.83502,32.0841,14.5997,1.61478
--6.50213,0.703916,0.442385,3,7,0,10.1837,-0.759123,5.62923,1.84765,1.93786,-1.12215,0.408448,0.677296,0.214942,0.333721,0.650013,9.6417,10.1495,-7.07593,1.54012,3.05353,0.450832,1.11947,2.89995,-4.37594,-3.24463,-3.72397,-3.44002,-3.21759,-3.31808,-4.64628,-3.93711,7.07965,2.43221,1.94689,-17.9939,11.3295,8.92743,4.95441,24.6464
--5.91568,0.94567,0.442385,3,7,0,11.9411,3.90453,2.38062,1.27711,-0.188987,-1.04806,-0.680923,0.8993,-0.303468,-0.898942,1.34582,6.94485,3.45463,1.40949,2.28351,6.04542,3.18209,1.7645,7.10841,-4.61214,-3.32483,-3.7295,-3.40876,-3.42257,-3.33651,-4.53948,-3.84624,6.03274,-3.8839,-15.1713,-8.69217,-7.95079,2.29012,12.2058,8.5634
--4.87215,0.982856,0.442385,3,7,0,8.4423,5.94547,1.90801,0.439512,-0.999662,-5.76857e-06,-0.351192,0.949704,-0.102054,1.59935,-0.0826775,6.78407,4.0381,5.94546,5.27539,7.75752,5.75075,8.99705,5.78772,-4.62725,-3.30001,-3.84782,-3.32912,-3.58958,-3.4101,-3.62679,-3.86887,4.67964,2.5213,5.00533,-2.29566,8.94247,-1.25157,2.93251,16.9065
--6.13062,0.942379,0.442385,3,7,0,9.84167,9.44166,3.07677,-0.761317,0.408856,0.304003,-0.685465,0.260771,-0.896628,1.81348,0.442816,7.09926,10.6996,10.377,7.33264,10.244,6.68294,15.0213,10.8041,-4.59775,-3.25796,-4.04103,-3.31729,-3.89658,-3.45029,-3.26589,-3.81152,-10.7288,13.4359,-15.0265,9.55496,2.98778,14.0818,16.4716,10.2325
--5.50515,0.935157,0.442385,3,7,0,11.5209,0.193003,3.40743,1.2648,-0.315033,-0.435168,0.757589,-0.467258,0.374094,-1.12542,-0.200543,4.50274,-0.880449,-1.2898,2.77444,-1.39915,1.4677,-3.6418,-0.490332,-4.85393,-3.61584,-3.69724,-3.39062,-3.11715,-3.31774,-5.56336,-4.05006,6.25651,-12.5682,21.3184,8.97479,5.69493,5.25418,-11.1031,-1.33923
--8.5688,0.928184,0.442385,3,7,0,11.5305,1.23722,1.87354,-1.55988,-0.554285,1.98277,0.134949,-0.833407,0.393324,1.79038,0.428944,-1.68527,0.19875,4.95201,1.49006,-0.324195,1.97413,4.59157,2.04087,-5.58524,-3.52582,-3.81503,-3.44229,-3.11898,-3.32076,-4.12045,-3.96237,-11.2937,-9.87418,37.2338,-5.28961,-7.48846,-15.0566,7.7065,6.63213
--6.79884,1,0.442385,3,7,0,11.478,7.95205,2.15939,0.262025,1.42472,-1.35207,0.3209,-0.691915,0.72826,-1.42252,-0.274985,8.51786,11.0286,5.0324,8.645,6.45793,9.52465,4.88026,7.35825,-4.47044,-3.26738,-3.81754,-3.32802,-3.4595,-3.61712,-4.08216,-3.84256,-9.07512,19.6998,6.17595,-1.35303,15.6547,17.8418,11.4777,17.1085
--6.85164,0.966861,0.442385,3,7,0,11.8117,10.0663,4.08764,0.610317,-0.194263,0.397617,0.724092,0.0605969,-1.01339,-1.64972,0.664716,12.5611,9.27224,11.6916,13.0261,10.314,5.92394,3.32284,12.7834,-4.15668,-3.22962,-4.1131,-3.46689,-3.90633,-3.41702,-4.29862,-3.81026,32.4195,3.63449,12.9899,4.73544,24.1187,9.74931,9.98828,12.1905
--6.47321,0.971403,0.442385,3,7,0,9.82081,0.0836865,3.10751,0.256122,-0.0331629,-0.920604,-1.34354,0.670123,0.292082,1.6921,-1.03952,0.879588,-0.0193675,-2.7771,-4.09138,2.1661,0.991333,5.34189,-3.14664,-5.26147,-3.54307,-3.69162,-3.82518,-3.17804,-3.31683,-4.02266,-4.16335,-17.5372,13.5057,15.4955,-9.76981,8.00247,19.6274,-0.792401,-17.9839
--6.67982,0.95975,0.442385,3,7,0,11.5522,6.35819,2.54783,1.12288,0.337262,-1.47592,-0.109215,0.20286,0.83007,1.44336,-1.7032,9.21909,7.21748,2.59781,6.07993,6.87504,8.47307,10.0356,2.01872,-4.41082,-3.22459,-3.75273,-3.32033,-3.49898,-3.54761,-3.53868,-3.96305,31.7609,9.38598,-13.1079,12.3565,10.2175,12.4376,3.40574,-1.71254
--4.63753,0.867011,0.442385,3,7,0,10.4682,1.23331,7.99154,1.92546,0.451847,-0.441208,-0.151416,-0.879061,0.422872,1.35758,-1.00134,16.6207,4.84426,-2.29262,0.0232646,-5.79174,4.61271,12.0824,-6.7689,-3.91474,-3.27132,-3.6925,-3.51797,-3.2579,-3.37077,-3.39661,-4.35294,-13.4093,5.07539,-25.7115,13.9051,-8.12622,7.42679,12.0629,-20.8228
--5.55274,0.910086,0.442385,4,15,0,9.65918,-1.47746,13.7432,1.64163,0.203046,-0.45379,-0.205241,-0.803968,0.54365,0.838053,-0.945375,21.0838,1.31305,-7.71398,-4.29813,-12.5265,5.99402,10.0401,-14.4699,-3.73329,-3.4451,-3.73493,-3.8443,-3.93629,-3.41989,-3.53833,-4.89057,15.1782,25.5122,-24.8679,10.4136,-17.6063,19.7519,9.3691,-20.413
--5.62348,0.787229,0.442385,3,7,0,8.93939,-1.47055,6.79993,2.43688,0.208415,0.124346,1.11243,-0.406042,0.264386,1.22096,-0.508319,15.1001,-0.0533412,-0.625006,6.09389,-4.23161,0.327253,6.8319,-4.92708,-3.99678,-3.54581,-3.70254,-3.32023,-3.18063,-3.3187,-3.84516,-4.25148,38.8998,12.1519,-13.614,19.4397,5.56818,11.8971,12.3763,51.9441
--6.93286,0.369428,0.442385,3,7,0,12.8024,1.37057,3.74686,2.13138,1.52842,-1.30075,-0.388414,0.255541,0.646774,-0.32595,-0.600794,9.35656,7.09734,-3.50318,-0.0847643,2.32804,3.79394,0.149278,-0.880524,-4.39938,-3.2256,-3.69202,-3.52425,-3.18453,-3.34909,-4.81476,-4.06534,13.1984,18.5881,24.0164,-6.87215,0.0110702,2.79424,6.76116,1.15736
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+-6.29139,0.940579,0.427277,3,15,0,8.74212,7.30089,0.717152,-0.965773,0.189059,1.70805,-0.352182,-0.22206,0.00683397,0.88964,-0.225824,6.60829,8.52583,7.14164,7.9389,7.43648,7.04833,7.3058,7.13894,-4.64389,-3.22291,-3.89241,-3.32048,-3.55551,-3.468,-3.79335,-3.84578,-25.0449,3.44078,2.49996,21.2094,-4.5069,11.9993,24.1867,4.98922
+-3.08872,0.994922,0.427277,3,7,0,7.95388,0.568037,8.95969,0.721435,-0.589397,0.0161783,-0.177219,-0.36419,0.731054,1.24766,-0.113973,7.03187,0.71299,-2.69499,11.7467,-4.71278,-1.01979,7.11805,-0.453123,-4.60402,-3.48703,-3.69171,-3.40994,-3.20125,-3.33369,-3.81361,-4.04863,-7.86425,-12.1965,-6.07824,-2.90389,-15.623,-4.19968,5.40672,-9.73602
+-4.6242,0.868841,0.427277,3,7,0,5.63684,5.25779,3.96688,0.255375,0.852532,0.870593,0.624216,0.496438,1.38154,-0.68176,-0.614541,6.27083,8.71132,7.2271,2.55333,8.63968,7.73398,10.7382,2.81998,-4.67623,-3.22405,-3.89581,-3.39854,-3.68976,-3.50422,-3.48519,-3.93936,-0.042251,-7.18887,14.7745,-8.94365,18.7364,18.3103,14.6269,-6.022
+-4.02043,0.999002,0.427277,3,7,0,6.15484,2.98583,3.16965,-0.15083,0.66865,-0.312305,-1.36479,-0.346809,0.0139446,-0.0440691,0.615111,2.50775,1.99594,1.88657,2.84615,5.10522,-1.34008,3.03003,4.93551,-5.07111,-3.40177,-3.73817,-3.38813,-3.34625,-3.33946,-4.34202,-3.88633,19.8319,0.329542,17.5858,-9.05984,0.504468,13.407,4.43766,-15.8262
+-12.9403,0.807359,0.427277,3,7,0,14.6633,7.67044,1.78743,0.449019,-0.11185,2.35666,0.0237058,2.54268,-1.10244,-2.19859,-0.679469,8.47303,11.8828,12.2153,3.74063,7.47052,7.71281,5.69991,6.45594,-4.47433,-3.2969,-4.14369,-3.36073,-3.55906,-3.50304,-3.97798,-3.85674,7.17656,12.0865,20.0681,1.75167,4.98578,20.4366,-8.30639,15.2081
+-7.82363,0.962776,0.427277,3,7,0,19.0131,4.35316,1.80602,0.928154,-0.0433897,-0.462048,0.898717,-0.998941,2.54959,1.21768,-0.926662,6.02943,3.51869,2.54905,6.55232,4.2748,5.97627,8.95777,2.67959,-4.69967,-3.32193,-3.75167,-3.31766,-3.28791,-3.41916,-3.63033,-3.94337,22.9256,-21.9586,9.65868,8.29689,-12.2344,23.0648,24.2466,-12.3451
+-8.75307,0.425556,0.427277,3,7,0,14.3572,5.94359,0.692801,1.66726,0.0783984,-0.44265,1.06842,-1.10335,1.96523,0.797601,-1.03163,7.09866,5.63692,5.17919,6.49617,5.9979,6.68379,7.3051,5.22888,-4.5978,-3.24944,-3.82219,-3.31788,-3.41845,-3.45033,-3.79343,-3.88006,14.5255,-2.26847,-1.39855,-5.01492,9.93978,-17.6999,11.3,35.3382
+-6.40235,0.9864,0.427277,3,7,0,10.8932,6.11895,2.39391,1.12311,0.623062,-0.348431,1.32121,-0.917843,0.890979,1.27942,-1.11996,8.80757,5.28484,3.92171,9.18177,7.6105,9.28181,8.25187,3.43785,-4.44554,-3.25838,-3.7851,-3.3365,-3.57382,-3.60026,-3.69665,-3.92244,22.0144,24.0537,7.44165,19.8931,14.0976,5.93846,9.57742,0.393786
+-5.70956,0.996705,0.427277,3,7,0,8.8117,1.64589,8.01624,0.577923,0.233696,1.53043,-0.946013,0.385203,0.617561,-1.27605,0.652598,6.27866,13.9142,4.73377,-8.58325,3.51925,-5.93758,6.5964,6.87727,-4.67547,-3.39641,-3.80835,-4.3203,-3.24224,-3.51572,-3.87173,-3.84981,0.538523,29.3714,-4.88568,-10.8225,11.9627,10.1641,12.7226,3.42322
+-5.71715,0.8533,0.427277,3,7,0,10.149,1.64021,3.36414,-0.0914467,-0.425009,-0.707049,1.03612,-0.482345,2.25718,0.229707,-0.578774,1.33257,-0.738404,0.0175309,2.41298,0.210419,5.12587,9.23369,-0.306869,-5.20733,-3.60332,-3.70931,-3.40378,-3.12521,-3.38718,-3.60576,-4.04304,20.2996,-9.80301,-12.559,-2.83557,3.94986,12.4174,14.1874,-8.58131
+-5.43334,0.975626,0.427277,3,7,0,9.71174,6.58683,5.0604,1.59441,-0.486602,1.74761,-0.584236,-0.157756,-0.43303,0.209085,0.804114,14.6552,15.4304,5.78852,7.64488,4.12443,3.63036,4.39553,10.656,-4.02273,-3.49758,-3.84238,-3.31855,-3.27826,-3.34542,-4.14693,-3.8121,37.3641,13.5893,26.2486,28.8347,10.1804,0.271595,-23.2863,16.9546
+-7.063,0.894759,0.427277,3,7,0,12.6227,5.07936,1.80732,-0.538163,-0.889065,-0.918783,1.81753,-1.72836,0.231252,-0.205443,0.690958,4.10673,3.41883,1.95566,4.70806,3.47254,8.36423,5.49731,6.32815,-4.89563,-3.32646,-3.73949,-3.33854,-3.23964,-3.54093,-4.00311,-3.85896,12.2228,19.448,6.83914,1.23396,17.908,10.3777,10.2191,-12.9826
+-7.16514,0.925436,0.427277,5,39,0,14.3806,3.1861,1.05063,-1.4443,-1.77498,0.640387,0.972553,0.00715867,0.872698,-0.785647,-0.221477,1.66868,3.85891,3.19362,2.36068,1.32126,4.20789,4.10298,2.95341,-5.16774,-3.30727,-3.76645,-3.40577,-3.14942,-3.35936,-4.18716,-3.93561,-0.822112,6.56459,-26.8935,4.29027,0.869777,3.47466,1.61115,-19.873
 # 
-#  Elapsed Time: 0.195 seconds (Warm-up)
-#                0.036 seconds (Sampling)
-#                0.231 seconds (Total)
+#  Elapsed Time: 0.020332 seconds (Warm-up)
+#                0.004139 seconds (Sampling)
+#                0.024471 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-4.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-4.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-4.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_nowarmup-4.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,121 +28,121 @@
 #         stepsize_jitter = 0 (Default)
 # id = 4
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\ae9n1ga_.json
+#   file = /tmp/tmp2ipdytqf/_pz629gf.json
 # init = 2 (Default)
 # random
-#   seed = 66991
+#   seed = 81267
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-4-5_vzf_pq.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-4-_7_vglm2.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
+lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1.1,eta.2.1,eta.1.2,eta.2.2,eta.1.3,eta.2.3,eta.1.4,eta.2.4,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
 # Adaptation terminated
-# Step size = 0.427277
+# Step size = 0.369164
 # Diagonal elements of inverse mass matrix:
-# 10.6565, 1.23678, 0.964941, 0.842079, 0.89328, 1.07166, 0.885401, 0.969848, 0.850369, 0.853605
--7.71355,0.938143,0.427277,3,15,0,13.2444,2.81525,2.13062,2.67531,-0.05751,-1.04325,-0.110494,1.22218,0.846643,0.347742,-0.680733,8.5153,2.69272,0.592493,2.57983,5.41924,4.61912,3.55616,1.36487,-4.47066,-3.36236,-3.71673,-3.39757,-3.37053,-3.37096,-4.26465,-3.98386,15.5954,28.9917,13.5131,10.3738,15.6212,6.99981,-9.94175,-6.43094
--3.04994,0.757885,0.427277,3,7,0,8.69164,1.11559,13.327,0.550094,0.219674,-1.09411,0.526044,-0.0866322,-0.170472,0.649723,-0.696702,8.44667,4.04318,-13.4655,8.12616,-0.0389535,-1.15629,9.77443,-8.16933,-4.47662,-3.29981,-3.90545,-3.32207,-3.12186,-3.33605,-3.55982,-4.43709,6.28394,-1.73964,3.36253,5.9862,-3.0894,-4.37855,16.5437,-17.8173
--4.21644,0.945603,0.427277,3,7,0,9.52606,-2.11274,9.41448,1.00133,0.816233,-0.427048,-0.145488,0.0024329,1.02174,0.337652,0.53588,7.3143,5.57167,-6.13318,-3.48244,-2.08984,7.50639,1.06608,2.93229,-4.57787,-3.25101,-3.7107,-3.77089,-3.12349,-3.49176,-4.65531,-3.9362,6.83311,3.4002,13.439,-0.0794534,-0.0325687,7.62372,-0.951791,-3.80151
--6.66239,0.916666,0.427277,3,7,0,8.14861,-4.33,12.5264,0.256787,0.233607,0.0210194,0.195666,0.0555108,0.972969,-0.122972,1.00745,-1.11339,-1.40375,-4.0667,-1.87901,-3.63465,7.85776,-5.87039,8.28966,-5.51052,-3.66368,-3.69375,-3.64261,-3.15901,-3.51117,-6.0705,-3.83056,-7.40411,7.5533,33.0326,0.598703,5.22607,1.50312,2.35481,6.7593
--9.21506,0.844563,0.427277,3,7,0,12.5575,-7.20539,15.4708,2.92854,0.806511,0.527794,1.01117,0.565799,-0.130139,1.61946,-0.37712,38.1013,5.27195,0.95998,8.43825,1.54796,-9.21874,17.849,-13.0397,-3.85374,-3.25873,-3.72216,-3.32538,-3.15624,-3.74833,-3.22164,-4.77688,30.0665,22.4272,26.4154,19.0912,16.7944,-25.606,23.8639,-39.8323
--3.6293,0.464384,0.427277,3,7,0,14.7986,4.76974,6.7233,1.35524,-0.553704,-0.468506,-0.416694,-0.82694,-0.953951,1.3712,-0.100587,13.8815,1.04703,1.61984,1.96819,-0.790022,-1.64396,13.9887,4.09346,-4.06995,-3.46324,-3.73321,-3.42146,-3.11644,-3.34572,-3.30197,-3.90578,10.2369,10.3229,-0.00463674,13.5414,2.89894,-20.7443,18.3412,-11.4417
--9.16344,0.814482,0.427277,3,7,0,11.5594,0.720368,3.60369,1.14451,0.185416,-0.66452,0.792705,2.67179,-0.438817,1.25128,1.56557,4.84482,1.38855,-1.67436,3.57703,10.3487,-0.860992,5.2296,6.3622,-4.81846,-3.44008,-3.69496,-3.36525,-3.91118,-3.33114,-4.03694,-3.85836,22.3025,10.0121,-18.7255,-26.7669,11.8693,9.39149,2.51707,33.1916
--11.0364,0.912112,0.427277,3,7,0,18.6564,6.51595,4.67035,0.666555,0.21162,0.75566,1.66116,-2.1779,-0.894351,1.75147,2.61104,9.629,7.50429,10.0452,14.2742,-3.65562,2.33902,14.6959,18.7104,-4.37697,-3.22275,-4.0239,-3.53548,-3.1597,-3.32424,-3.27611,-3.8788,-7.22023,13.4995,1.19817,7.24979,6.28513,8.22479,13.1744,20.874
--11.764,0.529847,0.427277,3,7,0,16.6952,7.25857,9.20006,1.4086,0.644686,0.464785,1.79945,-1.88882,-0.63549,1.26579,2.40872,20.2178,13.1897,11.5346,23.8136,-10.1187,1.41202,18.904,29.419,-3.76157,-3.35619,-4.10414,-4.48501,-3.62944,-3.31754,-3.22561,-4.27755,12.5539,27.1706,16.5021,26.6381,-10.6936,-6.4881,-4.86479,38.504
--6.43461,1,0.427277,3,7,0,14.9405,6.32127,0.58861,-0.922956,-0.46094,-1.299,-0.498551,0.585183,0.952379,0.412074,-0.893966,5.77801,6.04995,5.55666,6.02781,6.66571,6.88185,6.56382,5.79507,-4.72436,-3.24054,-3.83453,-3.32074,-3.4789,-3.45979,-3.87545,-3.86873,7.95848,3.05822,16.4871,11.0022,-9.47496,0.0242926,2.91319,19.0467
--6.7444,0.939744,0.427277,3,7,0,11.8005,6.24934,5.06615,0.937909,1.13518,0.346808,1.65552,0.510401,-1.38205,0.363353,-1.18332,11.0009,12.0003,8.00632,14.6365,8.83511,-0.752316,8.09014,0.254481,-4.26914,-3.30154,-3.92813,-3.55781,-3.71326,-3.32952,-3.71255,-4.02221,-8.6201,16.0243,-21.7105,6.73326,9.65225,16.6209,6.34791,0.584814
--9.1351,0.912256,0.427277,3,7,0,14.5659,3.47639,3.97483,3.46716,1.0111,1.07388,-0.749112,0.344864,-0.478168,0.0831298,0.780387,17.2578,7.49535,7.7449,0.498802,4.84717,1.57576,3.80682,6.5783,-3.88342,-3.2228,-3.91702,-3.49148,-3.32721,-3.3182,-4.22876,-3.85467,-5.35949,-2.76379,14.193,-8.79985,8.21931,-3.48908,-21.4296,-20.2182
--10.6312,0.98432,0.427277,3,7,0,14.9711,1.95454,5.87066,4.02285,0.78105,1.34585,0.198723,0.36163,0.00848593,0.123291,0.729447,25.5714,6.53982,9.85559,3.12117,4.07755,2.00436,2.67834,6.23687,-3.6401,-3.23218,-4.01431,-3.379,-3.27531,-3.321,-4.39529,-3.86057,46.0383,11.1027,7.71802,-4.27952,8.76911,11.5083,1.62678,16.3962
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 # 
-#  Elapsed Time: 0.205 seconds (Warm-up)
-#                0.032 seconds (Sampling)
-#                0.237 seconds (Total)
+#  Elapsed Time: 0.021656 seconds (Warm-up)
+#                0.0047 seconds (Sampling)
+#                0.026356 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-1.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-1.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-1.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-1.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,621 +28,621 @@
 #         stepsize_jitter = 0 (Default)
 # id = 1
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\fdo0f5kc.json
+#   file = /tmp/tmp2ipdytqf/x8rvpwpf.json
 # init = 2 (Default)
 # random
-#   seed = 42813
+#   seed = 31709
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-1-ri9gm546.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-1-lu7otosq.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
--6.50256,1.0666e-98,1,1,1,0,13.3961,-0.898803,3.90309,1.31949,-1.00843,1.22308,0.140399,0.511532,0.958604,0.425203,-0.714559,4.25127,-4.83479,3.87501,-0.350813,1.09775,2.84272,0.760805,-3.68779,-4.88033,-4.04518,-3.78384,-3.54012,-3.14333,-3.33087,-4.70747,-4.1891,-12.7018,-8.79833,18.8885,5.61451,-3.80707,24.1716,1.64341,-13.2963
--6.50256,0,2.33506,0,1,1,12.7796,-0.898803,3.90309,1.31949,-1.00843,1.22308,0.140399,0.511532,0.958604,0.425203,-0.714559,4.25127,-4.83479,3.87501,-0.350813,1.09775,2.84272,0.760805,-3.68779,-4.88033,-4.04518,-3.78384,-3.54012,-3.14333,-3.33087,-4.70747,-4.1891,14.1886,-3.13492,4.06806,-12.288,2.88473,22.593,-14.1769,-4.93905
--8.1355,0.9693,0.230236,4,15,0,13.7415,0.156353,2.03453,-1.54793,1.14878,-1.30432,-0.479321,-0.924869,-0.940236,1.47829,0.262248,-2.99296,2.49358,-2.49731,-0.818839,-1.72532,-1.75658,3.16398,0.689904,-5.76157,-3.37313,-3.69202,-3.56945,-3.11941,-3.34823,-4.32206,-4.00672,0.623087,6.32146,12.2206,3.0093,5.24651,-21.7273,-21.1933,21.1204
--4.8201,0.999279,0.220956,4,15,0,9.7249,0.0355961,3.75892,0.334909,0.82716,-0.573785,0.285192,-0.141615,-1.56017,0.274531,0.652439,1.29449,3.14482,-2.12122,1.10761,-0.496723,-5.82895,1.06754,2.48806,-5.21184,-3.33939,-3.69304,-3.46031,-3.11773,-3.50954,-4.65507,-3.94894,-16.7015,5.45853,-15.4657,15.2529,-5.43467,13.0475,5.27138,18.4774
--3.93689,0.994543,0.296484,5,31,0,9.81057,-1.41585,10.3142,0.97873,1.36712,0.326745,0.35566,0.0110521,0.790801,0.587392,-0.276373,8.67893,12.6848,1.95425,2.25248,-1.30186,6.74059,4.6426,-4.2664,-4.45655,-3.33126,-3.73947,-3.40997,-3.11673,-3.45301,-4.11362,-4.21764,30.612,26.7743,-2.95661,6.47308,9.62653,-8.99126,11.2163,3.20166
--5.55285,0.866004,0.454395,3,7,0,8.29512,-0.36556,8.16155,1.897,0.276472,0.43539,0.89743,-0.0443142,-0.615779,0.222637,1.80188,15.1169,1.89088,3.1879,6.95886,-0.727233,-5.39128,1.45151,14.3406,-3.99582,-3.40813,-3.76631,-3.31684,-3.11662,-3.48563,-4.59079,-3.81776,2.07785,6.61625,11.0278,20.7988,-12.6558,19.1248,13.0433,22.8219
--9.17725,0.459783,0.511657,3,7,0,12.5464,0.110616,2.39999,-0.252166,0.03957,2.34027,0.271925,-0.50666,0.645212,2.43723,-0.768493,-0.494581,0.205583,5.72723,0.763233,-1.10536,1.65912,5.95994,-1.73376,-5.4313,-3.52529,-3.84029,-3.47757,-3.11623,-3.31863,-3.94634,-4.10038,-9.20466,12.1721,15.1033,-4.48208,4.73458,2.52836,4.20016,11.1871
--7.04367,0.988114,0.168911,4,15,0,15.7745,-0.958264,2.46864,0.312895,-0.73143,1.87445,0.518453,-0.410937,1.24168,0.118455,0.283027,-0.185839,-2.7639,3.66909,0.321611,-1.97272,2.10699,-0.665842,-0.259571,-5.39241,-3.80083,-3.7784,-3.50113,-3.122,-3.3219,-4.96359,-4.04125,0.718071,-17.3516,-19.7074,-3.30536,11.8148,-13.3448,-10.2958,-14.6314
--5.37256,0.955384,0.29329,4,15,0,13.8154,1.20091,5.27598,0.279586,0.8214,-1.73408,-0.499752,0.0639495,-1.22813,0.651733,-0.484424,2.676,5.5346,-7.94809,-1.43577,1.53831,-5.27867,4.63944,-1.3549,-5.05211,-3.25191,-3.73935,-3.61089,-3.15593,-3.47973,-4.11405,-4.08455,-9.00561,13.3831,-16.399,12.8775,-2.44864,-12.9774,14.424,-15.217
--5.70851,0.874736,0.470964,3,7,0,10.0737,1.57695,3.0365,1.95472,0.690049,-0.0838799,-0.616683,-0.822522,0.0304274,1.23141,-1.12414,7.51244,3.67228,1.32225,-0.295601,-0.920632,1.66935,5.31614,-1.83649,-4.55974,-3.31517,-3.72802,-3.53678,-3.1162,-3.31869,-4.02593,-4.10476,20.5847,-0.685064,36.2064,-19.6067,-3.29175,17.8043,3.48242,-1.68528
--7.15459,0.334595,0.593998,2,3,0,15.5943,1.02474,0.765519,0.648139,0.64705,-0.109505,-0.590962,-1.24237,1.6132,0.695098,-0.877162,1.5209,1.52007,0.940909,0.572345,0.0736769,2.25967,1.55685,0.353253,-5.18508,-3.43147,-3.72186,-3.48756,-3.12328,-3.32339,-4.57341,-4.01864,4.60101,13.7471,-4.29418,2.57856,0.358457,19.5001,7.02886,7.13149
--6.4516,0.999317,0.137004,5,31,0,11.0232,-0.208793,11.4975,0.060592,-0.0979256,0.24051,-1.15695,-0.121607,0.133537,1.95703,-0.280406,0.487865,-1.3347,2.55648,-13.5109,-1.60698,1.32655,22.2923,-3.43277,-5.30903,-3.65721,-3.75183,-5.05525,-3.11844,-3.31727,-3.31364,-4.17686,-14.7307,8.97872,3.78529,-21.8561,7.24116,12.0519,2.04021,-4.21677
--7.96203,0.996222,0.25998,4,15,0,11.097,2.62846,0.75891,0.712456,0.946456,-0.521591,2.1124,0.0712762,-0.489927,-1.29346,0.882634,3.16915,3.34674,2.23262,4.23159,2.68256,2.25665,1.64685,3.2983,-4.99715,-3.32979,-3.745,-3.3485,-3.19987,-3.32336,-4.55865,-3.92616,-9.91244,22.141,-8.42146,5.24725,-0.786017,7.98075,-0.325035,-5.78485
--4.92743,0.82101,0.488797,3,7,0,18.1637,1.93309,3.4591,-0.0191922,-0.28864,-0.138913,-1.2056,0.576671,-1.18384,0.598473,0.979941,1.8667,0.934652,1.45257,-2.23721,3.92785,-2.16194,4.00327,5.3228,-5.14465,-3.47112,-3.73025,-3.66942,-3.26606,-3.35815,-4.20107,-3.87811,15.2418,-5.28598,-4.92557,-11.0495,-6.98356,-21.1534,-8.76316,-4.30698
--4.99903,0.929317,0.53061,3,15,0,9.22462,6.45374,4.71265,1.23411,0.741201,-0.229859,1.43627,-0.798236,1.04488,0.0300732,-0.169174,12.2697,9.94676,5.37049,13.2224,2.69193,11.3779,6.59546,5.65648,-4.17686,-3.24047,-3.82837,-3.47682,-3.2003,-3.76188,-3.87184,-3.87141,38.4122,17.1579,38.4056,26.8758,23.2449,16.9357,-9.01226,35.1728
--6.17846,0.34888,0.806914,3,9,1,13.8097,1.11411,3.22158,1.8661,0.950237,0.041277,0.721551,-1.24317,0.975878,-0.38145,0.708328,7.1259,4.17538,1.24709,3.43865,-2.89085,4.25799,-0.114757,3.39605,-4.59527,-3.29466,-3.72676,-3.36924,-3.13823,-3.3607,-4.86225,-3.92355,4.58165,14.1919,-26.8267,-3.36024,-5.34449,6.22182,0.603574,9.98717
--5.74487,0.993793,0.204914,4,15,0,10.8192,1.41287,3.44485,-0.694985,-0.252913,0.227311,0.0943382,0.954994,-0.770406,1.95868,-0.763724,-0.981248,0.541624,2.19592,1.73785,4.70268,-1.24106,8.16025,-1.21804,-5.49346,-3.49966,-3.74426,-3.43126,-3.31691,-3.33759,-3.70563,-4.07893,14.8024,-15.4334,-17.7723,10.8532,13.5461,-4.78582,9.98946,-34.147
--4.08549,0.97154,0.381166,3,7,0,8.82556,3.15976,2.08227,1.29749,-0.353947,0.109128,0.302255,-0.771611,0.577454,0.176003,0.947948,5.86148,2.42274,3.38699,3.78913,1.55306,4.36217,3.52624,5.13363,-4.71613,-3.37705,-3.7712,-3.35944,-3.1564,-3.36355,-4.26897,-3.88207,-6.22097,6.10289,12.5828,12.2072,0.964373,16.3787,-6.96404,-26.2236
--5.49535,0.818099,0.657489,3,15,0,10.339,5.75421,0.856653,-0.540934,0.683129,-0.137445,0.30743,1.19182,-0.250688,0.807849,-1.12231,5.29082,6.33942,5.63647,6.01758,6.77519,5.53946,6.44626,4.79278,-4.773,-3.23531,-3.83721,-3.32082,-3.48933,-3.40199,-3.88897,-3.88947,33.4981,-6.97241,24.3138,-1.35248,-9.83135,19.2666,-12.9357,7.84777
--4.73445,0.333334,0.709586,2,3,0,11.6891,4.86728,3.53153,-0.36141,0.285778,-0.654706,0.491794,0.172618,1.57288,1.1357,-0.625363,3.59095,5.87652,2.55517,6.60407,5.47689,10.4219,8.87804,2.6588,-4.95099,-3.24407,-3.7518,-3.31748,-3.37511,-3.68366,-3.63757,-3.94397,43.9313,15.1342,21.424,8.72773,5.69098,9.75052,33.201,-2.62782
--4.88759,0.996742,0.180387,4,31,0,7.33696,4.12493,3.65077,-0.204127,-0.166224,1.1108,-0.514672,-0.36086,-0.541906,-0.477726,1.54758,3.37971,3.51809,8.1802,2.24599,2.80752,2.14656,2.38087,9.7748,-4.97401,-3.32196,-3.93566,-3.41022,-3.20565,-3.32227,-4.44131,-3.81695,27.1452,0.711957,-1.90989,-7.01934,-0.832672,10.6189,14.4502,57.4565
--4.80585,0.974721,0.333731,4,15,0,8.91159,4.47158,3.7774,0.93184,0.711959,-1.2598,0.0546106,0.436664,0.573125,1.32518,-1.18603,7.99151,7.16093,-0.28718,4.67786,6.12103,6.6365,9.47731,-0.00852573,-4.51663,-3.22504,-3.7059,-3.33912,-3.42918,-3.44812,-3.5847,-4.03185,-0.097355,15.1944,29.7172,15.0537,-4.68479,-2.1718,16.5755,12.0648
--5.90796,0.909423,0.573222,3,7,0,8.93453,6.18488,2.81383,-0.435532,-0.795051,1.07525,0.150953,-0.961974,-0.558047,-1.12973,1.25039,4.95936,3.94774,9.21045,6.60963,3.47804,4.61463,3.00602,9.70327,-4.8067,-3.30363,-3.98273,-3.31746,-3.23995,-3.37082,-4.34562,-3.81745,27.3941,11.4636,15.314,9.28948,4.39836,-15.7454,2.65749,28.4958
--5.13749,1,0.807262,2,7,0,7.88141,6.02904,0.804477,0.429387,0.835599,0.12208,1.05376,0.409427,-0.082338,-0.969027,-0.414814,6.37447,6.70126,6.12725,6.87677,6.35842,5.9628,5.24948,5.69533,-4.66624,-3.22996,-3.85424,-3.3169,-3.4504,-3.41861,-4.0344,-3.87065,-15.9094,6.31938,-1.24039,14.7147,6.70231,25.5782,11.786,0.543674
--5.13749,0.0280975,1.46774,2,3,0,12.0845,6.02904,0.804477,0.429387,0.835599,0.12208,1.05376,0.409427,-0.082338,-0.969027,-0.414814,6.37447,6.70126,6.12725,6.87677,6.35842,5.9628,5.24948,5.69533,-4.66624,-3.22996,-3.85424,-3.3169,-3.4504,-3.41861,-4.0344,-3.87065,25.0439,-4.95874,18.3347,35.6396,21.947,3.12133,12.2607,-5.47687
--9.18762,0.988174,0.164422,4,31,0,10.9933,4.85567,0.216373,-1.38236,0.971205,0.527818,1.23195,0.8424,0.635393,-1.47956,1.03216,4.55656,5.06581,4.96987,5.12223,5.03794,4.99315,4.53553,5.079,-4.84831,-3.26457,-3.81559,-3.3314,-3.3412,-3.38272,-4.12798,-3.88323,17.3069,14.0544,29.263,3.88752,21.1714,2.34219,-7.52848,-6.91408
--8.10648,0.987142,0.290181,4,15,0,14.5147,4.49218,0.145299,-1.53457,1.68898,0.534348,0.249401,-0.0596991,0.134624,-0.470392,0.614917,4.26921,4.73759,4.56982,4.52842,4.48351,4.51174,4.42384,4.58153,-4.87843,-3.27474,-3.80345,-3.34208,-3.30177,-3.36779,-4.14308,-3.89424,-15.4418,12.4315,-8.95379,10.644,14.5424,19.851,7.78393,6.84446
--9.97218,0.897456,0.50583,3,7,0,15.7624,0.58063,0.22377,1.13526,-1.63804,-1.1254,0.487357,-1.18254,-0.802638,0.360161,-1.25406,0.834667,0.214087,0.328801,0.689686,0.316012,0.401024,0.661223,0.30001,-5.26689,-3.52463,-3.71317,-3.48138,-3.12685,-3.31832,-4.72469,-4.02056,3.1728,3.46008,-16.3322,2.44323,-4.84773,-18.3104,-1.08495,-10.8848
--5.83361,0.427894,0.6805,3,7,0,13.8837,2.18384,2.25059,1.10592,0.850364,-0.594889,-1.12583,0.224186,-1.60751,0.988897,0.408389,4.6728,4.09766,0.84499,-0.349936,2.68839,-1.43401,4.40944,3.10295,-4.83623,-3.29766,-3.7204,-3.54006,-3.20014,-3.34131,-4.14504,-3.93147,2.99088,8.68264,-10.5233,14.8,23.3927,24.5724,-6.87077,-26.9447
--7.02813,0.997135,0.249079,4,15,0,10.5153,-1.23614,6.16409,-0.058308,-0.799331,0.486787,1.32341,-0.337584,1.19716,-0.126998,-0.634534,-1.59556,-6.16329,1.76446,6.92151,-3.31704,6.14326,-2.01897,-5.14747,-5.57343,-4.22452,-3.73586,-3.31686,-3.1493,-3.42614,-5.22532,-4.26307,-13.1892,5.75072,22.5569,0.793344,1.45177,25.8059,-16.9558,-0.93981
--4.51928,0.236115,0.440723,4,23,0,20.0692,5.24669,3.23036,0.339569,0.991209,-0.535824,-1.20892,0.261652,-1.21133,0.549954,0.703345,6.34362,8.44865,3.51579,1.34144,6.09192,1.33365,7.02324,7.51875,-4.66921,-3.22253,-3.77445,-3.44915,-3.42663,-3.31729,-3.82397,-3.8403,-6.78771,4.58803,-18.9121,-2.35697,7.39909,-12.2891,-2.55316,17.0971
--2.36161,0.999989,0.0977791,5,31,0,5.10907,5.10404,12.7457,0.851839,-0.324475,0.108144,0.425893,-0.151714,0.488356,0.5424,0.288944,15.9613,0.968385,6.48241,10.5323,3.17034,11.3285,12.0173,8.78684,-3.94905,-3.46874,-3.86714,-3.36839,-3.22352,-3.75765,-3.40049,-3.82524,31.8252,-11.3286,25.0214,-5.34407,-2.48291,10.6725,11.3508,15.1565
--9.09581,0.926679,0.174047,4,15,0,11.7944,3.99982,1.82115,2.42067,0.0497448,-1.76105,0.176436,1.04641,0.473317,-1.03599,1.34514,8.40822,4.09041,0.792684,4.32114,5.90549,4.8618,2.11314,6.44952,-4.47996,-3.29795,-3.71962,-3.34649,-3.41052,-3.37846,-4.48349,-3.85685,-12.6558,5.40754,-7.34652,4.28594,1.08644,8.39363,-14.0215,17.5402
--5.33202,0.998604,0.25231,4,31,0,13.0821,6.28612,1.98626,0.916207,0.774313,1.1044,-0.631455,0.464699,-0.650033,0.872808,1.18502,8.10595,7.82411,8.47976,5.03189,7.20914,4.99499,8.01975,8.63989,-4.50648,-3.22168,-3.94892,-3.33284,-3.53215,-3.38278,-3.71955,-3.82673,7.23608,-0.450551,37.3993,-3.4676,11.7968,23.1991,9.0452,5.81417
--8.31598,0.87734,0.439922,3,7,0,10.7679,5.76344,0.766846,2.21112,1.1403,-0.80702,-0.783079,1.01188,0.0619826,1.29027,-0.332553,7.45903,6.63787,5.14458,5.16294,6.5394,5.81097,6.75288,5.50842,-4.56461,-3.2308,-3.82109,-3.33078,-3.46704,-3.41248,-3.85401,-3.87434,0.074778,12.0511,-3.96869,-13.6737,-6.15715,0.24878,8.35755,8.13828
--6.9412,0.920395,0.552679,3,7,0,12.5602,8.13373,2.73135,-1.23873,-1.79348,1.36434,0.150057,-0.316329,-0.488937,-0.0908429,-0.163472,4.75031,3.2351,11.8602,8.54358,7.26972,6.79827,7.8856,7.68723,-4.82821,-3.33504,-4.12283,-3.32668,-3.53831,-3.45576,-3.73303,-3.83801,15.6731,6.16928,12.6618,27.7388,13.4961,-20.2311,9.65066,-9.43357
--5.60962,0.986888,0.774035,3,7,0,9.67795,5.39438,6.89581,1.48289,-0.64924,-1.20721,0.0331922,-0.707508,1.51724,0.0661688,-0.349656,15.6201,0.917344,-2.93033,5.62327,0.515539,15.857,5.85067,2.98322,-3.96757,-3.47234,-3.69154,-3.32467,-3.13034,-4.22894,-3.95955,-3.93478,11.317,12.4351,-6.87251,9.02161,7.36769,10.9459,14.3362,4.84748
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+-3.68642,0.285714,0.548896,3,7,0,11.0139,5.82576,4.98991,0.445869,0.0970939,1.13354,-0.550254,-1.18751,0.929544,-0.545573,-0.145753,8.05061,11.482,-0.0998016,3.1034,6.31025,3.08004,10.4641,5.09847,-4.51138,-3.28215,-3.70796,-3.37958,-3.44604,-3.33471,-3.50547,-3.88282,-1.32638,10.211,11.5134,-13.7949,1.74556,-1.28031,-1.8315,9.41607
+-4.14183,0.999472,0.151316,5,31,0,5.81549,1.49199,7.13326,0.531115,-0.52021,-0.552958,0.825878,1.14086,0.680745,0.704046,-0.0683649,5.28057,-2.45241,9.63001,6.51413,-2.21881,7.38319,6.34792,1.00432,-4.77404,-3.76779,-4.00308,-3.31781,-3.12533,-3.4852,-3.90038,-3.99589,5.78424,-11.3719,25.5667,2.47503,-1.33939,8.22757,-7.37216,-7.99606
+-5.77077,0.921404,0.258731,4,15,0,11.3052,8.55359,2.12609,0.577639,0.0759579,1.35116,-0.759581,-1.55255,-0.000154278,0.252871,-0.516888,9.78171,11.4263,5.25273,9.09122,8.71509,6.93865,8.55326,7.45464,-4.36456,-3.28022,-3.82455,-3.3349,-3.69877,-3.46257,-3.66773,-3.84119,25.7673,20.7197,-9.34194,7.32844,-4.78184,6.4464,5.78728,21.6669
+-6.90939,0.952564,0.36071,4,15,0,12.6592,0.299984,1.71253,0.142937,-0.25867,-1.58081,1.5046,1.07428,0.0518215,0.423454,0.365075,0.544769,-2.4072,2.13973,1.02516,-0.142996,2.87665,0.38873,0.925186,-5.30208,-3.76307,-3.74312,-3.46435,-3.1207,-3.33139,-4.77231,-3.99859,-14.7239,-3.86053,24.826,-1.90496,7.64847,-20.8901,-6.31629,7.1269
+-7.04083,0.8782,0.540792,3,7,0,12.5217,8.371,2.586,0.377972,-1.2575,1.1122,-2.04065,-1.20799,0.486643,-0.779544,-0.308765,9.34843,11.2471,5.24713,6.3551,5.11909,3.09389,9.62945,7.57253,-4.40006,-3.27424,-3.82437,-3.31855,-3.34729,-3.33495,-3.57185,-3.83956,-8.30877,24.1395,26.8213,-10.5416,-13.9236,15.8417,6.85201,3.59022
+-10.4712,0.0312093,0.670479,2,3,0,13.2953,6.05398,9.11541,-0.301858,-1.37684,0.785565,-2.76908,-0.588073,0.672782,-1.04376,-0.614443,3.30242,13.2147,0.693454,-3.46027,-6.49645,-19.1873,12.1867,0.453086,-4.98248,-3.35749,-3.71817,-3.76897,-3.30265,-5.00083,-3.3905,-4.01507,0.237704,9.71519,-16.151,-5.2462,10.7161,-11.7518,20.335,1.62097
+-8.86044,1,0.103433,5,31,0,13.0495,3.65475,0.657329,1.06857,0.993681,-0.267731,2.05595,0.343947,-0.932964,1.24969,1.23092,4.35716,3.47876,3.88084,4.47621,4.30793,5.00619,3.04149,4.46387,-4.86918,-3.32373,-3.784,-3.34315,-3.29008,-3.38315,-4.34031,-3.89695,15.2773,-11.3488,14.2502,25.6859,13.5729,-2.89279,-7.15154,5.12575
+-7.73282,0.998097,0.174071,4,31,0,12.3297,-0.317946,0.30493,-0.0700247,0.950302,0.433853,1.00579,0.687474,-0.383946,-0.685886,1.13098,-0.339298,-0.185651,-0.108314,-0.527093,-0.0281698,-0.0112491,-0.435023,0.0269245,-5.41169,-3.55655,-3.70786,-3.55095,-3.12199,-3.32106,-4.92077,-4.03054,-5.62772,-0.310577,5.49102,20.5928,2.89931,-1.87682,-7.87233,-7.72369
+-7.663,0.992628,0.289442,4,15,0,12.812,5.67211,11.9747,2.15922,0.293588,-1.06717,-0.430143,0.620461,1.4876,0.788698,-0.318339,31.5281,-7.10688,13.1019,15.1165,9.18773,0.521286,23.4856,1.86011,-3.65465,-4.36261,-4.19792,-3.58906,-3.75684,-3.31778,-3.37198,-3.96798,32.3548,-21.6825,13.2219,5.99426,16.5924,7.45847,20.273,-26.1621
+-5.80392,0.378065,0.471592,3,7,0,11.1395,3.78751,8.93039,1.56751,0.408403,-0.59347,-0.0394752,0.493958,1.80032,1.47838,-0.0821701,17.786,-1.5124,8.19875,16.9901,7.43471,3.43498,19.8651,3.0537,-3.85882,-3.67395,-3.93647,-3.72924,-3.55533,-3.34133,-3.23892,-3.93282,41.8075,-1.8949,10.0772,-3.79049,3.61079,-12.5323,20.7032,18.1358
+-5.62999,0.998615,0.175784,5,31,0,9.73086,10.6273,1.79749,0.095776,-0.458993,0.170023,0.731531,0.0393832,-0.320807,-1.22988,-0.221065,10.7995,10.9329,10.6981,8.41662,9.80229,11.9422,10.0507,10.23,-4.28445,-3.26453,-4.05801,-3.32513,-3.83647,-3.8116,-3.53748,-3.81415,15.863,20.1191,-22.3033,-22.0062,-3.90934,13.4274,32.7167,12.7025
+-4.94753,0.979901,0.289495,4,15,0,9.18783,5.34352,10.1522,0.209323,-0.512977,-0.484104,-1.42263,-0.507954,0.893691,-0.0626177,1.63493,7.46861,0.428813,0.186687,4.70782,0.135695,-9.09926,14.4164,21.9416,-4.56374,-3.50814,-3.71136,-3.33855,-3.12412,-3.7383,-3.28573,-3.96183,19.27,-7.44073,31.0883,6.18554,-10.2342,-17.6043,17.7583,31.8866
 # Adaptation terminated
-# Step size = 0.508851
+# Step size = 0.298701
 # Diagonal elements of inverse mass matrix:
-# 13.0226, 1.52763, 0.935471, 0.731183, 1.00608, 0.787048, 0.598159, 0.769613, 0.711506, 1.17378
--7.33564,1,0.508851,3,7,0,11.518,1.76652,1.43462,-0.379885,1.01648,1.24227,-1.70368,0.988268,0.823402,-0.129851,-0.646082,1.22153,3.22479,3.54871,-0.677625,3.18432,2.9478,1.58024,0.839637,-5.22051,-3.33554,-3.77529,-3.56041,-3.22424,-3.33251,-4.56957,-4.00152,4.05187,-7.03315,17.7491,22.024,-10.0878,0.509758,6.97607,29.1283
--5.74346,0.970822,0.508851,3,7,0,12.0216,3.57816,7.54545,1.2818,-0.931613,-0.322152,1.62612,-1.08676,-1.10587,0.5377,0.194379,13.2499,-3.45128,1.14738,15.848,-4.62191,-4.76612,7.63534,5.04483,-4.11046,-3.87718,-3.72512,-3.64033,-3.19714,-3.45422,-3.75865,-3.88396,23.6415,-0.617279,-0.287285,19.8868,0.241203,-14.7373,4.24153,24.4422
--6.81567,1,0.508851,3,7,0,8.44867,3.46809,1.68826,-0.63921,1.58283,0.075865,-1.50165,1.0765,1.10483,0.517539,0.111713,2.38894,6.14033,3.59617,0.932912,5.2855,5.33333,4.34183,3.6567,-5.0846,-3.23882,-3.77651,-3.46894,-3.36004,-3.39443,-4.15425,-3.91673,6.73155,20.9515,24.6791,6.35758,8.65353,8.34836,2.95733,-30.1005
--4.60967,0.992258,0.508851,3,7,0,9.42628,1.80563,3.38136,0.257537,-1.25136,0.764577,-0.490432,0.0516302,0.547457,0.976447,0.709012,2.67646,-2.42568,4.39094,0.147307,1.98021,3.65678,5.10735,4.20306,-5.05206,-3.765,-3.79822,-3.51088,-3.17099,-3.346,-4.05263,-3.90313,2.50684,5.26279,8.89331,14.7197,17.5564,-10.8906,14.4232,7.21723
--5.27613,0.9685,0.508851,3,7,0,8.11598,2.7441,4.70805,1.25565,-1.44768,-1.20305,0.756888,-0.508834,-0.809008,0.344721,-0.124649,8.65574,-4.07166,-2.9199,6.30757,0.348484,-1.06475,4.36706,2.15725,-4.45855,-3.95015,-3.69154,-3.31882,-3.12739,-3.33445,-4.15081,-3.95882,13.2013,6.53978,-29.6023,6.84331,7.6259,-22.1711,13.7848,7.62024
--13.8717,0.229184,0.508851,3,7,0,19.6861,1.12221,0.577078,2.06325,-0.158114,-0.727393,2.54764,-1.93593,-0.076505,-1.51645,1.45069,2.31287,1.03096,0.702446,2.59239,0.00502509,1.07806,0.247098,1.95937,-5.09327,-3.46436,-3.7183,-3.39711,-3.1224,-3.31686,-4.79735,-3.96489,0.195671,-0.273402,10.5806,14.6919,-10.2795,4.48388,-4.33343,11.152
--8.58525,1,0.508851,3,7,0,17.6044,3.08446,0.475318,0.458713,0.889998,0.827369,0.712977,-1.13644,-0.125892,-1.63126,1.75661,3.30249,3.50749,3.47772,3.42335,2.54429,3.02462,2.30909,3.91941,-4.98247,-3.32244,-3.77348,-3.3697,-3.19371,-3.33377,-4.45255,-3.91008,-17.492,7.61434,-1.86685,5.30044,12.2492,2.98922,3.33255,13.6014
--5.91846,0.965928,0.508851,3,7,0,13.8764,5.94174,5.12008,0.0891167,-0.734351,-1.46724,-0.637386,0.913868,-0.111539,1.85482,0.608535,6.39802,2.1818,-1.57062,2.67827,10.6208,5.37065,15.4386,9.05748,-4.66398,-3.39078,-3.69552,-3.39401,-3.94976,-3.39577,-3.25433,-3.82267,-10.5139,7.67213,-8.62044,4.31274,29.8155,-4.76915,24.8138,-33.0616
--7.11987,0.224366,0.508851,3,7,0,11.2822,5.33427,0.0845312,-0.280301,-0.510427,-0.247022,-0.0797691,0.352793,1.26012,0.869162,0.496856,5.31057,5.29112,5.31338,5.32752,5.36409,5.44079,5.40774,5.37627,-4.77101,-3.25821,-3.82651,-3.32839,-3.36617,-3.39832,-4.01435,-3.87702,8.35723,-10.3897,9.28413,4.9107,-5.34699,19.3574,-1.35707,-5.30589
--6.31807,0.761388,0.508851,3,7,0,9.40799,3.96196,33.3096,0.32409,0.156843,-0.27845,-0.220211,-0.553536,-0.872927,0.386913,-0.0628541,14.7573,9.18635,-5.31311,-3.37317,-14.4761,-25.1149,16.8499,1.86832,-4.0167,-3.22856,-3.70198,-3.76147,-4.23719,-6.13496,-3.22814,-3.96772,8.55975,10.5807,-6.70228,-0.683479,-16.0473,-7.15605,17.7435,30.3051
--5.28314,0.192997,0.508851,3,7,0,11.8796,4.30998,0.777613,-0.356687,-0.943853,0.470751,0.291992,0.259541,0.583244,-0.0194222,-1.37951,4.03261,3.57602,4.67604,4.53703,4.5118,4.76351,4.29487,3.23725,-4.90351,-3.31938,-3.80661,-3.3419,-3.30369,-3.37536,-4.16068,-3.92781,13.5879,0.667574,31.4576,4.3156,-2.38214,-4.45426,3.58649,-0.00363568
--4.2197,0.998463,0.508851,3,7,0,6.72618,2.76655,9.28243,0.38439,1.22792,-0.357027,0.524564,-0.470188,-0.644179,-0.365563,0.809019,6.33462,14.1646,-0.547528,7.63578,-1.59793,-3.213,-0.626764,10.2762,-4.67007,-3.41154,-3.70327,-3.3185,-3.11837,-3.39018,-4.95631,-3.8139,-6.56249,0.262528,37.9845,-15.6503,-4.71115,-6.5652,-16.565,20.0088
--4.97588,0.46897,0.508851,3,7,0,10.3136,2.74475,3.75284,1.02382,1.11312,-0.272724,0.568861,-0.0104229,0.389286,-0.641109,1.60444,6.587,6.92213,1.72126,4.87959,2.70563,4.20568,0.338767,8.76596,-4.64591,-3.22733,-3.73506,-3.33541,-3.20093,-3.3593,-4.78112,-3.82545,11.7411,12.5937,10.1335,26.1716,7.29339,-9.51251,-2.72332,-6.5471
--4.22918,0.929936,0.508851,3,7,0,7.95918,5.16472,5.99621,-0.208185,-0.246171,-0.195015,-0.156059,-0.0387631,0.551834,-1.01205,0.376763,3.91641,3.68863,3.99537,4.22896,4.93229,8.47364,-0.903747,7.42387,-4.91592,-3.31446,-3.7871,-3.34856,-3.3334,-3.54764,-5.00828,-3.84163,12.1953,-4.34094,32.0326,12.2779,10.7506,13.7902,-6.70161,-14.8553
--8.41345,0.881346,0.508851,3,7,0,9.54561,3.91143,0.599085,0.478817,-0.230936,-1.46796,1.51849,0.657285,0.712541,-0.271208,-1.94739,4.19828,3.77308,3.032,4.82113,4.3052,4.3383,3.74895,2.74478,-4.88593,-3.31086,-3.76259,-3.33645,-3.2899,-3.36288,-4.23699,-3.9415,-16.262,-4.39085,-2.88349,8.8084,16.3482,13.3947,13.3579,-5.65237
--6.42347,0.717727,0.508851,3,7,0,12.0285,8.20884,1.8143,0.802921,-1.1256,-1.12208,0.515076,-0.224987,1.04103,1.3643,0.759053,9.66557,6.16666,6.17305,9.14334,7.80064,10.0976,10.6841,9.58598,-4.37399,-3.23833,-3.85587,-3.33582,-3.59426,-3.65884,-3.48914,-3.8183,3.14071,5.83811,8.93373,25.8715,-7.16393,24.1495,7.43005,52.09
--5.43396,0.99649,0.508851,3,7,0,10.1717,0.424014,2.1163,0.06302,1.126,0.739258,-0.122057,-0.506849,-1.24657,-0.367596,-0.458173,0.557383,2.80697,1.9885,0.165706,-0.648629,-2.2141,-0.353928,-0.545616,-5.30054,-3.35636,-3.74013,-3.50984,-3.11693,-3.35952,-4.90586,-4.0522,-8.5823,-13.5687,3.42024,18.2429,2.69229,-10.5678,1.64536,-13.1513
--5.85044,0.935809,0.508851,3,7,0,9.98875,7.84831,1.19107,0.244917,0.0635522,-0.813879,-0.822884,1.51886,0.574226,-0.167683,0.541328,8.14002,7.924,6.87892,6.8682,9.65738,8.53225,7.64859,8.49307,-4.50347,-3.22155,-3.88214,-3.31691,-3.81727,-3.55128,-3.75728,-3.82829,20.278,18.8674,11.1242,5.98698,7.44274,4.08234,28.0204,-5.33868
--4.82198,0.772893,0.508851,3,7,0,13.7602,3.33265,2.33798,-0.573107,-0.225071,-0.968223,-0.889463,1.09452,-0.461938,0.409984,0.759565,1.99274,2.80644,1.06897,1.25311,5.89163,2.25265,4.29119,5.1085,-5.13005,-3.35639,-3.72386,-3.45331,-3.40934,-3.32332,-4.16118,-3.8826,11.1958,2.3644,9.55021,-7.30189,14.1678,-12.824,0.01226,34.7902
--6.12713,0.799042,0.508851,3,7,0,14.2457,10.2258,3.34074,0.876037,0.212737,-0.326991,1.01841,-1.18583,0.452567,-0.351314,-1.23993,13.1524,10.9365,9.13337,13.628,6.26423,11.7377,9.05211,6.08346,-4.11688,-3.26464,-3.97906,-3.49836,-3.4419,-3.79327,-3.62185,-3.86333,35.2324,-1.29157,3.34112,29.128,3.91658,13.8319,41.1834,7.13511
--7.21421,0.973774,0.508851,3,7,0,10.376,1.45521,1.26941,-0.9034,-0.853786,0.290046,-1.63337,1.24144,-0.166302,-0.503223,0.760971,0.308426,0.371405,1.8234,-0.618205,3.03111,1.2441,0.816414,2.42119,-5.33104,-3.5125,-3.73697,-3.55666,-3.21647,-3.31708,-4.6979,-3.95091,-28.1716,-10.4419,18.9159,-7.97407,-2.93398,-15.2722,-0.843038,-12.8995
--8.03614,0.93013,0.508851,3,7,0,13.3104,9.98671,1.67114,0.181087,-1.41776,1.2437,0.737482,0.217686,-1.58592,0.531951,-1.00883,10.2893,7.61742,12.0651,11.2191,10.3505,7.3364,10.8757,8.3008,-4.32403,-3.22226,-4.1348,-3.39039,-3.91143,-3.48274,-3.4753,-3.83043,27.5134,-9.43109,0.141071,15.1107,15.5436,12.6054,16.2221,9.10074
--8.78889,0.979283,0.508851,3,7,0,12.9666,0.354889,3.04215,-0.475738,0.932738,-2.1382,-0.711363,0.870752,1.12574,-0.710362,1.18608,-1.09238,3.19242,-6.14984,-1.80919,3.00385,3.77955,-1.80614,3.96313,-5.5078,-3.33709,-3.71091,-3.6375,-3.21512,-3.34876,-5.18294,-3.90899,3.15899,10.7416,-0.633471,-7.51982,8.83261,3.6753,-8.68552,10.2075
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+-4.29673,0.973607,0.298701,4,15,0,11.8066,2.33458,5.06701,0.936671,-0.114264,0.154244,-0.636432,1.15673,0.0170147,0.692202,-1.06583,7.0807,3.11614,8.19576,5.84197,1.75561,-0.890222,2.4208,-3.06596,-4.59947,-3.34078,-3.93634,-3.32238,-3.16304,-3.3316,-4.43508,-4.15959,-15.9001,0.851256,26.9712,8.42796,8.3954,-12.4332,10.0616,-8.11024
+-7.00182,0.883983,0.298701,4,15,0,12.0094,-1.0203,4.32209,0.788839,0.31646,0.857686,0.408764,-2.29977,1.61322,0.629391,0.614493,2.38914,2.6867,-10.9601,1.69999,0.34747,0.746419,5.95218,1.6356,-5.08458,-3.36268,-3.81528,-3.43291,-3.12737,-3.3171,-3.94727,-3.97508,21.6381,2.95945,-8.71215,5.85179,-4.75696,-1.97892,-9.22513,-0.800425
 # 
-#  Elapsed Time: 0.297 seconds (Warm-up)
-#                0.036 seconds (Sampling)
-#                0.333 seconds (Total)
+#  Elapsed Time: 0.042168 seconds (Warm-up)
+#                0.010171 seconds (Sampling)
+#                0.052339 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-2.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-2.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-2.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-2.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,621 +28,621 @@
 #         stepsize_jitter = 0 (Default)
 # id = 2
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\fdo0f5kc.json
+#   file = /tmp/tmp2ipdytqf/x8rvpwpf.json
 # init = 2 (Default)
 # random
-#   seed = 42813
+#   seed = 31709
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-2-um2trvs6.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-2-6qogngy4.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
--10.1438,0.860407,1,2,3,0,16.2912,1.96986,0.271417,0.128526,-1.25819,-1.06317,-1.06716,0.681899,1.17102,1.56195,1.67022,2.00474,1.62836,1.6813,1.68021,2.15494,2.28769,2.3938,2.42318,-5.12866,-3.42451,-3.73433,-3.43378,-3.17761,-3.32369,-4.43929,-3.95085,16.9584,7.56753,-28.2047,-2.52002,9.00976,-1.72017,-1.35401,15.0023
--10.1438,0,11.1609,0,1,1,13.7608,1.96986,0.271417,0.128526,-1.25819,-1.06317,-1.06716,0.681899,1.17102,1.56195,1.67022,2.00474,1.62836,1.6813,1.68021,2.15494,2.28769,2.3938,2.42318,-5.12866,-3.42451,-3.73433,-3.43378,-3.17761,-3.32369,-4.43929,-3.95085,8.6586,-4.64643,9.18491,6.12244,-8.49633,-6.78867,5.00834,5.23644
--10.1438,0.0631739,1.74953,1,2,1,14.0197,1.96986,0.271417,0.128526,-1.25819,-1.06317,-1.06716,0.681899,1.17102,1.56195,1.67022,2.00474,1.62836,1.6813,1.68021,2.15494,2.28769,2.3938,2.42318,-5.12866,-3.42451,-3.73433,-3.43378,-3.17761,-3.32369,-4.43929,-3.95085,19.7165,-14.5041,-18.5669,2.61976,11.3751,-27.0042,19.28,-7.87558
--4.91758,0.99434,0.195613,4,15,0,12.4058,3.01493,1.38305,-1.03522,0.540251,-0.902652,1.00689,0.271599,0.318301,0.685079,0.489172,1.58318,3.76213,1.76652,4.40751,3.39057,3.45516,3.96243,3.69148,-5.17776,-3.31132,-3.7359,-3.34461,-3.23516,-3.34174,-4.20679,-3.91584,13.8744,2.02202,-6.72434,8.7481,12.7115,-2.74623,25.4513,-13.3465
--4.9632,0.997249,0.256533,4,15,0,6.89512,2.83866,8.99782,1.16057,-0.694257,0.51275,-0.36208,-0.112707,-0.389706,0.40621,-1.53053,13.2813,-3.40814,7.4523,-0.419271,1.82455,-0.667842,6.49367,-10.9328,-4.10841,-3.87225,-3.90491,-3.54429,-3.16541,-3.32833,-3.8835,-4.6209,16.36,-1.35014,8.39896,-10.7622,8.78376,-8.5245,-2.56139,-0.986214
--6.74731,0.926928,0.393862,4,15,0,10.6638,0.0912447,0.981191,-0.184609,0.651419,-0.448038,0.271359,-0.200087,-0.245331,-0.504874,2.03824,-0.0898924,0.730411,-0.348366,0.3575,-0.105079,-0.149472,-0.404133,2.09114,-5.38042,-3.48576,-3.70526,-3.49916,-3.12111,-3.32229,-4.91508,-3.96083,14.9931,-12.0435,11.8605,16.685,11.5451,-11.0834,-29.1453,19.6384
--7.47672,0.975332,0.53239,3,15,0,13.378,3.79645,0.193548,-0.175041,1.1422,-0.0341776,-0.423246,1.65322,-0.0677104,-0.694727,-0.809936,3.76257,4.01752,3.78984,3.71453,4.11643,3.78335,3.66199,3.63969,-4.93244,-3.30082,-3.78157,-3.36144,-3.27775,-3.34885,-4.24942,-3.91717,-11.199,13.0779,8.88259,16.1096,5.41126,9.17495,0.299821,-6.36443
--11.3833,0.549838,0.875219,2,7,0,15.9123,2.33625,5.25407,-0.339133,-1.26579,2.00121,0.34377,1.50807,-2.32189,0.275512,-0.0838689,0.554425,-4.31429,12.8508,4.14245,10.2598,-9.86311,3.78381,1.8956,-5.3009,-3.97973,-4.18224,-3.35058,-3.89877,-3.80447,-4.23202,-3.96687,6.8299,-8.56793,28.5934,-7.82661,30.1431,-21.391,11.5544,-3.99329
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+-8.36422,0.970557,0.466705,3,7,0,14.156,4.16698,1.56426,0.0928929,2.33384,-1.27713,-1.02101,0.957121,-0.977198,-0.110303,0.0265707,4.31229,2.16922,5.66417,3.99444,7.81771,2.56986,2.63839,4.20855,-4.87389,-3.39151,-3.83814,-3.35416,-3.59611,-3.32702,-4.40142,-3.90299,16.7879,-6.15576,22.439,15.2614,10.8246,7.95488,-7.70073,-6.86893
+-6.92298,0.368702,0.715396,2,7,0,11.7834,1.16309,0.444134,-0.507681,1.39049,-1.01701,-1.02569,0.0371941,-0.269253,-0.199834,0.546858,0.937614,0.711402,1.17961,1.07434,1.78065,0.707549,1.04351,1.40597,-5.25448,-3.48714,-3.72565,-3.46193,-3.16389,-3.31719,-4.65914,-3.98251,-24.2935,-8.35139,-12.2758,1.13072,5.03007,-0.39863,-3.82081,-9.83258
+-6.49962,0.988048,0.261379,4,15,0,12.0534,11.1491,7.15407,1.24266,-1.98121,0.814627,0.104468,-0.545557,0.644678,-0.537078,-0.0560875,20.0392,16.977,7.24617,7.30683,-3.02462,11.8965,15.7612,10.7479,-3.76782,-3.62446,-3.89657,-3.31722,-3.14147,-3.80747,-3.24658,-3.81173,30.7599,28.4978,15.1501,8.53135,-4.88899,32.7254,12.0107,-2.21285
 # Adaptation terminated
-# Step size = 0.376854
+# Step size = 0.404623
 # Diagonal elements of inverse mass matrix:
-# 11.9041, 1.60384, 0.800009, 0.994846, 1.31884, 0.908467, 0.955974, 1.01903, 0.817898, 0.785695
--5.45902,0.907529,0.376854,3,7,0,7.36169,6.58034,3.62687,-0.834677,0.0560847,-1.1316,0.152676,-1.54851,0.926427,1.00679,-0.604181,3.55308,6.78375,2.47618,7.13408,0.964096,9.94037,10.2318,4.38906,-4.9551,-3.22892,-3.7501,-3.31691,-3.13998,-3.64712,-3.52324,-3.8987,20.0496,11.7887,-9.63196,-3.21752,20.4176,-2.8998,6.04978,-20.6497
--2.4989,0.999012,0.376854,3,7,0,6.24928,5.06716,5.42872,0.549105,0.45205,0.63438,-0.417259,-0.462338,-0.0572255,0.182256,0.528033,8.04809,7.52121,8.51103,2.80198,2.55725,4.7565,6.05658,7.9337,-4.51161,-3.22267,-3.95032,-3.38966,-3.19427,-3.37514,-3.93475,-3.83483,10.9275,-10.2673,-2.2405,-0.753094,1.91546,20.2858,-0.664753,22.5307
--6.78826,0.903874,0.376854,3,7,0,7.78775,-1.76209,1.26968,0.806553,1.255,0.820632,0.0814434,0.456268,-0.818367,0.302064,0.75591,-0.738022,-0.16863,-0.720146,-1.65868,-1.18277,-2.80116,-1.37856,-0.802322,-5.46226,-3.55516,-3.70168,-3.62664,-3.11637,-3.37654,-5.09917,-4.06224,-15.4175,-9.85203,5.02246,3.37666,-3.82228,8.39429,0.206705,-34.9992
--5.91018,0.997787,0.376854,3,15,0,10.5843,5.98912,7.49353,-0.561329,0.318178,-0.0492218,-1.23035,-0.122951,-1.74387,0.67034,0.960516,1.78278,8.3734,5.62028,-3.23058,5.06779,-7.07864,11.0123,13.1868,-5.15442,-3.22222,-3.83666,-3.74933,-3.34343,-3.58652,-3.46566,-3.81148,-17.8035,1.04326,2.43884,-11.0155,-8.07728,-29.2703,-0.297796,45.7927
--6.82633,0.982561,0.376854,4,15,0,11.3555,3.62429,2.09655,2.29666,-0.70678,-0.0946103,0.789144,0.39998,1.07901,-0.0701011,-1.13472,8.43935,2.14249,3.42593,5.27877,4.46287,5.88648,3.47732,1.24528,-4.47725,-3.39308,-3.77218,-3.32908,-3.30038,-3.4155,-4.27607,-3.9878,-0.152628,-5.28479,-5.93162,14.1086,2.75813,13.1146,-2.46666,7.82782
--8.0337,0.187158,0.376854,3,7,0,13.4243,2.12377,6.98456,2.13462,-1.22872,0.194215,0.625491,0.236884,1.13648,-0.68108,-0.7622,17.0332,-6.45829,3.48027,6.49255,3.77829,10.0615,-2.63327,-3.19986,-3.89426,-4.26674,-3.77355,-3.3179,-3.2571,-3.65614,-5.35018,-4.16585,40.7178,-14.7717,1.84601,6.62022,15.0037,15.7688,28.6477,-15.2407
--6.06818,1,0.376854,3,7,0,11.0927,8.13151,0.366027,0.187354,-0.55515,0.119454,0.453501,0.816668,0.936305,-0.245637,0.683838,8.20008,7.92831,8.17523,8.2975,8.43043,8.47422,8.0416,8.38181,-4.49818,-3.22155,-3.93544,-3.32379,-3.66513,-3.54768,-3.71737,-3.82951,32.7756,3.51002,-18.5649,22.8153,10.4705,3.85615,10.5929,25.2664
--13.9733,0.863215,0.376854,3,7,0,17.807,5.29397,0.395657,-1.53968,0.322087,-1.40777,1.08694,0.853848,0.90241,-1.19154,-3.31233,4.68478,5.42141,4.73698,5.72402,5.6318,5.65102,4.82253,3.98342,-4.83499,-3.25477,-3.80844,-3.32356,-3.38765,-3.40622,-4.08975,-3.90849,25.5025,12.3454,8.06295,1.15851,2.62823,2.37236,12.3616,-3.92349
--12.6154,0.997457,0.376854,3,15,0,16.6019,6.44361,0.704867,-1.55848,-0.513661,-1.71446,0.659648,0.354212,1.52845,-1.40556,-2.63021,5.3451,6.08155,5.23515,6.90858,6.69329,7.52097,5.45288,4.58967,-4.76753,-3.23993,-3.82398,-3.31687,-3.48151,-3.49255,-4.00867,-3.89405,-17.2215,7.18251,5.08449,2.66665,-6.39613,1.13329,21.4984,5.03961
--13.6566,0.943528,0.376854,3,7,0,20.4251,1.58464,0.681419,-1.11016,-1.36875,-3.42852,0.251358,-0.232645,1.79159,-0.752827,-0.512781,0.828158,0.651949,-0.751611,1.75592,1.42611,2.80546,1.07165,1.23522,-5.26768,-3.49149,-3.7014,-3.43047,-3.1525,-3.3303,-4.65437,-3.98814,-38.1425,-16.584,-5.8176,-2.40913,11.8168,7.07996,-6.55658,1.8013
--7.17437,0.987912,0.376854,3,15,0,18.3135,6.462,2.82538,-0.357137,0.926788,-0.0734725,1.44472,-2.23865,-0.500884,-0.424481,1.08527,5.45295,9.08053,6.25441,10.5439,0.136957,5.04681,5.26268,9.5283,-4.7567,-3.22736,-3.8588,-3.36873,-3.12414,-3.38451,-4.03272,-3.81874,-26.5466,22.3714,11.7174,32.8515,4.97832,-0.361657,7.73573,29.8371
--11.2632,0.936916,0.376854,4,15,0,15.0618,-0.23034,3.01587,1.09483,-0.658563,-0.437946,-1.78347,0.0997897,2.41876,0.490553,-1.9355,3.07151,-2.21648,-1.55113,-5.60907,0.070613,7.06434,1.2491,-6.06757,-5.00794,-3.74341,-3.69563,-3.97381,-3.12324,-3.4688,-4.62449,-4.31307,15.2297,-7.17797,-9.72296,0.780395,-12.4825,29.8238,-0.136481,-0.0385683
--6.6098,1,0.376854,3,7,0,13.8528,0.741465,1.94355,-0.0122022,-0.994107,1.42659,-1.2094,0.139045,0.411329,0.664891,-1.02644,0.717749,-1.19063,3.51412,-1.60907,1.0117,1.5409,2.03371,-1.25347,-5.28104,-3.64386,-3.77441,-3.6231,-3.14114,-3.31804,-4.49614,-4.08038,-3.9008,-11.2234,5.13455,14.6285,5.00513,-3.44728,2.7984,2.35406
--5.43465,0.974972,0.376854,4,15,0,11.7906,8.07076,1.84479,0.360091,1.1229,-0.33128,1.12811,-0.939934,-0.0277172,-0.106372,1.11901,8.73505,10.1423,7.45962,10.1519,6.33678,8.01963,7.87452,10.1351,-4.45174,-3.24447,-3.90521,-3.35788,-3.44844,-3.52045,-3.73415,-3.81468,-3.33676,12.8768,47.5757,12.9183,-10.7752,18.0451,4.8964,2.67825
--7.60472,0.959309,0.376854,3,15,0,11.4005,9.65513,2.27682,-0.740693,-0.147034,-0.911284,1.7862,-0.802284,-0.840235,0.6151,1.41283,7.96871,9.32036,7.5803,13.722,7.82848,7.74207,11.0556,12.8719,-4.51866,-3.23024,-3.91017,-3.50355,-3.59729,-3.50467,-3.46265,-3.81048,15.8088,18.2394,20.3498,4.09821,5.84604,15.7977,28.353,9.70343
--6.14905,0.982891,0.376854,3,7,0,12.8528,9.39147,3.03713,-0.078524,-0.323526,-0.247636,1.55369,-0.576664,-1.14115,1.1398,0.963879,9.15298,8.40888,8.63937,14.1102,7.64007,5.92564,12.8532,12.3189,-4.41634,-3.22236,-3.95613,-3.52574,-3.57697,-3.41709,-3.35397,-3.80947,17.0974,-15.0632,13.7447,8.1708,3.90267,12.9722,-4.56963,7.82105
--7.94896,0.980348,0.376854,4,15,0,11.5736,-0.924835,2.3345,1.84623,0.94588,-0.13722,-1.16982,0.702397,1.44254,0.367937,-0.820525,3.38519,1.28332,-1.24517,-3.65579,0.714914,2.44278,-0.0658853,-2.84035,-4.97341,-3.44709,-3.69754,-3.78603,-3.13432,-3.32544,-4.8534,-4.14918,18.2029,19.7809,-5.55417,-10.7204,-0.653685,13.4533,9.92676,-8.20249
--9.09036,0.167733,0.376854,3,7,0,18.1203,1.01933,7.56841,1.47171,1.08565,-0.118176,-2.01127,0.72256,1.66626,0.668803,0.0769015,12.1578,9.23597,0.124924,-14.2027,6.48795,13.6303,6.0811,1.60135,-4.18471,-3.22916,-3.7106,-5.17451,-3.46227,-3.97602,-3.93182,-3.97618,19.5724,-4.86462,-15.1383,-20.9354,13.9883,16.8749,-2.37578,19.0868
--7.3879,1,0.376854,4,15,0,11.3063,0.248915,4.59091,1.29536,0.435517,0.11337,-1.68424,0.932814,1.70566,0.431613,0.217256,6.19581,2.24834,0.769386,-7.48329,4.53138,8.07946,2.23041,1.24632,-4.68348,-3.38693,-3.71928,-4.18363,-3.30503,-3.52394,-4.46492,-3.98777,6.6213,2.3947,-32.0203,-10.217,-4.25408,17.1608,6.75166,-5.36478
--9.71716,0.895148,0.376854,4,15,0,16.4793,4.40619,2.89532,1.82145,1.31141,-1.34219,0.897532,-1.84059,-1.69841,0.306748,1.73214,9.67988,8.20315,0.520132,7.00483,-0.922909,-0.511245,5.29432,9.42129,-4.37283,-3.22173,-3.71573,-3.31683,-3.1162,-3.32627,-4.02869,-3.81957,18.1131,16.801,0.525843,22.5971,5.15537,-4.86891,10.6053,-20.2863
--5.73564,0.996534,0.376854,3,7,0,14.6529,8.36318,4.49596,0.50974,-0.513029,0.336199,0.36408,-0.511382,0.57599,2.25988,-0.605684,10.6549,6.05662,9.87471,10.0001,6.06402,10.9528,18.5235,5.64005,-4.29555,-3.24041,-4.01527,-3.35403,-3.42419,-3.72617,-3.22289,-3.87173,4.41275,-6.61565,20.9128,15.545,13.2086,14.4545,16.7426,8.39133
--7.3589,0.965787,0.376854,3,7,0,10.49,-2.68145,3.89381,0.729836,-1.30914,0.715403,0.668047,-0.442204,0.270715,1.65136,-0.676525,0.160392,-7.77898,0.104191,-0.0802039,-4.40331,-1.62734,3.74861,-5.31571,-5.34931,-4.4664,-3.71035,-3.52398,-3.18766,-3.34536,-4.23703,-4.27202,10.7696,-17.8131,3.96493,5.07175,-7.06146,4.22894,-3.11825,-0.28034
--12.3266,0.934786,0.376854,4,15,0,16.7676,11.6979,0.0360912,-0.184325,1.99999,-0.7548,-0.558013,-0.086941,-0.155666,-1.24041,0.606008,11.6913,11.7701,11.6707,11.6778,11.6948,11.6923,11.6532,11.7198,-4.21804,-3.29259,-4.1119,-3.40725,-4.11096,-3.78925,-3.42294,-3.80943,-6.01776,-2.3027,0.134303,27.4064,18.6258,22.8443,5.39117,18.8513
--12.5937,0.999123,0.376854,3,7,0,15.4128,8.62313,0.0159282,-0.0995089,1.69476,-1.1259,-1.43339,-0.163533,0.260339,-1.45246,0.873314,8.62154,8.65012,8.6052,8.6003,8.62052,8.62728,8.59999,8.63704,-4.46149,-3.22364,-3.95458,-3.32742,-3.68749,-3.55723,-3.66332,-3.82676,23.7462,2.4695,-17.221,21.4687,11.6993,7.91588,1.14817,-5.88201
--6.22367,0.577494,0.376854,3,7,0,16.3873,8.33848,7.27597,0.0492122,-0.195923,0.351864,-1.37323,-0.157942,0.599101,-0.979379,-0.242183,8.69655,6.91295,10.8986,-1.6531,7.1893,12.6975,1.21255,6.57636,-4.45504,-3.22743,-4.06882,-3.62624,-3.53014,-3.88226,-4.63062,-3.85471,-4.71123,-2.66408,10.3274,-16.983,0.0794697,24.3197,-0.978325,8.32891
--3.458,0.988997,0.376854,3,7,0,8.75191,8.24685,3.31459,0.21874,0.393157,0.13258,0.105592,0.350364,-0.0852162,0.923882,-0.437831,8.97188,9.55,8.68629,8.59684,9.40816,7.96439,11.3091,6.79562,-4.43159,-3.23354,-3.95826,-3.32737,-3.78487,-3.51726,-3.44536,-3.85111,-3.72934,-5.48036,12.3901,8.09242,-3.72397,6.80085,-4.96117,5.4787
--4.43514,0.913729,0.376854,3,7,0,8.14902,0.804476,0.966807,0.271633,-0.0670678,0.245367,-0.83758,0.404043,0.172111,0.253968,-0.225918,1.06709,0.739635,1.0417,-0.00530135,1.19511,0.970874,1.05001,0.586057,-5.23895,-3.48509,-3.72343,-3.51962,-3.14591,-3.31684,-4.65803,-4.01036,-6.19149,1.39313,-8.3404,16.5442,-11.4058,-6.47498,21.8706,-2.37741
--2.76346,0.982357,0.376854,3,7,0,7.32612,5.93118,7.71474,1.14859,0.163962,-0.515061,0.182405,-0.262547,0.34805,1.11421,-0.71112,14.7922,7.1961,1.95762,7.33839,3.9057,8.6163,14.527,0.445077,-4.01464,-3.22475,-3.73953,-3.31731,-3.26472,-3.55654,-3.28183,-4.01535,19.4186,9.66239,8.5949,1.06689,5.71274,24.2642,2.02883,26.9448
--5.033,0.84828,0.376854,4,15,0,9.83218,6.7339,5.84857,-0.462513,0.0969448,0.406607,1.36961,-0.0242168,-0.873084,1.51189,-0.406988,4.02886,7.30089,9.11197,14.7442,6.59226,1.62761,15.5763,4.3536,-4.90391,-3.22397,-3.97805,-3.56465,-3.47198,-3.31846,-3.2509,-3.89954,10.5272,-4.95838,8.17702,19.1132,3.91597,-13.7764,19.8817,-30.5321
--3.11873,0.918472,0.376854,3,7,0,7.79435,6.09269,2.56931,0.420091,0.589645,0.0826011,0.187603,-0.77962,-0.753763,0.649484,-0.376499,7.17203,7.60767,6.30491,6.5747,4.0896,4.15603,7.76141,5.12534,-4.591,-3.22229,-3.86063,-3.31758,-3.27606,-3.35799,-3.74567,-3.88224,34.8941,8.91245,6.16574,13.8182,12.9876,4.53757,12.2153,29.5235
--4.84359,0.93144,0.376854,3,7,0,7.78251,9.39669,14.0721,0.602939,0.46436,0.954165,0.130204,-0.525534,-0.144749,0.254887,0.705934,17.8813,15.9312,22.8238,11.2289,2.0013,7.35976,12.9835,19.3307,-3.85452,-3.53605,-4.99401,-3.39073,-3.17177,-3.48397,-3.34735,-3.89224,35.6123,25.2633,56.6503,25.9289,10.6144,-2.50649,28.581,-9.33512
--5.31336,0.420141,0.376854,4,15,0,10.8441,10.4931,3.3729,0.516,-0.00571902,-0.366353,0.125304,0.207735,1.07119,-0.481041,-0.280889,12.2335,10.4738,9.25738,10.9157,11.1937,14.1061,8.87055,9.54564,-4.1794,-3.25212,-3.98497,-3.38019,-4.03398,-4.02662,-3.63826,-3.81861,21.0929,15.9698,-7.16971,16.1676,1.22951,2.27562,23.4294,-2.54551
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+-8.21911,6.88214e-05,0.404623,2,3,0,14.0084,6.88429,3.70795,0.103917,0.243417,1.13418,-1.00704,0.449293,-1.89505,1.70022,0.22324,7.26961,11.0898,8.55025,13.1886,7.78687,3.15024,-0.14245,7.71206,-4.58199,-3.26926,-3.95209,-3.4751,-3.59276,-3.33594,-4.86727,-3.83768,-7.57545,4.87334,11.2422,10.089,30.0084,23.342,24.443,6.92805
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+-4.23181,1,0.404623,3,7,0,12.0106,4.84069,6.995,0.556811,0.693018,-0.32401,0.379838,0.470203,-0.303856,0.617731,-0.706851,8.73558,2.57424,8.12976,9.16172,9.68835,7.49766,2.71522,-0.10373,-4.4517,-3.36872,-3.93346,-3.33614,-3.82135,-3.49129,-4.38965,-4.03539,8.74038,-1.83183,-25.9114,13.4438,3.24101,13.8907,10.5203,-8.16016
+-8.0549,0.775604,0.404623,3,7,0,10.3726,8.77038,0.97741,0.210408,-1.06477,-0.878612,0.747944,-2.26782,0.900081,0.16159,0.409594,8.97604,7.91162,6.55379,8.92832,7.72966,9.50143,9.65013,9.17072,-4.43124,-3.22156,-3.8698,-3.3322,-3.58658,-3.61549,-3.57013,-3.82166,-1.52133,4.155,-17.4092,8.5937,-2.43069,12.8119,0.314872,13.0803
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+-2.79756,0.956047,0.404623,3,7,0,9.04508,6.8404,4.36995,0.58353,-0.192618,0.530755,-0.186937,0.523426,0.147738,-0.531708,-0.227056,9.3904,9.15977,9.12775,4.51686,5.99867,6.0235,7.48601,5.84818,-4.39658,-3.22825,-3.9788,-3.34231,-3.41852,-3.42111,-3.77424,-3.86771,2.78546,-0.560833,13.2936,-5.63263,-4.47663,8.8246,15.9521,-5.61671
+-4.05708,0.565008,0.404623,3,7,0,6.587,6.74274,1.28664,0.666944,-0.431897,0.646043,-0.184375,0.320133,0.398808,-0.955611,-0.0980765,7.60085,7.57396,7.15463,5.51321,6.18704,6.50551,7.25586,6.61655,-4.55171,-3.22243,-3.89293,-3.32597,-3.43501,-3.44208,-3.79871,-3.85403,22.3624,6.64819,19.4835,6.01702,18.6667,11.3409,6.66054,7.30597
+-7.10276,0.85934,0.404623,3,7,0,8.84306,2.2129,6.53203,-1.35485,-0.988984,0.555304,0.115552,-0.480266,-1.08358,0.0110199,0.155788,-6.63706,5.84016,-0.924216,2.28488,-4.24718,2.96768,-4.86508,3.23051,-6.29305,-3.24485,-3.69994,-3.4087,-3.18125,-3.33283,-5.83558,-3.92799,-14.1509,-8.31662,-28.5804,1.48308,1.93046,3.45483,7.87207,-18.4928
+-9.63333,0.952515,0.404623,3,7,0,12.5219,7.33307,0.187511,0.530101,1.47137,-1.44195,-0.565557,1.39845,-0.595014,0.239224,1.32932,7.43247,7.06269,7.5953,7.37793,7.60897,7.22702,7.2215,7.58233,-4.56704,-3.22592,-3.91079,-3.31742,-3.57366,-3.47706,-3.8024,-3.83943,-15.4096,21.297,-16.3349,9.51875,12.0108,1.17058,-10.8054,22.0126
+-9.47001,0.972126,0.404623,3,7,0,14.8514,4.95371,3.71188,-0.779143,1.12309,-0.900559,1.26192,1.91961,-0.508963,1.00048,1.43378,2.06163,1.61095,12.0791,8.66739,9.12248,9.63781,3.0645,10.2757,-5.1221,-3.42562,-4.13563,-3.32832,-3.74866,-3.62515,-4.33687,-3.8139,15.936,-0.139161,28.7263,6.69072,13.2012,17.755,8.21879,6.73271
+-10.0231,0.998731,0.404623,3,7,0,15.5634,0.0147585,0.756786,-0.166526,-0.904897,1.44473,1.58429,2.26949,0.151043,0.841247,-0.241884,-0.111266,1.10811,1.73227,0.651402,-0.670055,1.21373,0.129066,-0.168296,-5.38308,-3.45901,-3.73527,-3.48338,-3.11684,-3.31702,-4.81838,-4.03781,-13.9955,-4.97614,14.3811,-0.903628,8.85237,-3.36246,-4.96789,-8.01378
 # 
-#  Elapsed Time: 0.278 seconds (Warm-up)
-#                0.048 seconds (Sampling)
-#                0.326 seconds (Total)
+#  Elapsed Time: 0.023495 seconds (Warm-up)
+#                0.004659 seconds (Sampling)
+#                0.028154 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-3.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-3.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-3.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-3.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,621 +28,621 @@
 #         stepsize_jitter = 0 (Default)
 # id = 3
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\fdo0f5kc.json
+#   file = /tmp/tmp2ipdytqf/x8rvpwpf.json
 # init = 2 (Default)
 # random
-#   seed = 42813
+#   seed = 31709
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-3-3nda9m2m.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-3-rh2l2pkd.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
--12.678,0,2,0,1,1,19.1103,-1.97706,0.281165,1.07855,1.90646,-1.20198,1.95357,-1.18919,-0.11587,-0.983402,-0.0730637,-1.67381,-1.44103,-2.31502,-1.42779,-2.31142,-2.00964,-2.25356,-1.9976,-5.58373,-3.66719,-3.69244,-3.61034,-3.12678,-3.35426,-5.27256,-4.11168,8.94166,-8.74877,2.70552,-3.50372,7.4675,-2.76646,-14.0425,-3.40437
--12.678,3.75998e-66,2.33506,1,1,0,15.4469,-1.97706,0.281165,1.07855,1.90646,-1.20198,1.95357,-1.18919,-0.11587,-0.983402,-0.0730637,-1.67381,-1.44103,-2.31502,-1.42779,-2.31142,-2.00964,-2.25356,-1.9976,-5.58373,-3.66719,-3.69244,-3.61034,-3.12678,-3.35426,-5.27256,-4.11168,-2.63152,16.5635,7.10893,19.0502,5.42489,34.3782,-3.31296,-5.32286
--9.51814,0.999967,0.230236,4,15,0,18.8387,0.782373,0.496658,0.0419843,-1.56007,-0.644363,1.3468,0.304374,-1.23353,-1.83135,0.096913,0.803225,0.00755083,0.462345,1.45127,0.933543,0.16973,-0.127182,0.830506,-5.27069,-3.54092,-3.71494,-3.44406,-3.13924,-3.31968,-4.8645,-4.00184,22.634,-13.1901,22.4619,-4.24873,4.81809,13.4267,1.29016,6.47811
--6.77414,0.99505,0.23977,4,15,0,13.6147,-1.00143,7.50129,0.941967,2.27557,0.617699,-0.584504,-0.0528762,0.925145,1.31495,0.536294,6.06455,16.0683,3.63212,-5.38596,-1.39807,5.93836,8.86242,3.02147,-4.69624,-3.54701,-3.77744,-3.95077,-3.11714,-3.41761,-3.639,-3.93371,8.68354,26.8622,-25.2507,-7.1358,4.84619,-13.7266,-24.7428,17.1077
--4.36524,1,0.319748,3,7,0,9.56305,-1.07445,8.95734,1.08232,1.1557,-0.612084,-0.250437,-0.474135,0.682334,1.6403,0.758626,8.62024,9.27759,-6.5571,-3.3177,-5.32144,5.03745,13.6183,5.72082,-4.4616,-3.22968,-3.71624,-3.75673,-3.23144,-3.38419,-3.31752,-3.87016,10.3624,11.1709,17.6127,-7.00685,-8.5978,-0.657823,18.669,5.66934
--7.28915,0.286963,0.499727,3,7,0,9.48635,-1.7645,1.07251,-0.284122,-0.655439,0.711415,1.14234,0.786953,-0.784042,-0.618343,-0.275636,-2.06923,-2.46747,-1.0015,-0.539335,-0.920488,-2.6054,-2.42768,-2.06013,-5.63623,-3.76936,-3.69933,-3.55172,-3.1162,-3.37055,-5.30798,-4.11438,-8.42697,0.439837,-21.8662,-8.49448,-22.0646,-2.00652,0.354681,-8.81962
--5.56832,0.997372,0.0958107,6,127,0,12.752,4.20407,8.82787,0.934406,-0.664424,-2.24087,0.623262,0.371066,0.232868,0.724212,0.271205,12.4529,-1.66139,-15.578,9.70614,7.47979,6.25979,10.5973,6.59823,-4.16413,-3.68824,-4.00053,-3.34709,-3.56003,-3.43115,-3.49552,-3.85434,16.2816,-5.5194,-28.2008,1.48981,11.1252,6.17944,9.38387,12.2983
--6.90677,0.981762,0.163961,5,31,0,11.6863,1.25828,0.888644,-0.551534,1.1195,1.9477,-0.43313,-0.677793,0.0802594,-0.118351,-0.329016,0.768163,2.25312,2.98909,0.873382,0.655964,1.3296,1.15311,0.965903,-5.27493,-3.38666,-3.76158,-3.47194,-3.13309,-3.31728,-4.64061,-3.9972,-14.0544,2.29921,5.47087,2.0149,5.85379,4.47961,1.54529,4.18477
--7.0885,0.959207,0.278987,3,15,0,7.74084,1.12832,1.0425,-0.400969,1.22248,2.06286,-0.611247,-0.61137,0.027251,0.285526,-0.308668,0.710305,2.40276,3.27886,0.491088,0.49096,1.15673,1.42598,0.806529,-5.28194,-3.37817,-3.76853,-3.4919,-3.12989,-3.31694,-4.59501,-4.00266,8.65863,11.8021,10.6773,-4.0531,-2.37274,-11.6623,-7.89374,-26.0798
--8.8357,0.911901,0.453328,3,7,0,14.9251,2.39937,3.28734,0.133283,-0.70975,2.57341,0.109406,0.58497,-1.46173,-0.175163,-1.20979,2.83752,0.0661827,10.859,2.75903,4.32236,-2.40584,1.82355,-1.57762,-5.03399,-3.53625,-4.06667,-3.39116,-3.29102,-3.36477,-4.52991,-4.0938,20.9707,12.4728,7.37492,10.5078,3.88657,-8.07136,-1.01006,13.9133
--5.74358,0.797438,0.643025,3,7,0,15.4745,2.12355,2.42262,-0.364931,1.10248,1.34728,0.340327,0.535203,0.242721,0.160608,-1.44616,1.23946,4.79444,5.38752,2.94804,3.42015,2.71158,2.51265,-1.37994,-5.21838,-3.2729,-3.82893,-3.38468,-3.23677,-3.32894,-4.42081,-4.08558,-2.72343,17.2147,19.4106,4.94085,8.00143,-13.9091,16.3228,16.0703
--7.7977,0.941333,0.639831,3,7,0,9.45254,1.82322,1.76496,-0.0404823,0.606291,2.05513,1.06568,0.596725,1.4114,0.104782,-1.13702,1.75177,2.8933,5.45044,3.70409,2.87641,4.31428,2.00815,-0.183578,-5.15803,-3.35192,-3.831,-3.36172,-3.20892,-3.36222,-4.50022,-4.03838,21.9173,-1.43633,13.6816,-7.64794,24.0432,33.6842,8.94777,-9.2546
--7.89962,0.346616,1.00683,2,3,0,12.7484,2.33552,3.45699,0.165352,0.690873,2.16752,-1.64855,-0.331268,-0.402592,1.57083,-0.778766,2.90714,4.72386,9.8286,-3.36349,1.19033,0.943761,7.76588,-0.356669,-5.02621,-3.27519,-4.01296,-3.76064,-3.14578,-3.31685,-3.74521,-4.04494,14.4884,-0.198412,-33.8538,-10.2742,7.54306,-0.774102,14.8784,10.2962
--5.28029,0.979877,0.245485,4,15,0,14.9212,3.67936,2.11531,0.8895,-0.22027,1.68392,-0.615959,-0.588259,0.455909,0.72195,0.99689,5.56093,3.21342,7.24137,2.37642,2.43501,4.64375,5.20651,5.78809,-4.7459,-3.33608,-3.89638,-3.40517,-3.189,-3.3717,-4.03989,-3.86886,8.0508,-0.49256,22.3419,-4.13972,16.9731,15.6053,-4.78767,8.94512
--5.41486,0.982109,0.438981,3,7,0,9.13626,3.54203,2.81792,0.851913,-0.359745,1.64001,-0.144188,0.367273,0.338299,1.02361,1.42413,5.94265,2.52829,8.16344,3.13571,4.57697,4.49532,6.42648,7.55512,-4.70816,-3.37122,-3.93493,-3.37854,-3.30815,-3.36732,-3.89126,-3.8398,6.51994,13.8766,5.64203,10.5913,3.22283,-6.77796,7.82432,3.57164
--6.60172,0.900891,0.787142,3,7,0,9.44897,3.57136,2.33177,1.0248,-1.65409,0.127562,-0.739721,-0.513589,-1.48034,-0.623613,0.868324,5.96097,-0.285605,3.8688,1.8465,2.37379,0.119531,2.11723,5.5961,-4.70636,-3.56478,-3.78368,-3.42658,-3.18643,-3.32004,-4.48283,-3.8726,18.8202,-3.01033,11.0711,8.74532,20.1736,1.9441,8.78237,25.7844
--7.31931,0.530694,1.09275,2,3,0,12.669,6.01165,2.08973,-0.761443,1.37063,-0.847863,-0.753172,0.100367,1.58706,1.21346,1.31085,4.42044,8.87591,4.23985,4.43773,6.2214,9.32819,8.54746,8.75098,-4.86253,-3.22536,-3.7939,-3.34396,-3.43807,-3.60344,-3.66828,-3.8256,-0.713854,5.23344,-2.89417,15.0407,5.28488,17.3247,1.62291,5.0375
--8.3738,0.983938,0.488011,4,23,0,12.7038,0.956403,4.22276,1.21625,-1.09322,0.474149,1.18283,0.252614,-1.68337,0.0519724,-1.79931,6.09236,-3.66001,2.95862,5.95124,2.02313,-6.15205,1.17587,-6.64168,-4.69353,-3.9013,-3.76087,-3.32138,-3.17258,-3.52821,-4.63678,-4.34559,1.31912,-6.14336,42.735,18.1672,28.3539,7.53289,7.56249,22.2801
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+-4.89409,0.491738,0.765804,2,5,1,6.86645,0.37884,7.23038,1.58746,0.216761,-0.416086,-0.572006,-0.212236,2.0192,0.210938,-0.698799,11.8568,-2.62962,-1.15571,1.904,1.94611,-3.75698,14.9784,-4.67375,-4.20611,-3.78647,-3.69817,-3.42414,-3.16974,-3.41034,-3.26717,-4.23834,6.57938,0.102176,5.72666,12.8955,-5.09189,24.0583,16.7082,7.99899
+-7.0675,0.90227,0.369714,3,7,0,10.0862,-0.131309,5.60875,0.543854,0.461038,-0.447219,1.24214,-0.488964,0.663237,0.568692,-2.09278,2.91903,-2.63965,-2.87379,3.05834,2.45454,6.83553,3.58862,-11.8692,-5.02489,-3.78753,-3.69156,-3.38103,-3.18983,-3.45755,-4.25996,-4.68853,4.3701,-5.73359,-4.18338,15.4004,7.09734,10.5727,-3.1036,-14.2497
+-5.48403,0.934929,0.487377,3,7,0,11.8117,5.39354,8.88938,0.98283,-0.693654,-0.0129001,-1.05112,1.20644,1.01626,-0.249414,1.77537,14.1303,5.27887,16.118,3.17641,-0.77261,-3.95024,14.4274,21.1755,-4.05448,-3.25855,-4.40539,-3.37725,-3.11648,-3.41809,-3.28534,-3.93923,14.2199,1.32258,28.7531,16.4695,1.50985,-11.5843,27.967,36.9389
+-3.89102,0.82705,0.692249,3,7,0,8.8088,6.65052,7.50849,1.09357,-1.32356,-0.831657,-0.441604,-0.13332,1.16368,-0.167913,0.783395,14.8616,0.406043,5.6495,5.38976,-3.28739,3.33475,15.388,12.5326,-4.01058,-3.50986,-3.83765,-3.32755,-3.14846,-3.33936,-3.25564,-3.80975,39.6294,5.46288,32.3546,1.21834,-7.41397,18.136,3.0468,37.4265
+-3.89102,0.192268,0.756119,3,7,0,7.87928,6.65052,7.50849,1.09357,-1.32356,-0.831657,-0.441604,-0.13332,1.16368,-0.167913,0.783395,14.8616,0.406043,5.6495,5.38976,-3.28739,3.33475,15.388,12.5326,-4.01058,-3.50986,-3.83765,-3.32755,-3.14846,-3.33936,-3.25564,-3.80975,-25.5218,-0.789958,-1.26312,-4.33436,5.5409,3.73308,23.6477,16.2457
+-3.66799,0.984883,0.182889,5,47,0,8.4571,1.06396,11.613,0.820501,0.436766,0.0239397,-1.00216,-0.62947,0.938451,-0.299449,-0.201558,10.5924,1.34197,-6.24606,-2.41353,6.13611,-10.5741,11.9622,-1.27673,-4.30038,-3.44317,-3.71211,-3.68301,-3.43051,-3.87039,-3.4038,-4.08133,5.66043,10.6641,12.558,-30.5739,-4.91084,-16.4988,-7.1387,17.2244
 # Adaptation terminated
-# Step size = 0.471367
+# Step size = 0.339982
 # Diagonal elements of inverse mass matrix:
-# 10.7236, 1.73513, 1.04721, 0.792423, 0.887697, 0.922656, 0.817726, 0.88704, 1.00112, 0.678474
--4.88161,0.944712,0.471367,3,7,0,8.12347,5.63651,1.71421,-0.297402,-0.561491,0.617434,0.0145136,1.41901,-0.906897,0.132988,0.479511,5.1267,4.674,6.69492,5.66139,8.06899,4.0819,5.86448,6.45849,-4.78963,-3.27684,-3.8751,-3.32424,-3.62386,-3.35608,-3.95788,-3.8567,-6.98617,-1.11176,11.5736,10.4953,11.5669,0.672047,-3.80239,6.28931
--5.6557,0.903407,0.471367,3,7,0,10.5498,0.792321,4.15632,0.15982,0.203153,-0.00171606,0.721724,-0.676866,1.68713,1.8895,-0.40296,1.45658,1.63669,0.785189,3.79203,-2.02095,7.80457,8.6457,-0.882509,-5.19266,-3.42398,-3.71951,-3.35936,-3.1226,-3.50816,-3.65904,-4.06542,23.9942,13.7272,-13.5219,9.52634,-7.66396,10.7384,23.3587,-12.5967
--5.74711,0.99922,0.471367,3,7,0,10.351,4.06827,1.84983,1.08678,0.207902,0.159091,0.850403,1.12547,-1.39207,-0.516097,0.952243,6.07863,4.45285,4.36256,5.64137,6.15019,1.49317,3.11357,5.82975,-4.69487,-3.28444,-3.7974,-3.32446,-3.43175,-3.31784,-4.32955,-3.86806,-4.70384,-13.2682,4.4179,4.63278,8.65422,20.7842,15.0706,-16.9771
--4.17577,0.991698,0.471367,3,7,0,8.35891,6.02445,2.74916,-0.529091,0.181898,-0.426025,-1.42246,-0.824093,-0.0542137,0.806478,0.374186,4.5699,6.52451,4.85324,2.11389,3.75889,5.87541,8.24158,7.05314,-4.84692,-3.23241,-3.81198,-3.41549,-3.25596,-3.41506,-3.69766,-3.84707,14.9537,12.4939,21.0402,-5.67012,13.4272,-13.6424,17.0698,15.115
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+-8.4284,0.907774,0.339982,4,15,0,13.6347,8.52362,0.492045,0.576543,-0.809881,0.790159,-0.966687,0.298239,-1.82044,1.31223,0.275422,8.80731,8.91242,8.67037,9.1693,8.12512,8.04797,7.62788,8.65914,-4.44557,-3.22569,-3.95754,-3.33628,-3.63016,-3.5221,-3.75943,-3.82653,1.64344,-0.527325,18.9582,18.058,7.34324,14.8128,8.07213,22.7944
+-6.49365,0.983823,0.339982,3,7,0,11.123,2.97446,8.16935,0.102866,-0.509651,-0.0785697,-1.53435,-0.778247,-0.740283,-0.70857,0.927801,3.8148,2.3326,-3.38331,-2.81409,-1.18905,-9.56019,-3.07317,10.554,-4.92682,-3.38212,-3.69181,-3.71484,-3.11638,-3.77765,-5.44192,-3.81254,-11.9707,5.2241,-9.59766,-8.40126,4.98305,6.69941,-14.5627,-4.89522
+-4.62742,1,0.339982,4,15,0,7.4113,6.2715,1.06212,0.249154,-0.120069,1.18939,-0.554706,-0.118247,0.923775,0.748114,-0.191206,6.53613,7.53478,6.14591,7.06609,6.14397,5.68233,7.25266,6.06842,-4.65076,-3.22261,-3.8549,-3.31685,-3.4312,-3.40743,-3.79905,-3.86361,-6.13432,2.00619,23.7261,-0.762813,6.0935,7.8415,-8.51312,14.9151
+-9.03212,0.946514,0.339982,3,7,0,11.1039,-0.869433,0.398167,-1.0013,0.128054,2.06384,-0.0431922,-0.375424,0.382653,-0.977789,0.775827,-1.26812,-0.0476777,-1.01891,-1.25876,-0.818446,-0.886631,-0.717073,-0.560524,-5.53059,-3.54535,-3.69919,-3.59868,-3.11637,-3.33154,-4.97317,-4.05278,2.52906,22.8681,-10.9436,3.33716,10.4131,4.73562,-10.6136,39.5003
+-6.11181,1,0.339982,3,7,0,9.98708,0.346473,0.76484,-0.918743,0.50009,1.16499,-0.475955,0.0635154,0.286067,-0.790265,0.509886,-0.356219,1.2375,0.395052,-0.257954,0.728962,-0.0175566,0.565268,0.736454,-5.41382,-3.45018,-3.71404,-3.53451,-3.13462,-3.32111,-4.74137,-4.00509,1.19141,4.80758,-7.0614,-7.4226,-3.56803,-15.28,-1.01936,-36.0832
+-5.56054,0.869735,0.339982,4,15,0,9.81823,7.48722,3.42373,0.479786,0.972044,-1.66431,0.123808,-0.593005,0.408759,0.849546,-0.0858158,9.12987,1.78906,5.45693,10.3958,10.8152,7.9111,8.8867,7.19341,-4.41828,-3.4144,-3.83121,-3.36449,-3.97789,-3.5142,-3.63678,-3.84496,7.98756,-20.5902,-21.0232,4.78475,9.18614,-0.207916,13.1947,30.2204
+-6.30561,0.9476,0.339982,3,15,0,12.5392,1.22003,7.59806,2.05946,-1.47285,0.869274,0.0369718,-1.40592,0.979333,-0.507283,-0.197309,16.8679,7.82482,-9.46224,-2.63433,-9.97074,1.50094,8.66105,-0.279135,-3.90237,-3.22168,-3.77309,-3.70039,-3.61292,-3.31787,-3.6576,-4.04199,27.4187,1.98953,2.1891,-6.46639,-2.56308,2.80804,26.5199,11.9164
+-7.31851,0.83151,0.339982,4,15,0,15.1824,7.24188,1.78433,0.287162,2.10035,-0.955953,-0.22028,0.885023,-0.611844,0.924395,0.0478374,7.75427,5.53614,8.82106,8.89131,10.9896,6.84883,6.15015,7.32724,-4.53785,-3.25188,-3.96445,-3.33161,-4.00351,-3.45819,-3.92362,-3.84301,-4.64711,23.385,9.36954,45.8526,1.16713,-17.25,-5.2994,-2.72355
 # 
-#  Elapsed Time: 0.311 seconds (Warm-up)
-#                0.05 seconds (Sampling)
-#                0.361 seconds (Total)
+#  Elapsed Time: 0.024466 seconds (Warm-up)
+#                0.004564 seconds (Sampling)
+#                0.02903 seconds (Total)
 # 
diff --git a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-4.csv b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-4.csv
--- a/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-4.csv
+++ b/arviz/tests/saved_models/cmdstanpy/cmdstanpy_eight_schools_warmup-4.csv
@@ -1,5 +1,5 @@
 # stan_version_major = 2
-# stan_version_minor = 24
+# stan_version_minor = 20
 # stan_version_patch = 0
 # model = stan_test_data_model
 # method = sample (Default)
@@ -28,621 +28,621 @@
 #         stepsize_jitter = 0 (Default)
 # id = 4
 # data
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\fdo0f5kc.json
+#   file = /tmp/tmp2ipdytqf/x8rvpwpf.json
 # init = 2 (Default)
 # random
-#   seed = 42813
+#   seed = 31709
 # output
-#   file = C:\Users\user\AppData\Local\Temp\tmpi921ksrd\stan_test_data-202010140133-4-9p_qyufb.csv
+#   file = /tmp/tmp2ipdytqf/stan_test_data-202102230057-4-h3yaihdn.csv
 #   diagnostic_file =  (Default)
 #   refresh = 100 (Default)
-lp__,accept_stat__,stepsize__,treedepth__,n_leapfrog__,divergent__,energy__,mu,tau,eta.1,eta.2,eta.3,eta.4,eta.5,eta.6,eta.7,eta.8,theta.1,theta.2,theta.3,theta.4,theta.5,theta.6,theta.7,theta.8,log_lik.1,log_lik.2,log_lik.3,log_lik.4,log_lik.5,log_lik.6,log_lik.7,log_lik.8,y_hat.1,y_hat.2,y_hat.3,y_hat.4,y_hat.5,y_hat.6,y_hat.7,y_hat.8
--9.6858,0,2,0,1,1,15.5941,1.49651,1.59,-0.488743,1.56105,-1.82573,1.45527,0.308196,-1.88253,1.23852,0.784357,0.719407,3.97858,-1.4064,3.8104,1.98654,-1.49672,3.46576,2.74364,-5.28083,-3.30238,-3.69649,-3.35887,-3.17122,-3.34259,-4.27774,-3.94153,-26.5729,16.6299,1.49487,5.51926,2.78776,-4.39852,-2.22528,-8.56978
--9.6858,0,2.33506,0,1,1,12.1696,1.49651,1.59,-0.488743,1.56105,-1.82573,1.45527,0.308196,-1.88253,1.23852,0.784357,0.719407,3.97858,-1.4064,3.8104,1.98654,-1.49672,3.46576,2.74364,-5.28083,-3.30238,-3.69649,-3.35887,-3.17122,-3.34259,-4.27774,-3.94153,-12.0841,8.06171,0.115793,-3.53732,7.78581,8.24489,5.16804,-3.03244
--4.13182,0.993277,0.230236,4,15,0,12.1508,2.22168,5.25072,1.32744,0.892111,-0.453732,0.616567,0.654841,1.13304,0.919962,0.471636,9.19171,6.9059,-0.160742,5.4591,5.66006,8.17097,7.05214,4.69811,-4.4131,-3.22751,-3.70727,-3.32665,-3.38997,-3.52932,-3.8208,-3.89159,18.9036,18.2485,9.269,-7.60824,17.4225,-6.11543,1.18117,7.36017
--3.27811,0.996135,0.235534,4,31,0,6.57706,4.48989,4.08137,0.0827223,-0.308544,0.292644,0.25432,-0.40814,-0.335459,-0.0927454,-1.20483,4.82751,3.23061,5.68428,5.52786,2.82412,3.12076,4.11136,-0.427458,-4.82024,-3.33526,-3.83883,-3.32579,-3.20643,-3.33542,-4.186,-4.04765,-25.1406,10.8867,30.0679,15.7234,9.20586,9.07441,-16.4433,12.3854
--4.97837,0.958599,0.314668,3,7,0,9.4468,4.08728,5.19966,1.9348,0.706011,-1.08871,-0.182912,-0.788389,0.478069,1.08801,-1.06399,14.1476,7.75829,-1.57363,3.1362,-0.0120787,6.57307,9.74456,-1.44511,-4.05341,-3.22182,-3.6955,-3.37852,-3.12219,-3.44518,-3.56229,-4.08828,17.2257,18.3375,1.36922,-9.97543,-8.73714,7.86132,-11.903,15.205
--5.9683,0.977361,0.434379,3,7,0,8.11507,4.21605,7.93983,1.20556,0.774304,-0.736258,0.835696,-1.49267,0.864941,1.84786,-0.509899,13.788,10.3639,-1.62971,10.8513,-7.63551,11.0835,18.8877,0.16754,-4.07584,-3.24946,-3.69519,-3.37813,-3.38795,-3.73699,-3.22546,-4.02537,-5.49047,5.35023,-10.084,23.7995,-5.43435,22.3007,26.8497,-5.84195
--4.10454,1,0.687011,3,7,0,7.33676,4.14293,4.29091,0.521235,0.850977,-0.622048,1.12272,-1.33316,0.437119,0.594575,-0.594817,6.3795,7.79439,1.47378,8.9604,-1.57755,6.01857,6.6942,1.59062,-4.66576,-3.22173,-3.73062,-3.33271,-3.11822,-3.42091,-3.86063,-3.97653,27.2379,10.4292,13.7561,14.4011,-16.1693,18.2505,-19.7901,21.9246
--6.00002,0.0501885,1.22471,2,3,0,13.2969,5.10034,0.567949,1.53602,-0.451345,0.446036,-0.283151,0.999234,-0.356562,-0.254697,0.838245,5.97272,4.844,5.35366,4.93952,5.66785,4.89783,4.95568,5.57642,-4.70521,-3.27133,-3.82782,-3.33438,-3.39061,-3.37962,-4.07229,-3.87299,40.1201,-1.42007,-9.13463,-1.43454,13.143,-9.79764,-3.40667,-7.62017
--5.53659,0.998467,0.113722,5,31,0,9.91071,3.59124,7.4112,-1.08014,-0.260205,-1.20927,0.668777,-1.06,0.615931,1.00702,-0.289495,-4.41389,1.66281,-5.37093,8.54768,-4.26461,8.15603,11.0545,1.44574,-5.96179,-3.42232,-3.70251,-3.32673,-3.18195,-3.52844,-3.46272,-3.98121,2.42966,6.40406,10.929,12.6839,7.73648,-2.68016,7.8634,-20.9903
--10.9278,0.912431,0.208273,5,31,0,15.1811,-3.62957,0.31008,-0.682671,1.15646,-1.22069,-1.18142,-0.891824,-0.796138,-0.391102,0.392435,-3.84125,-3.27097,-4.00808,-3.9959,-3.9061,-3.87643,-3.75084,-3.50788,-5.88002,-3.8567,-3.69351,-3.81646,-3.1683,-3.4151,-5.58702,-4.18044,5.85594,-5.23403,-2.67487,-19.1958,-6.7265,-12.8421,-15.5763,1.36607
--6.88749,0.991161,0.295602,4,15,0,16.3397,2.05871,0.711025,0.833695,-0.802178,1.07128,1.14475,1.23057,0.746997,0.54047,-0.460207,2.65148,1.48834,2.82041,2.87265,2.93367,2.58984,2.44299,1.73149,-5.05487,-3.43353,-3.75769,-3.38723,-3.21168,-3.32728,-4.43163,-3.97203,26.3645,9.63515,-5.67921,-7.11956,-2.03083,5.33603,-18.5217,1.40574
--6.06109,0.791694,0.542846,3,7,0,14.5756,3.95482,3.40108,-0.716072,1.11218,-1.03163,-0.585202,-1.34055,-1.45499,0.407681,0.929222,1.5194,7.73744,0.44616,1.9645,-0.604515,-0.993716,5.34137,7.11518,-5.18526,-3.22187,-3.71472,-3.42161,-3.11713,-3.33326,-4.02273,-3.84613,17.7153,10.8502,-4.21393,-6.49008,-8.84389,8.28074,37.9967,-16.5125
--7.4137,0.890706,0.533489,3,7,0,10.969,6.58936,3.01609,1.56982,-1.34997,0.923201,0.209477,1.02348,1.21448,0.627974,-1.09051,11.3241,2.51774,9.37381,7.22116,9.67625,10.2523,8.48338,3.30029,-4.24496,-3.3718,-3.99057,-3.31704,-3.81976,-3.67058,-3.67435,-3.92611,14.7346,22.137,7.65921,11.3341,21.7708,1.03907,29.0355,0.385837
--5.47107,0.951054,0.718223,3,7,0,11.9819,8.33726,1.46162,-0.967665,-0.0863702,-1.18033,-1.12351,-0.205615,0.172541,0.405668,-0.468256,6.9229,8.21102,6.61206,6.69511,8.03673,8.58945,8.93019,7.65285,-4.6142,-3.22175,-3.87198,-3.31722,-3.62025,-3.55485,-3.63283,-3.83847,21.9575,31.125,-26.5189,-2.2079,5.71528,6.61416,10.4739,9.09106
--5.47107,0.00641999,1.16705,2,3,0,9.55284,8.33726,1.46162,-0.967665,-0.0863702,-1.18033,-1.12351,-0.205615,0.172541,0.405668,-0.468256,6.9229,8.21102,6.61206,6.69511,8.03673,8.58945,8.93019,7.65285,-4.6142,-3.22175,-3.87198,-3.31722,-3.62025,-3.55485,-3.63283,-3.83847,-15.2553,15.8547,-10.0101,16.0288,4.37442,28.6957,24.7824,20.7754
--4.06194,0.997717,0.101186,5,31,0,9.83306,7.5564,1.61345,1.09138,0.244469,0.666089,0.453743,0.204483,-0.301884,-0.0945349,0.0346138,9.31729,7.95084,8.6311,8.28849,7.88633,7.06933,7.40388,7.61225,-4.40264,-3.22154,-3.95575,-3.32369,-3.60361,-3.46905,-3.78291,-3.83902,9.94127,24.341,4.09682,5.34897,0.0191557,-0.720219,0.166966,7.026
--5.04929,0.975429,0.191932,3,7,0,10.1598,7.48591,12.1987,1.30903,1.04193,0.234102,-0.703213,-0.135278,0.477112,0.678253,-0.243957,23.4543,20.196,10.3416,-1.09235,5.83571,13.3061,15.7597,4.50997,-3.67291,-3.96524,-4.03918,-3.58744,-3.4046,-3.94261,-3.24662,-3.89589,26.5416,27.9984,-8.95156,5.21506,8.99797,21.6773,21.3179,24.2399
--5.0704,0.991687,0.337709,4,15,0,8.48556,4.64205,2.79736,0.192897,-1.2544,0.82051,-0.90089,0.770887,0.455476,0.390124,-0.796909,5.18165,1.13304,6.93731,2.12193,6.7985,5.91618,5.73336,2.4128,-4.78405,-3.4573,-3.8844,-3.41516,-3.49157,-3.4167,-3.97388,-3.95115,7.0729,-24.0089,37.5606,7.56026,0.769042,8.32135,6.60382,-17.6816
--7.71492,0.711021,0.619784,3,15,0,12.7243,7.74446,0.507132,-0.575448,-1.20759,0.277161,0.26215,0.797601,1.7291,0.963448,0.542029,7.45263,7.13205,7.88502,7.8774,8.14895,8.62134,8.23306,8.01934,-4.5652,-3.22529,-3.92294,-3.32001,-3.63285,-3.55685,-3.69849,-3.83376,24.3563,1.70678,26.5288,10.248,5.06086,-1.69472,7.46186,14.1391
--9.46942,0.702245,0.485028,3,7,0,17.3262,7.92036,1.36327,-1.61047,-1.35304,1.099,-0.923028,0.85863,1.42893,1.34218,0.612733,5.72486,6.0758,9.41859,6.66203,9.09091,9.86839,9.75011,8.75569,-4.72962,-3.24004,-3.99274,-3.31731,-3.74472,-3.64183,-3.56183,-3.82555,-4.67985,-0.592055,21.5007,11.3722,21.1467,18.4488,0.0882065,21.2862
--10.9615,0.936657,0.371531,3,7,0,17.4993,8.01098,2.70429,0.327916,0.803972,1.24746,-2.44406,1.65821,1.21727,1.23932,-0.616359,8.89776,10.1851,11.3845,1.40155,12.4952,11.3028,11.3624,6.34417,-4.43787,-3.2454,-4.09565,-3.44635,-4.24037,-3.75546,-3.44181,-3.85868,0.88744,8.7427,3.13168,3.03546,4.95434,5.23322,9.3196,-7.63718
--13.415,0.885824,0.572026,3,7,0,17.7902,7.84365,0.560096,0.773331,-0.573223,-1.82413,2.39146,-2.27474,-1.63189,-0.877511,0.528168,8.27679,7.52259,6.82196,9.1831,6.56958,6.92964,7.35216,8.13948,-4.49144,-3.22266,-3.87995,-3.33653,-3.46986,-3.46213,-3.78841,-3.83231,1.42268,16.3772,18.5106,16.4862,-0.420814,10.8864,23.767,34.2281
--9.46273,0.305605,0.753677,3,15,0,19.1639,7.66106,1.49741,-0.208621,0.638599,-0.805529,2.82867,0.196037,-1.33447,-1.04897,0.334978,7.34867,8.61731,6.45485,11.8968,7.95461,5.6628,6.09031,8.16266,-4.57472,-3.22343,-3.86613,-3.41592,-3.61113,-3.40668,-3.93073,-3.83203,-16.9591,11.1006,-7.85262,28.6368,4.33543,-1.53742,1.97321,22.1412
--6.26921,0.99683,0.183089,5,31,0,12.3431,7.30319,0.254363,0.94046,-0.108963,-0.483621,-0.326072,0.807503,-0.335759,-0.255209,0.944478,7.54241,7.27547,7.18018,7.22025,7.50859,7.21779,7.23827,7.54343,-4.55702,-3.22415,-3.89394,-3.31703,-3.56305,-3.47659,-3.8006,-3.83996,0.896091,8.52637,-24.7141,18.1151,2.98902,18.4769,8.76263,18.9303
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+-6.37889,0.995332,0.561043,3,7,0,13.0195,2.90946,7.27153,0.756814,0.838825,0.371539,-0.171376,-1.97147,-0.578587,-0.694121,0.391208,8.41266,5.61112,-11.4262,-2.13786,9.00901,1.6633,-1.29775,5.75415,-4.47958,-3.25006,-3.8302,-3.66188,-3.73456,-3.31865,-5.08354,-3.86951,30.1747,4.05712,2.05583,1.10547,17.2811,-1.79953,-5.86744,31.9141
+-4.17363,0.933913,0.979924,2,7,0,8.11831,5.80236,2.82093,0.510644,1.07664,-0.250488,-1.14785,-0.35089,0.282863,0.703818,0.434952,7.24285,5.09575,4.81253,7.78778,8.83949,2.56436,6.6003,7.02933,-4.58445,-3.2637,-3.81074,-3.3194,-3.71379,-3.32695,-3.87129,-3.84744,17.0653,14.8737,6.65002,-3.15069,-8.25203,2.22084,7.48425,-1.19219
+-4.17363,0.10008,1.43734,3,8,1,12.4165,5.80236,2.82093,0.510644,1.07664,-0.250488,-1.14785,-0.35089,0.282863,0.703818,0.434952,7.24285,5.09575,4.81253,7.78778,8.83949,2.56436,6.6003,7.02933,-4.58445,-3.2637,-3.81074,-3.3194,-3.71379,-3.32695,-3.87129,-3.84744,19.2331,-17.9312,-1.51014,23.8307,-2.08559,10.9438,7.03627,39.1537
+-9.98796,0.959218,0.22576,4,15,0,11.7896,0.907275,0.179496,-1.47322,-0.543558,0.00940428,0.167737,0.0793804,0.876337,2.34556,0.546389,0.642838,0.908963,0.921524,1.32829,0.809709,0.937383,1.06457,1.00535,-5.29013,-3.47294,-3.72156,-3.44976,-3.13638,-3.31685,-4.65557,-3.99586,16.621,10.197,4.04587,-3.99452,-8.31155,14.0963,-7.19981,27.176
+-3.99311,0.967892,0.356086,3,7,0,17.3761,6.38252,3.1096,1.09035,-0.728188,0.359752,-0.673826,-0.665463,0.304515,-1.22026,-0.329164,9.77305,7.5012,4.31319,2.58801,4.11814,4.28719,7.32943,5.35895,-4.36526,-3.22277,-3.79599,-3.39727,-3.27786,-3.36149,-3.79083,-3.87737,12.4301,20.9102,3.67695,0.108946,8.1797,0.368555,5.48587,4.38621
+-4.82418,0.949311,0.570408,3,7,0,7.28339,1.89506,6.86167,-0.832748,0.369588,-0.0554061,0.675816,0.462027,0.325855,1.1999,0.508376,-3.81898,1.51488,5.06534,10.1284,4.43105,6.53229,4.13097,5.38337,-5.87687,-3.43181,-3.81858,-3.35727,-3.29824,-3.44331,-4.18327,-3.87687,6.22113,-5.53396,25.4678,2.14096,4.59182,7.76868,13.1378,6.70075
+-4.82418,0.244869,0.863997,2,3,0,12.0289,1.89506,6.86167,-0.832748,0.369588,-0.0554061,0.675816,0.462027,0.325855,1.1999,0.508376,-3.81898,1.51488,5.06534,10.1284,4.43105,6.53229,4.13097,5.38337,-5.87687,-3.43181,-3.81858,-3.35727,-3.29824,-3.44331,-4.18327,-3.87687,-6.85627,24.0286,6.3239,4.59213,-9.22813,4.55128,0.784916,-0.45609
+-7.96345,0.951332,0.209949,4,15,0,13.0768,8.08236,0.591805,1.18857,0.296738,0.967604,-0.435931,0.21705,1.95459,-0.981572,-0.611249,8.78576,8.65499,8.21081,7.50146,8.25797,7.82437,9.23909,7.72062,-4.4474,-3.22367,-3.937,-3.31787,-3.64524,-3.50928,-3.60529,-3.83757,24.3753,13.4164,-2.89751,31.4023,20.7288,-10.6121,0.943594,4.94872
+-7.26023,0.980474,0.320023,4,15,0,12.734,-2.62591,7.54484,-0.857507,0.23887,0.321459,0.548091,-1.01539,0.0844181,-0.298921,1.1483,-9.09566,-0.200553,-10.2868,-4.88122,-0.823677,1.50934,-1.98899,6.03782,-6.68496,-3.55777,-3.79523,-3.90015,-3.11636,-3.31791,-5.21932,-3.86417,-14.6402,13.5613,7.86996,-25.0944,-11.0671,14.5743,8.19552,8.54997
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+-6.79908,0.317747,0.862429,2,3,0,10.3678,1.41696,3.81896,-0.180051,-0.742721,1.4149,0.156367,-0.451063,2.50416,0.201391,1.42453,0.729352,6.8204,-0.305632,2.18607,-1.41946,2.01412,10.9802,6.85719,-5.27963,-3.22848,-3.70571,-3.41259,-3.11725,-3.32108,-3.46791,-3.85013,20.5634,6.53921,-11.8879,-5.98546,-0.458243,8.30767,8.21848,6.42336
+-6.02392,0.997976,0.26244,4,15,0,11.5752,2.76592,5.65889,0.269961,-0.619783,-0.351081,-1.14945,-0.466436,2.39061,0.120404,1.52718,4.2936,0.779194,0.12641,3.44727,-0.741361,-3.73871,16.2941,11.4081,-4.87586,-3.48222,-3.71062,-3.36899,-3.11658,-3.40962,-3.23607,-3.80985,15.0622,-8.73528,-0.379044,-5.4656,-0.5572,-2.32316,30.2564,9.23969
+-7.12765,0.924505,0.442838,3,15,0,9.79347,5.34446,0.557421,0.588151,-0.0980776,0.0153352,0.962812,0.106961,-1.69768,-0.146219,-1.55717,5.67231,5.35301,5.40409,5.26296,5.28979,5.88116,4.39814,4.47647,-4.73482,-3.25656,-3.82947,-3.3293,-3.36037,-3.41529,-4.14658,-3.89666,4.50419,16.7229,-3.57569,3.48371,2.29822,3.24219,3.15623,23.6065
+-7.76049,0.852472,0.618229,3,7,0,13.9178,4.78942,0.474197,0.524858,0.0799262,0.811577,2.32898,0.56347,-0.744069,-0.123477,-0.700401,5.0383,5.17427,5.05661,4.73087,4.82732,5.89381,4.43658,4.45729,-4.79863,-3.26145,-3.8183,-3.33811,-3.32578,-3.4158,-4.14135,-3.89711,28.7515,2.372,-9.70119,4.6775,5.73365,-2.7664,13.0404,14.9878
+-9.35059,0.463484,0.719563,2,7,0,13.8643,10.1456,0.861007,-1.50484,-0.57572,1.1976,-0.00842597,-1.51873,0.389287,-0.218763,-1.62813,8.84994,11.1768,8.83799,9.95726,9.64992,10.1384,10.4808,8.74378,-4.44193,-3.27198,-3.96523,-3.35297,-3.81629,-3.66192,-3.50422,-3.82567,2.35104,9.2777,-7.09802,15.3534,13.2595,24.7164,-14.2178,-12.7084
+-7.7343,0.980981,0.323531,4,15,0,14.1507,5.90573,0.420652,1.13952,1.72613,0.408416,0.782748,0.583886,-0.261059,1.02549,0.910736,6.38507,6.07753,6.15134,6.3371,6.63183,6.23499,5.79591,6.28883,-4.66522,-3.24,-3.8551,-3.31865,-3.4757,-3.43008,-3.96622,-3.85965,14.1011,1.52228,18.6674,14.9983,-1.54324,-2.89088,2.60725,-14.9607
+-5.46676,0.854159,0.5152,3,7,0,10.912,9.58009,2.20707,-0.314878,-0.402162,1.06118,-0.453308,-0.970252,0.20413,1.00581,0.483059,8.88514,11.9222,7.43868,11.8,8.69249,8.57961,10.0306,10.6462,-4.43894,-3.29844,-3.90435,-3.41204,-3.69607,-3.55423,-3.53908,-3.81214,18.957,27.2057,26.1589,-12.324,3.7666,0.685077,11.8511,19.0874
+-4.08374,1,0.600748,3,7,0,7.83901,0.0104924,7.11243,1.94868,0.0380325,-0.305578,0.371236,0.723505,0.7635,0.394666,-0.244497,13.8704,-2.16291,5.15637,2.81753,0.280996,2.65088,5.44083,-1.72847,-4.07065,-3.73795,-3.82146,-3.38912,-3.12629,-3.3281,-4.01019,-4.10016,16.9482,9.21238,23.6655,-0.438905,-9.90762,-7.54524,-2.26621,-7.74847
+-4.08374,0.00482967,0.990292,2,7,0,12.0637,0.0104924,7.11243,1.94868,0.0380325,-0.305578,0.371236,0.723505,0.7635,0.394666,-0.244497,13.8704,-2.16291,5.15637,2.81753,0.280996,2.65088,5.44083,-1.72847,-4.07065,-3.73795,-3.82146,-3.38912,-3.12629,-3.3281,-4.01019,-4.10016,47.5189,-5.7527,33.1614,-16.7015,-0.526181,-1.62922,-8.17529,13.6866
+-7.39284,0.988832,0.152862,4,15,0,9.40933,0.467311,5.29418,2.44886,0.139144,-1.52021,0.0985774,0.584874,0.791412,0.521561,-0.857122,13.432,-7.58098,3.56374,3.22855,1.20397,0.989198,4.65719,-4.07045,-4.0986,-4.43536,-3.77567,-3.37561,-3.14615,-3.31683,-4.11168,-4.20786,-3.05281,-13.505,-13.6225,4.96518,6.23859,-0.431019,-0.581437,16.6038
 # Adaptation terminated
-# Step size = 0.421219
+# Step size = 0.436713
 # Diagonal elements of inverse mass matrix:
-# 13.3539, 1.01227, 0.850668, 0.916738, 0.958114, 0.683339, 0.74495, 0.905992, 0.772253, 0.946218
--6.84336,0.966538,0.421219,3,7,0,10.2295,4.86902,3.38118,-0.158458,0.0316127,1.33482,-0.95114,0.616302,-0.40855,2.30013,-0.998249,4.33324,4.9759,9.38228,1.65304,6.95284,3.48763,12.6462,1.49376,-4.87169,-3.26725,-3.99098,-3.43497,-3.50658,-3.34241,-3.36484,-3.97965,8.63553,5.1349,11.2785,8.82464,11.6015,-15.6877,11.6974,0.827816
--4.67817,0.995987,0.421219,3,7,0,9.24717,2.25512,4.23065,0.36803,0.00365295,0.833945,-0.854427,0.624093,0.982956,1.16329,-0.728012,3.81213,2.27057,5.78325,-1.35966,4.89544,6.41366,7.17659,-0.824841,-4.92711,-3.38566,-3.8422,-3.60561,-3.33071,-3.43794,-3.80726,-4.06313,-15.8924,-1.3056,-13.7901,-4.44665,-18.1145,0.706098,8.48738,4.09662
--4.10784,0.910446,0.421219,3,15,0,11.3383,5.05747,4.45582,0.684564,0.672383,0.895867,-1.00242,-0.166512,0.443777,0.756038,-0.935322,8.10776,8.05348,9.04929,0.590886,4.31552,7.03486,8.42624,0.889843,-4.50632,-3.22154,-3.97509,-3.48657,-3.29058,-3.46733,-3.67981,-3.9998,-0.372633,8.50948,-7.59578,5.883,-2.26883,-0.332696,-10.0358,-19.752
--6.79091,0.87796,0.421219,3,7,0,9.99332,4.70638,2.36469,0.113717,-2.19221,0.0369365,0.199191,-1.64915,-1.02582,0.675907,0.00605949,4.97528,-0.477515,4.79372,5.1774,0.806635,2.28064,6.30469,4.72071,-4.80507,-3.58086,-3.81016,-3.33056,-3.13631,-3.32361,-3.90542,-3.89108,-4.15279,-9.77897,14.4448,-7.89858,10.4637,8.62503,9.12031,31.8978
--6.02531,0.993208,0.421219,3,7,0,8.90645,4.48966,12.151,1.16686,1.94246,0.18702,0.509531,0.107623,0.275969,0.434506,0.256501,18.6681,28.0924,6.76213,10.6809,5.79738,7.84295,9.76933,7.6064,-3.82051,-5.24005,-3.87766,-3.37282,-3.40138,-3.51033,-3.56024,-3.8391,27.8665,21.2131,5.47256,8.47243,20.8371,11.7816,20.6188,25.7603
--5.94687,1,0.421219,3,7,0,8.89709,-0.0455336,1.56298,0.84223,-1.09003,0.951538,0.0808742,0.575682,0.557354,1.18469,-0.134556,1.27086,-1.74924,1.44171,0.0808715,0.854249,0.825602,1.80612,-0.255843,-5.21465,-3.69676,-3.73006,-3.51466,-3.13739,-3.31696,-4.53273,-4.04111,10.296,-2.60344,-11.4238,-8.49782,10.2849,1.08815,-11.559,-1.70252
--6.83216,0.922268,0.421219,4,15,0,12.6567,-3.2546,4.27818,-0.521889,-0.0963222,0.157438,-0.548141,0.485716,0.93622,1.31909,1.06844,-5.48733,-3.66668,-2.58105,-5.59964,-1.17662,0.750719,2.38869,1.31639,-6.11899,-3.90208,-3.69187,-3.97283,-3.11636,-3.31709,-4.44009,-3.98545,-17.5451,-5.84632,16.8414,-2.4447,1.74615,-3.17967,0.737064,43.0555
--6.31123,0.929346,0.421219,3,7,0,12.4165,2.14033,4.60242,1.26849,0.282745,-0.83771,-0.47639,1.19248,1.24029,2.06457,0.28438,7.97847,3.44164,-1.71517,-0.052224,7.62862,7.84868,11.6424,3.44916,-4.51779,-3.32542,-3.69475,-3.52235,-3.57575,-3.51065,-3.42362,-3.92214,25.8865,9.90384,12.8097,15.9038,-3.79296,18.4493,21.0862,20.6257
--5.3362,0.980393,0.421219,3,7,0,9.68744,0.370224,4.15967,0.445722,0.175798,1.2462,-0.92825,0.751758,0.405098,0.939964,1.13877,2.22428,1.10148,5.554,-3.49099,3.49729,2.0553,4.28016,5.10712,-5.10341,-3.45947,-3.83444,-3.77163,-3.24101,-3.32144,-4.16269,-3.88263,-8.81259,-0.579909,-18.1852,3.85786,11.4628,-5.68782,16.2893,40.2412
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 # 
-#  Elapsed Time: 0.241 seconds (Warm-up)
-#                0.039 seconds (Sampling)
-#                0.28 seconds (Total)
+#  Elapsed Time: 0.042753 seconds (Warm-up)
+#                0.00453 seconds (Sampling)
+#                0.047283 seconds (Total)
 #