diff --git a/doc/api.rst b/doc/api.rst index fb8d2445..1dd9d9c2 100644 --- a/doc/api.rst +++ b/doc/api.rst @@ -54,6 +54,16 @@ Constraint-based structure learning PsiFCI +Continuous optimization-based structure learning +=================================== + +.. currentmodule:: dodiscover.continuous +.. autosummary:: + :toctree: generated/ + + GranDAG + + Order-based structure learning =================================== diff --git a/doc/references.bib b/doc/references.bib index 0b9b9e31..2f75d33f 100644 --- a/doc/references.bib +++ b/doc/references.bib @@ -55,6 +55,14 @@ @article{Kocaoglu2019characterization year = {2019} } +@inproceedings{Lachapelle2020, + author = {S{\'{e}}bastien Lachapelle and Philippe Brouillard and Tristan Deleu and Simon Lacoste{-}Julien}, + title = {Gradient-Based Neural {DAG} Learning}, + booktitle = {8th International Conference on Learning Representations}, + year = {2020}, + url = {https://openreview.net/forum?id=rklbKA4YDS}, +} + @article{Li2017, author = {Li, Yingzhen and Turner, Richard}, journal = {International Conference on Learning Representations (ICLR)}, @@ -123,6 +131,16 @@ @article{uhler2013geometry publisher = {JSTOR} } +@inproceedings{glorot2010, + title = {Understanding the Difficulty of Training Deep Feedforward Neural Networks}, + author = {Glorot, Xavier and Bengio, Yoshua}, + booktitle = {Proceedings of the {{Thirteenth International Conference}} on {{Artificial Intelligence}} and {{Statistics}}}, + pages = {249--256}, + year = {2010}, + month = mar, + publisher = {{JMLR Workshop and Conference Proceedings}}, +} + @article{Zhang2008, title = {On the completeness of orientation rules for causal discovery in the presence of latent confounders and selection bias}, journal = {Artificial Intelligence}, @@ -148,6 +166,15 @@ @article{zhang2008ancestralgraphs url = {http://jmlr.org/papers/v9/zhang08a.html} } +@inproceedings{zheng2018, + title = {DAGs with {NO} {TEARS:} Continuous Optimization for Structure Learning}, + author = {Xun Zheng and Bryon Aragam and Pradeep Ravikumar and Eric P. Xing}, + booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018}, + pages = {9492--9503}, + year = {2018}, + url = {https://proceedings.neurips.cc/paper_files/paper/2018/file/e347c51419ffb23ca3fd5050202f9c3d-Paper.pdf} +} + # Books @book{Pearl_causality_2009, diff --git a/dodiscover/__init__.py b/dodiscover/__init__.py index 126164ec..4796d83c 100644 --- a/dodiscover/__init__.py +++ b/dodiscover/__init__.py @@ -5,5 +5,6 @@ from ._protocol import EquivalenceClass, Graph from ._version import __version__ # noqa: F401 from .constraint import FCI, PC, PsiFCI +from .continuous import GranDAG from .context import Context from .context_builder import ContextBuilder, InterventionalContextBuilder, make_context diff --git a/dodiscover/continuous/__init__.py b/dodiscover/continuous/__init__.py new file mode 100644 index 00000000..208316c2 --- /dev/null +++ b/dodiscover/continuous/__init__.py @@ -0,0 +1 @@ +from .grandag import GranDAG diff --git a/dodiscover/continuous/grandag.py b/dodiscover/continuous/grandag.py new file mode 100644 index 00000000..f047289b --- /dev/null +++ b/dodiscover/continuous/grandag.py @@ -0,0 +1,831 @@ +import warnings +from typing import Callable, Dict, List, Optional, Type, Union + +import networkx as nx +import numpy as np +import pandas as pd +import torch +import torch.nn as nn +import torch.nn.functional as F +from numpy.typing import NDArray +from torch.utils.data import DataLoader, RandomSampler +from tqdm import tqdm + +from dodiscover.context import Context +from dodiscover.continuous.utils import TrExpScipy, is_acyclic +from dodiscover.toporder._base import CAMPruning +from dodiscover.toporder.utils import pns as _pns + +EPSILON = 1e-8 +STOP_CRIT_WIN = 100 +H_TOLERANCE = 1e-8 +OMEGA_LAM = 1e-4 +OMEGA_MU = 0.9 +MU_INIT = 1e-3 +LAM_INIT = 0.0 +EDGE_CLAMP_RANGE = 1e-4 + + +class BaseModel(nn.Module): + """Base class for the Gran-DAG and Gran-DAG++ algorithm. + + This class implements an NN for each variable :math:`X_j` and encodes the graph + as a weighted adjacency matrix. + + Parameters + ---------- + num_vars : int + Number of variables (nodes) in the graph. + num_layers : int + Number of hidden layers in the NN. + hid_dim: int + Number of units in the hidden layers. + num_params: int + Number of parameters predicted by the NN. + nonlin: Callable + Nonlinearity to use as activation function for the NN. + norm_prod_paths: bool + Normalize the path product. + square_prod: bool + Use :math:`W^2` instead of :math:`|W|` to compute the path product. + """ + + def __init__( + self, + num_vars: int, + num_layers: int, + hid_dim: int, + num_params: int, + nonlin: Callable, + norm_prod_paths: bool, + square_prod: bool, + ): + super().__init__() + self.num_vars = num_vars + self.num_layers = num_layers + self.hid_dim = hid_dim + self.num_params = num_params + self.nonlin = nonlin + self.norm_prod_paths = norm_prod_paths + self.square_prod = square_prod + + self.weights = nn.ParameterList() + self.biases = nn.ParameterList() + self.extra_params = ( + nn.ParameterList() + ) # Parameters that are learned but independent of the parents + + # initialize current adjacency matrix + self.register_buffer( + "adjacency", torch.ones((self.num_vars, self.num_vars)) - torch.eye(self.num_vars) + ) + + self.zero_weights_ratio = 0.0 + self.numel_weights = 0 + + # Instantiate the parameters of each layer in the model of each variable + for i in range(self.num_layers + 1): + in_dim = self.hid_dim + out_dim = self.hid_dim + if i == 0: + in_dim = self.num_vars + if i == self.num_layers: + out_dim = self.num_params + self.weights.append(nn.Parameter(torch.zeros(self.num_vars, out_dim, in_dim))) + self.biases.append(nn.Parameter(torch.zeros(self.num_vars, out_dim))) + self.numel_weights += self.num_vars * out_dim * in_dim + + # Initialize weights with Xavier + self._weight_init() + + def forward_given_params( + self, x: torch.Tensor, weights: List[torch.Tensor], biases: List[torch.Tensor] + ): + """Run forward pass with given weights and biases. + + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + Parameters + ---------- + x : torch.Tensor of shape (batch_size, num_vars) + Input tensor to the NN + weights : list + List of length num_layers+1 containing weights + biases : list + List of length num_layers+1 containing biases + + Returns + ------- + output : tuple + Tuple of length num_vars containing predicted parameters for each variable. + """ + num_zero_weights = 0 + for k in range(self.num_layers + 1): + # apply affine operator + if k == 0: + adj = self.adjacency.unsqueeze(0) + x = torch.einsum("tij,ljt,bj->bti", weights[k], adj, x) + biases[k] + else: + x = torch.einsum("tij,btj->bti", weights[k], x) + biases[k] + + # count num of zeros + num_zero_weights += weights[k].numel() - weights[k].nonzero().size(0) + + # apply non-linearity + if k != self.num_layers: + x = self.nonlin(x) + + self.zero_weights_ratio = num_zero_weights / float(self.numel_weights) + return torch.unbind(x, 1) + + def get_w_adj(self): + """Get the weighted adjacency matrix. + + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + Returns + ------- + output : torch.Tensor of shape (num_vars, num_vars) + Weighted adjacency matrix of the graph. + """ + dev = self.adjacency.device + dtype = self.adjacency.dtype + weights = self.get_parameters(mode="w")[0] + prod = torch.eye(self.num_vars).to(device=dev, dtype=dtype) + if self.norm_prod_paths: + prod_norm = torch.eye(self.num_vars).to(device=dev, dtype=dtype) + for i, w in enumerate(weights): + if self.square_prod: + w = w**2 + else: + w = torch.abs(w) + if i == 0: + prod = torch.einsum("tij,ljt,jk->tik", w, self.adjacency.unsqueeze(0), prod) + if self.norm_prod_paths: + tmp = (1.0 - torch.eye(self.num_vars).unsqueeze(0)).to(device=dev, dtype=dtype) + prod_norm = torch.einsum( + "tij,ljt,jk->tik", + torch.ones_like(w).detach().to(device=dev, dtype=dtype), + tmp, + prod_norm, + ) + else: + prod = torch.einsum("tij,tjk->tik", w, prod) + if self.norm_prod_paths: + prod_norm = torch.einsum( + "tij,tjk->tik", + torch.ones_like(w).detach().to(device=dev, dtype=dtype), + prod_norm, + ) + + # sum over density parameter axis + prod = torch.sum(prod, 1) + if self.norm_prod_paths: + prod_norm = torch.sum(prod_norm, 1) + denominator = prod_norm + torch.eye(self.num_vars).to(device=dev, dtype=dtype) + return (prod / denominator).t() + else: + return prod.t() + + def _weight_init(self): + """Initializes weights and biases of the NN. + + This function initializes the weights and biases of the NN according to Xavier + uniform distribution (also known as Glorot initialization) :footcite:`glorot2010`. + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + References + ---------- + .. footbibliography:: + """ + with torch.no_grad(): + for node in range(self.num_vars): + for i, w in enumerate(self.weights): + w = w[node] + nn.init.xavier_uniform_(w, gain=nn.init.calculate_gain(self.nonlin.__name__)) + for i, b in enumerate(self.biases): + b = b[node] + b.zero_() + + def get_parameters(self, mode="wbx"): + """Get the requested parameters from the model. + + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + Parameters + ---------- + mode : str + Which parameters to get. if 'w' in mode, return weights, if 'b' mode return biases, + if 'x' in mode return extra parameters + + Returns + ------- + params : tuple + Tuple of length len(mode) containing lists of the requested parameters. + """ + + params = [] + + if "w" in mode: + weights = [] + for w in self.weights: + weights.append(w) + params.append(weights) + if "b" in mode: + biases = [] + for b in self.biases: + biases.append(b) + params.append(biases) + + if "x" in mode: + extra_params = [] + for extra_param in self.extra_params: + if extra_param.requires_grad: + extra_params.append(extra_param) + params.append(extra_params) + + return tuple(params) + + def compute_log_likelihood(self, x, weights, biases, extra_params, detach=False): + """For some minibatch x return log-likelihood of the model. + + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + Parameters + ---------- + x : torch.Tensor of shape (batch_size, num_vars) + Input tensor to the NN + weights: list + List containing the weights of the NN. + biases: list + List containing the biases of the NN. + + Returns + ------- + log_probs : torch.Tensor of shape (batch_size, num_vars) + Tensor containing the log likelihoods for each sample and variable + """ + density_params = self.forward_given_params(x, weights, biases) + + if len(extra_params) != 0: + extra_params = self.transform_extra_params(self.extra_params) + log_probs = [] + for i in range(self.num_vars): + density_param = list(torch.unbind(density_params[i], 1)) + if len(extra_params) != 0: + density_param.extend(list(torch.unbind(extra_params[i], 0))) + conditional = self.get_distribution(density_param) + x_d = x[:, i].detach() if detach else x[:, i] + log_probs.append(conditional.log_prob(x_d).unsqueeze(1)) + return torch.cat(log_probs, 1) + + def get_distribution(self): + raise NotImplementedError + + +class GranDAGModel(BaseModel): + """ + Gran-DAG, where variances are learned (as extra parameters) but independent of the parents. + """ + + def __init__( + self, + num_vars: int, + num_layers: int = 2, + hid_dim: int = 10, + nonlin: Callable = F.leaky_relu, + norm_prod_paths: bool = True, + square_prod: bool = False, + ): + super().__init__( + num_vars, + num_layers, + hid_dim, + num_params=1, + nonlin=nonlin, + norm_prod_paths=norm_prod_paths, + square_prod=square_prod, + ) + # extra parameters are log_std + extra_params = np.ones((self.num_vars,)) + # each element in the list represents a variable, the size of the element is the number of + # extra_params per var + self.extra_params = nn.ParameterList() + for extra_param in extra_params: + self.extra_params.append( + nn.Parameter(torch.tensor(np.log(extra_param).reshape(1)).type(torch.Tensor)) + ) + + def get_distribution(self, dp): + return torch.distributions.normal.Normal(dp[0], dp[1]) + + def transform_extra_params(self, extra_params): + transformed_extra_params = [] + for extra_param in extra_params: + transformed_extra_params.append(torch.exp(extra_param)) + return transformed_extra_params # returns std_dev + + +class GranDAGppModel(BaseModel): + """ + Gran-DAG++, an extension of Gran-DAG, where variances are also learned through the NN. + """ + + def __init__( + self, + num_vars: int, + num_layers: int = 2, + hid_dim: int = 10, + nonlin: Callable = F.leaky_relu, + norm_prod_paths: bool = True, + square_prod: bool = True, + ): + super().__init__( + num_vars, + num_layers, + hid_dim, + num_params=2, + nonlin=nonlin, + norm_prod_paths=norm_prod_paths, + square_prod=square_prod, + ) + + def get_distribution(self, dp): + return torch.distributions.normal.Normal(dp[0], torch.exp(dp[1])) + + +class GranDAG(CAMPruning): + """The GranDAG (Gradient-based Neural DAG Learning) algorithm for causal discovery. + + GranDAG :footcite:`Lachapelle2020` extends NOTEARS :footcite:`zheng2018` to allow + for nonlinear conditionals by using neural networks. Additionally, it employs preliminary + neighbors selection (PNS) and CAM pruning :footcite:`Buhlmann2013`. + + Parameters + ---------- + model: BaseModel + Which model to use, default is GranDAGModel. GranDAGModel learns separate MLPs for + each variable :math:`X_j` and predicts :math:`\mu_j` of the Gaussian distribution + :math:`X_j | Pa_{j} \sim \mathcal{N}(\mu_j, \sigma^2_j)`, where :math:`Pa_{j}` + denotes the parents of :math:`X_j` and :math:`\sigma^2_j` is also learned (but not + dependent on :math:`Pa_{j}`. In GranDAGppModel (GraN-DAG++ in :footcite:`Lachapelle2020`) + :math:`\sigma^2_j` are also predicted by the MLPs and thus dependent on the parents. + val_ratio: float + Fraction of data to use for validation, default is 0.2. The remaining data is + used for training. + mbs: int + Mini-batch size to use, default is 64. + lr_first_subproblem: float + Learning rate for the first subproblems, default is 1e-4. + lr: float + Learning rate for all subsequent subproblems, default is 1e-2. + num_train_iter: int + Maximum number of iterations for the optimization procedure, default is 100000. + Early stopping is used if the algorithm converged before that number. + prune : bool + If True (default), apply CAM-pruning after finding the topological order. + alpha : float, optional + Alpha cutoff value for variable selection with hypothesis testing over regression + coefficients, default is 0.01. + n_splines : int, optional + Number of splines to use for the feature function, default is 10. + Automatically decreased in case of insufficient samples + splines_degree: int, optional + Order of spline to use for the feature function, default is 3. + pns : bool + If True, perform Preliminary Neighbour Search (PNS) before running the optimization + procedure, default is True. + pns_num_neighbors: int, optional + Number of neighbors to use for PNS, default is 20. + pns_threshold: float, optional + Threshold to use for PNS, default is 1. + double_prec: bool + Whether to use double precision, default is True. + cuda: bool + Whether to use the GPU (if available), default is False. + + References + ---------- + .. footbibliography:: + + Notes + ----- + Implementation is very similar to (and to a large extent taken from) the author's + official GitHub implementation: https://github.com/kurowasan/GraN-DAG, licensed + under the MIT license. This is also remarked for each function directly taken from + aforementioned repository. + Prior knowledge about the included and excluded directed edges in the output DAG + is partially supported. If provided, the excluded edges are not initialized in the + weighted adjacency matrix :math:`A_\\theta`. Included edges are not pruned in the + final pruning step (if `prune=True`). Note: Included edges may still be removed + during fitting of the algorithm. Including edges also raises a warning. + For larger graphs computation time may be greatly reduced if run on a GPU. For + this, set `cuda = True`. For smaller graphs, however, this may introduce additional + overhead, thus increasing computation time over the CPU version. + """ + + def __init__( + self, + model: Union[Type[GranDAGModel], Type[GranDAGppModel]] = GranDAGModel, + val_ratio: float = 0.2, + mbs: int = 64, + lr_first_subproblem: float = 1e-2, + lr: float = 1e-4, + num_train_iter: int = 100000, + prune: bool = True, + alpha: float = 0.001, + n_splines: int = 10, + splines_degree: int = 3, + pns: bool = True, + pns_num_neighbors: Optional[int] = 20, + pns_threshold: Optional[float] = 1.0, + double_prec: bool = True, + cuda: bool = False, + ): + super().__init__(alpha, n_splines, splines_degree) + self.model_class = model + self.val_ratio = val_ratio + self.mbs = mbs + self.lr = lr + self.lr_first_subproblem = lr_first_subproblem + self.num_train_iter = num_train_iter + self.pruning = prune + self.pns = pns + self.pns_num_neighbors = pns_num_neighbors + self.pns_threshold = pns_threshold + self.device = torch.device("cuda" if (torch.cuda.is_available() and cuda) else "cpu") + self.dtype = torch.float64 if double_prec else torch.float32 + + # Attributes + self.graph_: nx.DiGraph = nx.empty_graph() + self.labels_to_nodes: Dict[Union[str, int], int] = dict() + self.nodes_to_labels: Dict[int, Union[str, int]] = dict() + + def fit(self, data_df: pd.DataFrame, context: Context) -> None: + """ + Fit Gran-DAG model to the data. + + Parameters + ---------- + data_df : pd.DataFrame + Datafame of the input data. + context: Context + The context of the causal discovery problem. + """ + X = torch.tensor(data_df.to_numpy()) + self.context = context + if len(self.context.included_edges.edges()) > 0: + warnings.warn( + "Prior knowledge is only partially supported for this algorithm. Included edges may" + " be removed during fitting (but not during final pruning step)!" + ) + + # Data structure to exchange labels with nodes number + self.nodes_to_labels = {i: data_df.columns[i] for i in range(len(data_df.columns))} + self.labels_to_nodes = {data_df.columns[i]: i for i in range(len(data_df.columns))} + + # Check acyclicity condition on included_edges + self._dag_check_included_edges() + + # Init model and optimizer + self.model = self.model_class(num_vars=X.size(1)).to(device=self.device, dtype=self.dtype) + self.optimizer = torch.optim.RMSprop(self.model.parameters(), lr=self.lr_first_subproblem) + + # Exclude edges from the initial weighted adjacency matrix + G_excluded = self._get_excluded_edges_graph() + with torch.no_grad(): + for (i, j) in G_excluded.edges(): + self.model.adjacency[i, j] = 0.0 + + # Apply preliminary neighborhood selection + if self.pns: + pns_num_neighbors = ( + X.size(1) if self.pns_num_neighbors is None else self.pns_num_neighbors + ) + print(f"Run PNS with {pns_num_neighbors} neighbors and threshold {self.pns_threshold}") + self.pns_(X, num_neighbours=pns_num_neighbors, threshold=self.pns_threshold) + + # Train model + self._prepare_data(X) + self._train() + + # Remove edges until we have DAG + self._to_dag(X) + + # Further prune using CAM + adj = self.model.adjacency.detach().cpu().numpy() + if self.pruning: + adj = self._prune(X, adj) + + self.graph_ = self._postprocess_output(nx.from_numpy_array(adj, create_using=nx.DiGraph)) + + def _prepare_data(self, data: torch.Tensor) -> None: + """Split data into train/val and normalize it. + + Parameters + ---------- + data : torch.Tensor + (N, K) matrix with N samples and K variables + """ + X = data.detach().clone() + X = (X - X.mean(0, keepdims=True)) / X.std(0, keepdims=True) + val_size = int(X.size(0) * self.val_ratio) + train_size = X.size(0) - val_size + X_train, X_val = X[:train_size], X[train_size:] + sampler_train = RandomSampler( + X_train, replacement=True, num_samples=self.num_train_iter * self.mbs + ) + self.dataloader = { + "train": DataLoader(X_train, min(X_train.size(0), self.mbs), sampler=sampler_train), + "val": DataLoader(X_val, min(X_val.size(0), self.mbs)), + } + + def _train(self): + """Run Gran-DAG training""" + mu = MU_INIT + lam = LAM_INIT + + hs = [] + nlls = {"train": [], "val": []} + aug_lagrangians = {"train": [], "val": []} + + for i_batch, batch in enumerate(tqdm(self.dataloader["train"], desc="Train model: ")): + self.model.train() + x = batch.to(device=self.device, dtype=self.dtype) + weights, biases, extra_params = self.model.get_parameters(mode="wbx") + loss = -torch.mean(self.model.compute_log_likelihood(x, weights, biases, extra_params)) + nlls["train"].append(loss.item()) + self.model.eval() + + # Constraint related + w_adj = self.model.get_w_adj() + h = self._compute_constraint(w_adj) + + # Compute augmented langrangian + aug_lagrangian = loss + 0.5 * mu * h**2 + lam * h + aug_lagrangians["train"].append(aug_lagrangian.item()) + + # Optimization step on augmented lagrangian + self.optimizer.zero_grad() + aug_lagrangian.backward() + self.optimizer.step() + + # Clamp edges + with torch.no_grad(): + to_keep = w_adj > EDGE_CLAMP_RANGE + self.model.adjacency *= to_keep + + # Compute loss on whole validation set + if i_batch % STOP_CRIT_WIN == 0: + loss_val = 0.0 + with torch.no_grad(): + for batch in self.dataloader["val"]: + batch = batch.to(device=self.device, dtype=self.dtype) + loss_val += -torch.mean( + self.model.compute_log_likelihood(batch, weights, biases, extra_params) + ).item() + loss_val /= len(self.dataloader["val"]) + aug_lagrangians["val"].append( + [i_batch, loss_val + aug_lagrangians["train"][-1] - nlls["train"][-1]] + ) + + # Compute delta for lambda + if i_batch >= 2 * STOP_CRIT_WIN and i_batch % (2 * STOP_CRIT_WIN) == 0: + t0, t_half, t1 = ( + aug_lagrangians["val"][-3][1], + aug_lagrangians["val"][-2][1], + aug_lagrangians["val"][-1][1], + ) + + # If the validation loss went up and down, do not update lagrangian and penalty + # coefficients. + if not (min(t0, t1) < t_half < max(t0, t1)): + delta_lam = -np.inf + else: + delta_lam = (t1 - t0) / STOP_CRIT_WIN + else: + delta_lam = -np.inf # do not update lambda nor mu + + # Check if the augmented lagrangian converged + if h > H_TOLERANCE: + if abs(delta_lam) < OMEGA_LAM or delta_lam > 0: + lam += mu * h.item() + # Did the constraint improve sufficiently? + hs.append(h.item()) + if len(hs) >= 2: + if hs[-1] > hs[-2] * OMEGA_MU: + mu *= 10 + + # Reinitialize learning rate + for param_group in self.optimizer.param_groups: + param_group["lr"] = self.lr + else: + # Final clamping of edges + with torch.no_grad(): + to_keep = w_adj > 0 + self.model.adjacency *= to_keep + break + else: + warnings.warn( + f"h not converged after {self.num_train_iter} iterations (h: {h}, h_thres: " + f"{H_TOLERANCE})!" + ) + # Final clamping of edges + with torch.no_grad(): + to_keep = w_adj > 0 + self.model.adjacency *= to_keep + + def _to_dag(self, X: torch.Tensor) -> None: + """Remove edges until we obtain a DAG + + Compute the average Jacobian matrix :math:`\mathcal{J}_{i,j}` of the lagrangian over + all samples of the dataset. Then, remove edges :math:`(i,j)` for which + :math:`\mathcal{J}_{i,j}` is the lowest until the adjacency matrix represents a DAG. + + Parameters + ---------- + X : torch.Tensor of shape (num_samples, num_vars) + Tensor containing all samples. + """ + self.model.eval() + A = self._compute_jacobian_avg(X).t().detach().cpu().numpy() + + with torch.no_grad(): + # Find the smallest threshold that removes all cycle-inducing edges + thresholds = np.unique(A) + for step, t in enumerate(thresholds): + to_keep = torch.Tensor(A > t + EPSILON).to(device=self.device, dtype=self.dtype) + new_adj = self.model.adjacency * to_keep + + if is_acyclic(new_adj): + self.model.adjacency.copy_(new_adj) + break + + def _dag_check_included_edges(self) -> None: + """Check that the edges included in `self.context` does not violate DAG condition.""" + is_dag = nx.is_directed_acyclic_graph(self._get_included_edges_graph()) + if nx.is_empty(self._get_included_edges_graph()): + is_dag = True + if not is_dag: + raise ValueError("Edges included in the graph violate the acyclicity condition!") + + def _postprocess_output(self, graph): + """Relabel the graph nodes with the custom labels of the input dataframe. + + Parameters + ---------- + graph : nx.DiGraph + Networkx directed graph with nodes to relabel. + + Returns + ------- + G : nx.DiGraph + Graph with the relabeled nodes. + """ + G = nx.relabel_nodes(graph, mapping=self.nodes_to_labels) + return G + + def _get_included_edges_graph(self): + """Get the `self.context.included_edges` graph with numerical label of the nodes. + + The returned directed graph of the included edges, with one node for each column + in the dataframe input of the `fit` method, and numerical label of the nodes. + + Returns + ------- + G : nx.DiGraph + networkx directed graph of the edges included in `self.context`. + """ + num_nodes = len(self.labels_to_nodes) + G = nx.empty_graph(n=num_nodes, create_using=nx.DiGraph) + for edge in self.context.included_edges.edges(): + u, v = self.labels_to_nodes[edge[0]], self.labels_to_nodes[edge[1]] + G.add_edge(u, v) + return G + + def _get_excluded_edges_graph(self): + """Get the `self.context.excluded_edges` graph with numerical label of the nodes. + + The returned directed graph of the excluded edges, with one node for each column + in the dataframe input of the `fit` method, and numerical label of the nodes. + + Returns + ------- + G : nx.DiGraph + networkx directed graph of the edges excluded in `self.context`. + """ + num_nodes = len(self.labels_to_nodes) + G = nx.empty_graph(n=num_nodes, create_using=nx.DiGraph) + for edge in self.context.excluded_edges.edges(): + u, v = self.labels_to_nodes[edge[0]], self.labels_to_nodes[edge[1]] + G.add_edge(u, v) + return G + + def pns_(self, X, num_neighbours, threshold): + """Wrapper around dodiscover.toporder.utils.pns using the adjacency matrix of the model""" + model_adj = self.model.adjacency.detach().cpu().numpy() + model_adj = _pns(model_adj, X, threshold, num_neighbours) + + with torch.no_grad(): + self.model.adjacency.copy_(torch.Tensor(model_adj)) + + def _prune( + self, + X: torch.tensor, + A: NDArray, + ) -> NDArray: + """Prune the adjacency matrix `A` that is returned by the model from spurious edges. + + Use sparse regression over the matrix of the data `X` for variable selection over the + edges in the adjacency matrix `A` + + Parameters + ---------- + X : torch.Tensor of shape (n_samples, num_vars) + Matrix of the data. + A : np.ndarray of shape (n_nodes, n_nodes) + Adjacency matrix to be pruned. + + Returns + ------- + A : np.ndarray + The pruned adjacency matrix output of the causal discovery algorithm. + """ + G_included = self._get_included_edges_graph() + G_excluded = self._get_excluded_edges_graph() + + _, d = X.shape + X = X.detach().cpu() + A_pruned = np.zeros((d, d)) + order = list(nx.topological_sort(nx.from_numpy_array(A, create_using=nx.DiGraph))) + for c in range(d): + pot_parents = [] + for p in order[: order.index(c)]: + if ((not G_excluded.has_edge(p, c)) and A[p, c] == 1) or G_included.has_edge(p, c): + pot_parents.append(p) + if len(pot_parents) > 0: + parents = self._variable_selection( + X[:, pot_parents].numpy(), X[:, c].numpy(), pot_parents, c, G_included + ) + for parent in parents: + A_pruned[parent, c] = 1 + + return A_pruned + + def _compute_jacobian_avg(self, X): + """Compute average Jacobian over the data X. + + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + Parameters + ---------- + X : torch.Tensor of shape (n_samples, num_vars) + Matrix of the data. + + Returns + ------- + jac_avg : torch.tensor of shape (num_vars, num_vars) + Average Jacobian of the Lagrangian. + """ + jac_avg = torch.zeros(self.model.num_vars, self.model.num_vars).to( + device=self.device, dtype=self.dtype + ) + + x = X.detach().clone().to(device=self.device, dtype=self.dtype).requires_grad_() + + # compute loss + weights, biases, extra_params = self.model.get_parameters(mode="wbx") + log_probs = self.model.compute_log_likelihood(x, weights, biases, extra_params, detach=True) + log_probs = torch.unbind(log_probs, 1) + + # compute jacobian of the loss + for i in range(self.model.num_vars): + tmp = torch.autograd.grad( + log_probs[i], + x, + retain_graph=True, + grad_outputs=torch.ones(x.size(0)).to(device=self.device, dtype=self.dtype), + )[0] + jac_avg[i, :] = torch.abs(tmp).mean(0) + + return jac_avg + + def _compute_constraint(self, w_adj): + """Compute acyclicity constraint of the weighted adjacency matrix. + + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + + Parameters + ---------- + w_adj : torch.tensor of shape (num_vars, num_vars) + Weighted adjacency matrix + + Returns + ------- + h : torch.Tensor + Acyclicity constraint + """ + if (w_adj < 0).detach().cpu().numpy().any(): + raise ValueError("Found negative values in weighted adjacency matrix!") + h = TrExpScipy.apply(w_adj) - self.model.num_vars + return h diff --git a/dodiscover/continuous/utils.py b/dodiscover/continuous/utils.py new file mode 100644 index 00000000..418c11f9 --- /dev/null +++ b/dodiscover/continuous/utils.py @@ -0,0 +1,38 @@ +import torch +from scipy.linalg import expm + + +class TrExpScipy(torch.autograd.Function): + """ + autograd.Function to compute trace of an exponential of a matrix + From the author's GitHub implementation: https://github.com/kurowasan/GraN-DAG. + """ + + @staticmethod + def forward(ctx, input): + with torch.no_grad(): + # send tensor to cpu in numpy format and compute expm using scipy + expm_input = expm(input.detach().cpu().numpy()) + # transform back into a tensor + expm_input = torch.as_tensor(expm_input, device=input.device) + # save expm_input to use in backward + ctx.save_for_backward(expm_input) + + # return the trace + return torch.trace(expm_input) + + @staticmethod + def backward(ctx, grad_output): + with torch.no_grad(): + (expm_input,) = ctx.saved_tensors + return expm_input.t() * grad_output + + +def is_acyclic(adjacency: torch.Tensor) -> bool: + """Check if the given adjacency matrix is acyclic""" + prod = torch.eye(adjacency.shape[0], dtype=adjacency.dtype, device=adjacency.device) + for _ in range(1, adjacency.shape[0] + 1): + prod = torch.matmul(adjacency, prod) + if torch.trace(prod) != 0: + return False + return True diff --git a/poetry.lock b/poetry.lock index 58d78734..db0e8da6 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,9 +1,10 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. [[package]] name = "alabaster" version = "0.7.13" description = "A configurable sidebar-enabled Sphinx theme" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -15,6 +16,7 @@ files = [ name = "appnope" version = "0.1.3" description = "Disable App Nap on macOS >= 10.9" +category = "dev" optional = false python-versions = "*" files = [ @@ -26,6 +28,7 @@ files = [ name = "attrs" version = "23.1.0" description = "Classes Without Boilerplate" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -44,6 +47,7 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte name = "babel" version = "2.12.1" description = "Internationalization utilities" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -55,6 +59,7 @@ files = [ name = "backcall" version = "0.2.0" description = "Specifications for callback functions passed in to an API" +category = "dev" optional = false python-versions = "*" files = [ @@ -66,6 +71,7 @@ files = [ name = "bandit" version = "1.7.5" description = "Security oriented static analyser for python code." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -89,6 +95,7 @@ yaml = ["PyYAML"] name = "beautifulsoup4" version = "4.12.2" description = "Screen-scraping library" +category = "dev" optional = false python-versions = ">=3.6.0" files = [ @@ -107,6 +114,7 @@ lxml = ["lxml"] name = "black" version = "22.12.0" description = "The uncompromising code formatter." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -144,6 +152,7 @@ uvloop = ["uvloop (>=0.15.2)"] name = "bleach" version = "6.0.0" description = "An easy safelist-based HTML-sanitizing tool." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -162,6 +171,7 @@ css = ["tinycss2 (>=1.1.0,<1.2)"] name = "bnlearn" version = "0.7.16" description = "Python package for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods." +category = "dev" optional = false python-versions = ">=3" files = [ @@ -192,13 +202,14 @@ tqdm = "*" [[package]] name = "causal-learn" -version = "0.1.3.3" +version = "0.1.3.5" description = "causal-learn Python Package" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "causal-learn-0.1.3.3.tar.gz", hash = "sha256:bef2f4a449fed723bf9025f64a7ae58fa812af28aff98ff5e4fb3cbf0d4bbbb3"}, - {file = "causal_learn-0.1.3.3-py3-none-any.whl", hash = "sha256:c3da164aca6d951ac131330c8b8d160d43a87cc087387ee4573c090dc6576175"}, + {file = "causal-learn-0.1.3.5.tar.gz", hash = "sha256:bed848b2697743da1ec20176d565e9275b934790ebcabfc241cbcd9b5f242400"}, + {file = "causal_learn-0.1.3.5-py3-none-any.whl", hash = "sha256:c824210d326d32f83a3bba3c7522f125de0cf4cd8c1ef171041527268c812ae8"}, ] [package.dependencies] @@ -217,6 +228,7 @@ tqdm = "*" name = "certifi" version = "2023.7.22" description = "Python package for providing Mozilla's CA Bundle." +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -228,6 +240,7 @@ files = [ name = "cffi" version = "1.15.1" description = "Foreign Function Interface for Python calling C code." +category = "dev" optional = false python-versions = "*" files = [ @@ -302,19 +315,21 @@ pycparser = "*" [[package]] name = "cfgv" -version = "3.3.1" +version = "3.4.0" description = "Validate configuration and produce human readable error messages." +category = "dev" optional = false -python-versions = ">=3.6.1" +python-versions = ">=3.8" files = [ - {file = "cfgv-3.3.1-py2.py3-none-any.whl", hash = "sha256:c6a0883f3917a037485059700b9e75da2464e6c27051014ad85ba6aaa5884426"}, - {file = "cfgv-3.3.1.tar.gz", hash = "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736"}, + {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, + {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"}, ] [[package]] name = "charset-normalizer" version = "3.2.0" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." +category = "dev" optional = false python-versions = ">=3.7.0" files = [ @@ -397,13 +412,14 @@ files = [ [[package]] name = "click" -version = "8.1.6" +version = "8.1.7" description = "Composable command line interface toolkit" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "click-8.1.6-py3-none-any.whl", hash = "sha256:fa244bb30b3b5ee2cae3da8f55c9e5e0c0e86093306301fb418eb9dc40fbded5"}, - {file = "click-8.1.6.tar.gz", hash = "sha256:48ee849951919527a045bfe3bf7baa8a959c423134e1a5b98c05c20ba75a1cbd"}, + {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"}, + {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"}, ] [package.dependencies] @@ -413,6 +429,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""} name = "codespell" version = "2.2.5" description = "Codespell" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -430,6 +447,7 @@ types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency name = "colorama" version = "0.4.6" description = "Cross-platform colored terminal text." +category = "dev" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" files = [ @@ -439,17 +457,18 @@ files = [ [[package]] name = "comm" -version = "0.1.3" +version = "0.1.4" description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." +category = "dev" optional = false python-versions = ">=3.6" files = [ - {file = "comm-0.1.3-py3-none-any.whl", hash = "sha256:16613c6211e20223f215fc6d3b266a247b6e2641bf4e0a3ad34cb1aff2aa3f37"}, - {file = "comm-0.1.3.tar.gz", hash = "sha256:a61efa9daffcfbe66fd643ba966f846a624e4e6d6767eda9cf6e993aadaab93e"}, + {file = "comm-0.1.4-py3-none-any.whl", hash = "sha256:6d52794cba11b36ed9860999cd10fd02d6b2eac177068fdd585e1e2f8a96e67a"}, + {file = "comm-0.1.4.tar.gz", hash = "sha256:354e40a59c9dd6db50c5cc6b4acc887d82e9603787f83b68c01a80a923984d15"}, ] [package.dependencies] -traitlets = ">=5.3" +traitlets = ">=4" [package.extras] lint = ["black (>=22.6.0)", "mdformat (>0.7)", "mdformat-gfm (>=0.3.5)", "ruff (>=0.0.156)"] @@ -460,6 +479,7 @@ typing = ["mypy (>=0.990)"] name = "contourpy" version = "1.1.0" description = "Python library for calculating contours of 2D quadrilateral grids" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -516,71 +536,64 @@ test-no-images = ["pytest", "pytest-cov", "wurlitzer"] [[package]] name = "coverage" -version = "7.2.7" +version = "7.3.0" description = "Code coverage measurement for Python" +category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "coverage-7.2.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d39b5b4f2a66ccae8b7263ac3c8170994b65266797fb96cbbfd3fb5b23921db8"}, - {file = "coverage-7.2.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d040ef7c9859bb11dfeb056ff5b3872436e3b5e401817d87a31e1750b9ae2fb"}, - {file = "coverage-7.2.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba90a9563ba44a72fda2e85302c3abc71c5589cea608ca16c22b9804262aaeb6"}, - {file = "coverage-7.2.7-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e7d9405291c6928619403db1d10bd07888888ec1abcbd9748fdaa971d7d661b2"}, - {file = "coverage-7.2.7-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:31563e97dae5598556600466ad9beea39fb04e0229e61c12eaa206e0aa202063"}, - {file = "coverage-7.2.7-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ebba1cd308ef115925421d3e6a586e655ca5a77b5bf41e02eb0e4562a111f2d1"}, - {file = "coverage-7.2.7-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:cb017fd1b2603ef59e374ba2063f593abe0fc45f2ad9abdde5b4d83bd922a353"}, - {file = "coverage-7.2.7-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:d62a5c7dad11015c66fbb9d881bc4caa5b12f16292f857842d9d1871595f4495"}, - {file = "coverage-7.2.7-cp310-cp310-win32.whl", hash = "sha256:ee57190f24fba796e36bb6d3aa8a8783c643d8fa9760c89f7a98ab5455fbf818"}, - {file = "coverage-7.2.7-cp310-cp310-win_amd64.whl", hash = "sha256:f75f7168ab25dd93110c8a8117a22450c19976afbc44234cbf71481094c1b850"}, - {file = "coverage-7.2.7-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:06a9a2be0b5b576c3f18f1a241f0473575c4a26021b52b2a85263a00f034d51f"}, - {file = "coverage-7.2.7-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:5baa06420f837184130752b7c5ea0808762083bf3487b5038d68b012e5937dbe"}, - {file = "coverage-7.2.7-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fdec9e8cbf13a5bf63290fc6013d216a4c7232efb51548594ca3631a7f13c3a3"}, - {file = "coverage-7.2.7-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:52edc1a60c0d34afa421c9c37078817b2e67a392cab17d97283b64c5833f427f"}, - {file = "coverage-7.2.7-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:63426706118b7f5cf6bb6c895dc215d8a418d5952544042c8a2d9fe87fcf09cb"}, - {file = "coverage-7.2.7-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:afb17f84d56068a7c29f5fa37bfd38d5aba69e3304af08ee94da8ed5b0865833"}, - {file = "coverage-7.2.7-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:48c19d2159d433ccc99e729ceae7d5293fbffa0bdb94952d3579983d1c8c9d97"}, - {file = "coverage-7.2.7-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:0e1f928eaf5469c11e886fe0885ad2bf1ec606434e79842a879277895a50942a"}, - {file = "coverage-7.2.7-cp311-cp311-win32.whl", hash = "sha256:33d6d3ea29d5b3a1a632b3c4e4f4ecae24ef170b0b9ee493883f2df10039959a"}, - {file = "coverage-7.2.7-cp311-cp311-win_amd64.whl", hash = "sha256:5b7540161790b2f28143191f5f8ec02fb132660ff175b7747b95dcb77ac26562"}, - {file = "coverage-7.2.7-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:f2f67fe12b22cd130d34d0ef79206061bfb5eda52feb6ce0dba0644e20a03cf4"}, - {file = "coverage-7.2.7-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a342242fe22407f3c17f4b499276a02b01e80f861f1682ad1d95b04018e0c0d4"}, - {file = "coverage-7.2.7-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:171717c7cb6b453aebac9a2ef603699da237f341b38eebfee9be75d27dc38e01"}, - {file = "coverage-7.2.7-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:49969a9f7ffa086d973d91cec8d2e31080436ef0fb4a359cae927e742abfaaa6"}, - {file = "coverage-7.2.7-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:b46517c02ccd08092f4fa99f24c3b83d8f92f739b4657b0f146246a0ca6a831d"}, - {file = "coverage-7.2.7-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:a3d33a6b3eae87ceaefa91ffdc130b5e8536182cd6dfdbfc1aa56b46ff8c86de"}, - {file = "coverage-7.2.7-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:976b9c42fb2a43ebf304fa7d4a310e5f16cc99992f33eced91ef6f908bd8f33d"}, - {file = "coverage-7.2.7-cp312-cp312-win32.whl", hash = "sha256:8de8bb0e5ad103888d65abef8bca41ab93721647590a3f740100cd65c3b00511"}, - {file = "coverage-7.2.7-cp312-cp312-win_amd64.whl", hash = "sha256:9e31cb64d7de6b6f09702bb27c02d1904b3aebfca610c12772452c4e6c21a0d3"}, - {file = "coverage-7.2.7-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:58c2ccc2f00ecb51253cbe5d8d7122a34590fac9646a960d1430d5b15321d95f"}, - {file = "coverage-7.2.7-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d22656368f0e6189e24722214ed8d66b8022db19d182927b9a248a2a8a2f67eb"}, - {file = "coverage-7.2.7-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a895fcc7b15c3fc72beb43cdcbdf0ddb7d2ebc959edac9cef390b0d14f39f8a9"}, - {file = "coverage-7.2.7-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e84606b74eb7de6ff581a7915e2dab7a28a0517fbe1c9239eb227e1354064dcd"}, - {file = "coverage-7.2.7-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:0a5f9e1dbd7fbe30196578ca36f3fba75376fb99888c395c5880b355e2875f8a"}, - {file = "coverage-7.2.7-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:419bfd2caae268623dd469eff96d510a920c90928b60f2073d79f8fe2bbc5959"}, - {file = "coverage-7.2.7-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:2aee274c46590717f38ae5e4650988d1af340fe06167546cc32fe2f58ed05b02"}, - {file = "coverage-7.2.7-cp37-cp37m-win32.whl", hash = "sha256:61b9a528fb348373c433e8966535074b802c7a5d7f23c4f421e6c6e2f1697a6f"}, - {file = "coverage-7.2.7-cp37-cp37m-win_amd64.whl", hash = "sha256:b1c546aca0ca4d028901d825015dc8e4d56aac4b541877690eb76490f1dc8ed0"}, - {file = "coverage-7.2.7-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:54b896376ab563bd38453cecb813c295cf347cf5906e8b41d340b0321a5433e5"}, - {file = "coverage-7.2.7-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:3d376df58cc111dc8e21e3b6e24606b5bb5dee6024f46a5abca99124b2229ef5"}, - {file = "coverage-7.2.7-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5e330fc79bd7207e46c7d7fd2bb4af2963f5f635703925543a70b99574b0fea9"}, - {file = "coverage-7.2.7-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1e9d683426464e4a252bf70c3498756055016f99ddaec3774bf368e76bbe02b6"}, - {file = "coverage-7.2.7-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d13c64ee2d33eccf7437961b6ea7ad8673e2be040b4f7fd4fd4d4d28d9ccb1e"}, - {file = "coverage-7.2.7-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:b7aa5f8a41217360e600da646004f878250a0d6738bcdc11a0a39928d7dc2050"}, - {file = "coverage-7.2.7-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:8fa03bce9bfbeeef9f3b160a8bed39a221d82308b4152b27d82d8daa7041fee5"}, - {file = "coverage-7.2.7-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:245167dd26180ab4c91d5e1496a30be4cd721a5cf2abf52974f965f10f11419f"}, - {file = "coverage-7.2.7-cp38-cp38-win32.whl", hash = "sha256:d2c2db7fd82e9b72937969bceac4d6ca89660db0a0967614ce2481e81a0b771e"}, - {file = "coverage-7.2.7-cp38-cp38-win_amd64.whl", hash = "sha256:2e07b54284e381531c87f785f613b833569c14ecacdcb85d56b25c4622c16c3c"}, - {file = "coverage-7.2.7-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:537891ae8ce59ef63d0123f7ac9e2ae0fc8b72c7ccbe5296fec45fd68967b6c9"}, - {file = "coverage-7.2.7-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:06fb182e69f33f6cd1d39a6c597294cff3143554b64b9825d1dc69d18cc2fff2"}, - {file = "coverage-7.2.7-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:201e7389591af40950a6480bd9edfa8ed04346ff80002cec1a66cac4549c1ad7"}, - {file = "coverage-7.2.7-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f6951407391b639504e3b3be51b7ba5f3528adbf1a8ac3302b687ecababf929e"}, - {file = "coverage-7.2.7-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6f48351d66575f535669306aa7d6d6f71bc43372473b54a832222803eb956fd1"}, - {file = "coverage-7.2.7-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:b29019c76039dc3c0fd815c41392a044ce555d9bcdd38b0fb60fb4cd8e475ba9"}, - {file = "coverage-7.2.7-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:81c13a1fc7468c40f13420732805a4c38a105d89848b7c10af65a90beff25250"}, - {file = "coverage-7.2.7-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:975d70ab7e3c80a3fe86001d8751f6778905ec723f5b110aed1e450da9d4b7f2"}, - {file = "coverage-7.2.7-cp39-cp39-win32.whl", hash = "sha256:7ee7d9d4822c8acc74a5e26c50604dff824710bc8de424904c0982e25c39c6cb"}, - {file = "coverage-7.2.7-cp39-cp39-win_amd64.whl", hash = "sha256:eb393e5ebc85245347950143969b241d08b52b88a3dc39479822e073a1a8eb27"}, - {file = "coverage-7.2.7-pp37.pp38.pp39-none-any.whl", hash = "sha256:b7b4c971f05e6ae490fef852c218b0e79d4e52f79ef0c8475566584a8fb3e01d"}, - {file = "coverage-7.2.7.tar.gz", hash = "sha256:924d94291ca674905fe9481f12294eb11f2d3d3fd1adb20314ba89e94f44ed59"}, + {file = "coverage-7.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:db76a1bcb51f02b2007adacbed4c88b6dee75342c37b05d1822815eed19edee5"}, + {file = "coverage-7.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c02cfa6c36144ab334d556989406837336c1d05215a9bdf44c0bc1d1ac1cb637"}, + {file = "coverage-7.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:477c9430ad5d1b80b07f3c12f7120eef40bfbf849e9e7859e53b9c93b922d2af"}, + {file = "coverage-7.3.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ce2ee86ca75f9f96072295c5ebb4ef2a43cecf2870b0ca5e7a1cbdd929cf67e1"}, + {file = "coverage-7.3.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68d8a0426b49c053013e631c0cdc09b952d857efa8f68121746b339912d27a12"}, + {file = "coverage-7.3.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:b3eb0c93e2ea6445b2173da48cb548364f8f65bf68f3d090404080d338e3a689"}, + {file = "coverage-7.3.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:90b6e2f0f66750c5a1178ffa9370dec6c508a8ca5265c42fbad3ccac210a7977"}, + {file = "coverage-7.3.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:96d7d761aea65b291a98c84e1250cd57b5b51726821a6f2f8df65db89363be51"}, + {file = "coverage-7.3.0-cp310-cp310-win32.whl", hash = "sha256:63c5b8ecbc3b3d5eb3a9d873dec60afc0cd5ff9d9f1c75981d8c31cfe4df8527"}, + {file = "coverage-7.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:97c44f4ee13bce914272589b6b41165bbb650e48fdb7bd5493a38bde8de730a1"}, + {file = "coverage-7.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:74c160285f2dfe0acf0f72d425f3e970b21b6de04157fc65adc9fd07ee44177f"}, + {file = "coverage-7.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:b543302a3707245d454fc49b8ecd2c2d5982b50eb63f3535244fd79a4be0c99d"}, + {file = "coverage-7.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ad0f87826c4ebd3ef484502e79b39614e9c03a5d1510cfb623f4a4a051edc6fd"}, + {file = "coverage-7.3.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:13c6cbbd5f31211d8fdb477f0f7b03438591bdd077054076eec362cf2207b4a7"}, + {file = "coverage-7.3.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fac440c43e9b479d1241fe9d768645e7ccec3fb65dc3a5f6e90675e75c3f3e3a"}, + {file = "coverage-7.3.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:3c9834d5e3df9d2aba0275c9f67989c590e05732439b3318fa37a725dff51e74"}, + {file = "coverage-7.3.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:4c8e31cf29b60859876474034a83f59a14381af50cbe8a9dbaadbf70adc4b214"}, + {file = "coverage-7.3.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:7a9baf8e230f9621f8e1d00c580394a0aa328fdac0df2b3f8384387c44083c0f"}, + {file = "coverage-7.3.0-cp311-cp311-win32.whl", hash = "sha256:ccc51713b5581e12f93ccb9c5e39e8b5d4b16776d584c0f5e9e4e63381356482"}, + {file = "coverage-7.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:887665f00ea4e488501ba755a0e3c2cfd6278e846ada3185f42d391ef95e7e70"}, + {file = "coverage-7.3.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:d000a739f9feed900381605a12a61f7aaced6beae832719ae0d15058a1e81c1b"}, + {file = "coverage-7.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:59777652e245bb1e300e620ce2bef0d341945842e4eb888c23a7f1d9e143c446"}, + {file = "coverage-7.3.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9737bc49a9255d78da085fa04f628a310c2332b187cd49b958b0e494c125071"}, + {file = "coverage-7.3.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5247bab12f84a1d608213b96b8af0cbb30d090d705b6663ad794c2f2a5e5b9fe"}, + {file = "coverage-7.3.0-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e2ac9a1de294773b9fa77447ab7e529cf4fe3910f6a0832816e5f3d538cfea9a"}, + {file = "coverage-7.3.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:85b7335c22455ec12444cec0d600533a238d6439d8d709d545158c1208483873"}, + {file = "coverage-7.3.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:36ce5d43a072a036f287029a55b5c6a0e9bd73db58961a273b6dc11a2c6eb9c2"}, + {file = "coverage-7.3.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:211a4576e984f96d9fce61766ffaed0115d5dab1419e4f63d6992b480c2bd60b"}, + {file = "coverage-7.3.0-cp312-cp312-win32.whl", hash = "sha256:56afbf41fa4a7b27f6635bc4289050ac3ab7951b8a821bca46f5b024500e6321"}, + {file = "coverage-7.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:7f297e0c1ae55300ff688568b04ff26b01c13dfbf4c9d2b7d0cb688ac60df479"}, + {file = "coverage-7.3.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:ac0dec90e7de0087d3d95fa0533e1d2d722dcc008bc7b60e1143402a04c117c1"}, + {file = "coverage-7.3.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:438856d3f8f1e27f8e79b5410ae56650732a0dcfa94e756df88c7e2d24851fcd"}, + {file = "coverage-7.3.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1084393c6bda8875c05e04fce5cfe1301a425f758eb012f010eab586f1f3905e"}, + {file = "coverage-7.3.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:49ab200acf891e3dde19e5aa4b0f35d12d8b4bd805dc0be8792270c71bd56c54"}, + {file = "coverage-7.3.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a67e6bbe756ed458646e1ef2b0778591ed4d1fcd4b146fc3ba2feb1a7afd4254"}, + {file = "coverage-7.3.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:8f39c49faf5344af36042b293ce05c0d9004270d811c7080610b3e713251c9b0"}, + {file = "coverage-7.3.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:7df91fb24c2edaabec4e0eee512ff3bc6ec20eb8dccac2e77001c1fe516c0c84"}, + {file = "coverage-7.3.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:34f9f0763d5fa3035a315b69b428fe9c34d4fc2f615262d6be3d3bf3882fb985"}, + {file = "coverage-7.3.0-cp38-cp38-win32.whl", hash = "sha256:bac329371d4c0d456e8d5f38a9b0816b446581b5f278474e416ea0c68c47dcd9"}, + {file = "coverage-7.3.0-cp38-cp38-win_amd64.whl", hash = "sha256:b859128a093f135b556b4765658d5d2e758e1fae3e7cc2f8c10f26fe7005e543"}, + {file = "coverage-7.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:fc0ed8d310afe013db1eedd37176d0839dc66c96bcfcce8f6607a73ffea2d6ba"}, + {file = "coverage-7.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:e61260ec93f99f2c2d93d264b564ba912bec502f679793c56f678ba5251f0393"}, + {file = "coverage-7.3.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:97af9554a799bd7c58c0179cc8dbf14aa7ab50e1fd5fa73f90b9b7215874ba28"}, + {file = "coverage-7.3.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3558e5b574d62f9c46b76120a5c7c16c4612dc2644c3d48a9f4064a705eaee95"}, + {file = "coverage-7.3.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:37d5576d35fcb765fca05654f66aa71e2808d4237d026e64ac8b397ffa66a56a"}, + {file = "coverage-7.3.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:07ea61bcb179f8f05ffd804d2732b09d23a1238642bf7e51dad62082b5019b34"}, + {file = "coverage-7.3.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:80501d1b2270d7e8daf1b64b895745c3e234289e00d5f0e30923e706f110334e"}, + {file = "coverage-7.3.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:4eddd3153d02204f22aef0825409091a91bf2a20bce06fe0f638f5c19a85de54"}, + {file = "coverage-7.3.0-cp39-cp39-win32.whl", hash = "sha256:2d22172f938455c156e9af2612650f26cceea47dc86ca048fa4e0b2d21646ad3"}, + {file = "coverage-7.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:60f64e2007c9144375dd0f480a54d6070f00bb1a28f65c408370544091c9bc9e"}, + {file = "coverage-7.3.0-pp38.pp39.pp310-none-any.whl", hash = "sha256:5492a6ce3bdb15c6ad66cb68a0244854d9917478877a25671d70378bdc8562d0"}, + {file = "coverage-7.3.0.tar.gz", hash = "sha256:49dbb19cdcafc130f597d9e04a29d0a032ceedf729e41b181f51cd170e6ee865"}, ] [package.dependencies] @@ -593,6 +606,7 @@ toml = ["tomli"] name = "cycler" version = "0.11.0" description = "Composable style cycles" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -602,13 +616,14 @@ files = [ [[package]] name = "datazets" -version = "0.1.7" +version = "0.1.8" description = "Datazets is a python package to import well known example data sets." +category = "dev" optional = false python-versions = ">=3" files = [ - {file = "datazets-0.1.7-py3-none-any.whl", hash = "sha256:221e2aa462999c55be451b36191157c8d10afe64e084f0f9ebe428f5da1ee659"}, - {file = "datazets-0.1.7.tar.gz", hash = "sha256:94ea982f187caa547dc9919f90d02b0530cb417653a2941d326ac4288fdb3690"}, + {file = "datazets-0.1.8-py3-none-any.whl", hash = "sha256:3b638e1033897633d6b748cb025bd5bee6ef879d4712c578ffcfca1c6b8a9f77"}, + {file = "datazets-0.1.8.tar.gz", hash = "sha256:dae32df27d9c4304c925305115c34b2e2205018d5020ee8bf11fc1d6d8905720"}, ] [package.dependencies] @@ -616,37 +631,11 @@ numpy = "*" pandas = "*" requests = "*" -[[package]] -name = "debugpy" -version = "1.6.7" -description = "An implementation of the Debug Adapter Protocol for Python" -optional = false -python-versions = ">=3.7" -files = [ - {file = "debugpy-1.6.7-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:b3e7ac809b991006ad7f857f016fa92014445085711ef111fdc3f74f66144096"}, - {file = "debugpy-1.6.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e3876611d114a18aafef6383695dfc3f1217c98a9168c1aaf1a02b01ec7d8d1e"}, - {file = "debugpy-1.6.7-cp310-cp310-win32.whl", hash = "sha256:33edb4afa85c098c24cc361d72ba7c21bb92f501104514d4ffec1fb36e09c01a"}, - {file = "debugpy-1.6.7-cp310-cp310-win_amd64.whl", hash = "sha256:ed6d5413474e209ba50b1a75b2d9eecf64d41e6e4501977991cdc755dc83ab0f"}, - {file = "debugpy-1.6.7-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:38ed626353e7c63f4b11efad659be04c23de2b0d15efff77b60e4740ea685d07"}, - {file = "debugpy-1.6.7-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:279d64c408c60431c8ee832dfd9ace7c396984fd7341fa3116aee414e7dcd88d"}, - {file = "debugpy-1.6.7-cp37-cp37m-win32.whl", hash = "sha256:dbe04e7568aa69361a5b4c47b4493d5680bfa3a911d1e105fbea1b1f23f3eb45"}, - {file = "debugpy-1.6.7-cp37-cp37m-win_amd64.whl", hash = "sha256:f90a2d4ad9a035cee7331c06a4cf2245e38bd7c89554fe3b616d90ab8aab89cc"}, - {file = "debugpy-1.6.7-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:5224eabbbeddcf1943d4e2821876f3e5d7d383f27390b82da5d9558fd4eb30a9"}, - {file = "debugpy-1.6.7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bae1123dff5bfe548ba1683eb972329ba6d646c3a80e6b4c06cd1b1dd0205e9b"}, - {file = "debugpy-1.6.7-cp38-cp38-win32.whl", hash = "sha256:9cd10cf338e0907fdcf9eac9087faa30f150ef5445af5a545d307055141dd7a4"}, - {file = "debugpy-1.6.7-cp38-cp38-win_amd64.whl", hash = "sha256:aaf6da50377ff4056c8ed470da24632b42e4087bc826845daad7af211e00faad"}, - {file = "debugpy-1.6.7-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:0679b7e1e3523bd7d7869447ec67b59728675aadfc038550a63a362b63029d2c"}, - {file = "debugpy-1.6.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:de86029696e1b3b4d0d49076b9eba606c226e33ae312a57a46dca14ff370894d"}, - {file = "debugpy-1.6.7-cp39-cp39-win32.whl", hash = "sha256:d71b31117779d9a90b745720c0eab54ae1da76d5b38c8026c654f4a066b0130a"}, - {file = "debugpy-1.6.7-cp39-cp39-win_amd64.whl", hash = "sha256:c0ff93ae90a03b06d85b2c529eca51ab15457868a377c4cc40a23ab0e4e552a3"}, - {file = "debugpy-1.6.7-py2.py3-none-any.whl", hash = "sha256:53f7a456bc50706a0eaabecf2d3ce44c4d5010e46dfc65b6b81a518b42866267"}, - {file = "debugpy-1.6.7.zip", hash = "sha256:c4c2f0810fa25323abfdfa36cbbbb24e5c3b1a42cb762782de64439c575d67f2"}, -] - [[package]] name = "decorator" version = "5.1.1" description = "Decorators for Humans" +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -658,6 +647,7 @@ files = [ name = "defusedxml" version = "0.7.1" description = "XML bomb protection for Python stdlib modules" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" files = [ @@ -669,6 +659,7 @@ files = [ name = "df2onehot" version = "1.0.6" description = "Python package df2onehot is to convert a pandas dataframe into a stuctured dataframe." +category = "dev" optional = false python-versions = ">=3" files = [ @@ -687,6 +678,7 @@ tqdm = "*" name = "distlib" version = "0.3.7" description = "Distribution utilities" +category = "dev" optional = false python-versions = "*" files = [ @@ -698,6 +690,7 @@ files = [ name = "docstring-parser" version = "0.15" description = "Parse Python docstrings in reST, Google and Numpydoc format" +category = "dev" optional = false python-versions = ">=3.6,<4.0" files = [ @@ -707,19 +700,21 @@ files = [ [[package]] name = "docutils" -version = "0.18.1" +version = "0.17.1" description = "Docutils -- Python Documentation Utilities" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" files = [ - {file = "docutils-0.18.1-py2.py3-none-any.whl", hash = "sha256:23010f129180089fbcd3bc08cfefccb3b890b0050e1ca00c867036e9d161b98c"}, - {file = "docutils-0.18.1.tar.gz", hash = "sha256:679987caf361a7539d76e584cbeddc311e3aee937877c87346f31debc63e9d06"}, + {file = "docutils-0.17.1-py2.py3-none-any.whl", hash = "sha256:cf316c8370a737a022b72b56874f6602acf974a37a9fba42ec2876387549fc61"}, + {file = "docutils-0.17.1.tar.gz", hash = "sha256:686577d2e4c32380bb50cbb22f575ed742d58168cee37e99117a854bcd88f125"}, ] [[package]] name = "dowhy" version = "0.8" description = "DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions." +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -742,13 +737,14 @@ plotting = ["matplotlib"] [[package]] name = "exceptiongroup" -version = "1.1.2" +version = "1.1.3" description = "Backport of PEP 654 (exception groups)" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "exceptiongroup-1.1.2-py3-none-any.whl", hash = "sha256:e346e69d186172ca7cf029c8c1d16235aa0e04035e5750b4b95039e65204328f"}, - {file = "exceptiongroup-1.1.2.tar.gz", hash = "sha256:12c3e887d6485d16943a309616de20ae5582633e0a2eda17f4e10fd61c1e8af5"}, + {file = "exceptiongroup-1.1.3-py3-none-any.whl", hash = "sha256:343280667a4585d195ca1cf9cef84a4e178c4b6cf2274caef9859782b567d5e3"}, + {file = "exceptiongroup-1.1.3.tar.gz", hash = "sha256:097acd85d473d75af5bb98e41b61ff7fe35efe6675e4f9370ec6ec5126d160e9"}, ] [package.extras] @@ -758,6 +754,7 @@ test = ["pytest (>=6)"] name = "falcon" version = "2.0.0" description = "An unladen web framework for building APIs and app backends." +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -781,6 +778,7 @@ files = [ name = "fastjsonschema" version = "2.18.0" description = "Fastest Python implementation of JSON schema" +category = "dev" optional = false python-versions = "*" files = [ @@ -793,23 +791,28 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc [[package]] name = "filelock" -version = "3.12.2" +version = "3.12.3" description = "A platform independent file lock." +category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "filelock-3.12.2-py3-none-any.whl", hash = "sha256:cbb791cdea2a72f23da6ac5b5269ab0a0d161e9ef0100e653b69049a7706d1ec"}, - {file = "filelock-3.12.2.tar.gz", hash = "sha256:002740518d8aa59a26b0c76e10fb8c6e15eae825d34b6fdf670333fd7b938d81"}, + {file = "filelock-3.12.3-py3-none-any.whl", hash = "sha256:f067e40ccc40f2b48395a80fcbd4728262fab54e232e090a4063ab804179efeb"}, + {file = "filelock-3.12.3.tar.gz", hash = "sha256:0ecc1dd2ec4672a10c8550a8182f1bd0c0a5088470ecd5a125e45f49472fac3d"}, ] +[package.dependencies] +typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.11\""} + [package.extras] -docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"] -testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"] +docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"] +testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"] [[package]] name = "flake8" version = "5.0.4" description = "the modular source code checker: pep8 pyflakes and co" +category = "dev" optional = false python-versions = ">=3.6.1" files = [ @@ -826,6 +829,7 @@ pyflakes = ">=2.5.0,<2.6.0" name = "flaky" version = "3.7.0" description = "Plugin for nose or pytest that automatically reruns flaky tests." +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -835,45 +839,46 @@ files = [ [[package]] name = "fonttools" -version = "4.41.1" +version = "4.42.1" description = "Tools to manipulate font files" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "fonttools-4.41.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a7bbb290d13c6dd718ec2c3db46fe6c5f6811e7ea1e07f145fd8468176398224"}, - {file = "fonttools-4.41.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ec453a45778524f925a8f20fd26a3326f398bfc55d534e37bab470c5e415caa1"}, - {file = "fonttools-4.41.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c2071267deaa6d93cb16288613419679c77220543551cbe61da02c93d92df72f"}, - {file = "fonttools-4.41.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e3334d51f0e37e2c6056e67141b2adabc92613a968797e2571ca8a03bd64773"}, - {file = "fonttools-4.41.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:cac73bbef7734e78c60949da11c4903ee5837168e58772371bd42a75872f4f82"}, - {file = "fonttools-4.41.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:edee0900cf0eedb29d17c7876102d6e5a91ee333882b1f5abc83e85b934cadb5"}, - {file = "fonttools-4.41.1-cp310-cp310-win32.whl", hash = "sha256:2a22b2c425c698dcd5d6b0ff0b566e8e9663172118db6fd5f1941f9b8063da9b"}, - {file = "fonttools-4.41.1-cp310-cp310-win_amd64.whl", hash = "sha256:547ab36a799dded58a46fa647266c24d0ed43a66028cd1cd4370b246ad426cac"}, - {file = "fonttools-4.41.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:849ec722bbf7d3501a0e879e57dec1fc54919d31bff3f690af30bb87970f9784"}, - {file = "fonttools-4.41.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:38cdecd8f1fd4bf4daae7fed1b3170dfc1b523388d6664b2204b351820aa78a7"}, - {file = "fonttools-4.41.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3ae64303ba670f8959fdaaa30ba0c2dabe75364fdec1caeee596c45d51ca3425"}, - {file = "fonttools-4.41.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f14f3ccea4cc7dd1b277385adf3c3bf18f9860f87eab9c2fb650b0af16800f55"}, - {file = "fonttools-4.41.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:33191f062549e6bb1a4782c22a04ebd37009c09360e2d6686ac5083774d06d95"}, - {file = "fonttools-4.41.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:704bccd69b0abb6fab9f5e4d2b75896afa48b427caa2c7988792a2ffce35b441"}, - {file = "fonttools-4.41.1-cp311-cp311-win32.whl", hash = "sha256:4edc795533421e98f60acee7d28fc8d941ff5ac10f44668c9c3635ad72ae9045"}, - {file = "fonttools-4.41.1-cp311-cp311-win_amd64.whl", hash = "sha256:aaaef294d8e411f0ecb778a0aefd11bb5884c9b8333cc1011bdaf3b58ca4bd75"}, - {file = "fonttools-4.41.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:3d1f9471134affc1e3b1b806db6e3e2ad3fa99439e332f1881a474c825101096"}, - {file = "fonttools-4.41.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:59eba8b2e749a1de85760da22333f3d17c42b66e03758855a12a2a542723c6e7"}, - {file = "fonttools-4.41.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a9b3cc10dc9e0834b6665fd63ae0c6964c6bc3d7166e9bc84772e0edd09f9fa2"}, - {file = "fonttools-4.41.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:da2c2964bdc827ba6b8a91dc6de792620be4da3922c4cf0599f36a488c07e2b2"}, - {file = "fonttools-4.41.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:7763316111df7b5165529f4183a334aa24c13cdb5375ffa1dc8ce309c8bf4e5c"}, - {file = "fonttools-4.41.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b2d1ee95be42b80d1f002d1ee0a51d7a435ea90d36f1a5ae331be9962ee5a3f1"}, - {file = "fonttools-4.41.1-cp38-cp38-win32.whl", hash = "sha256:f48602c0b3fd79cd83a34c40af565fe6db7ac9085c8823b552e6e751e3a5b8be"}, - {file = "fonttools-4.41.1-cp38-cp38-win_amd64.whl", hash = "sha256:b0938ebbeccf7c80bb9a15e31645cf831572c3a33d5cc69abe436e7000c61b14"}, - {file = "fonttools-4.41.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:e5c2b0a95a221838991e2f0e455dec1ca3a8cc9cd54febd68cc64d40fdb83669"}, - {file = "fonttools-4.41.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:891cfc5a83b0307688f78b9bb446f03a7a1ad981690ac8362f50518bc6153975"}, - {file = "fonttools-4.41.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:73ef0bb5d60eb02ba4d3a7d23ada32184bd86007cb2de3657cfcb1175325fc83"}, - {file = "fonttools-4.41.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f240d9adf0583ac8fc1646afe7f4ac039022b6f8fa4f1575a2cfa53675360b69"}, - {file = "fonttools-4.41.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:bdd729744ae7ecd7f7311ad25d99da4999003dcfe43b436cf3c333d4e68de73d"}, - {file = "fonttools-4.41.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:b927e5f466d99c03e6e20961946314b81d6e3490d95865ef88061144d9f62e38"}, - {file = "fonttools-4.41.1-cp39-cp39-win32.whl", hash = "sha256:afce2aeb80be72b4da7dd114f10f04873ff512793d13ce0b19d12b2a4c44c0f0"}, - {file = "fonttools-4.41.1-cp39-cp39-win_amd64.whl", hash = "sha256:1df1b6f4c7c4bc8201eb47f3b268adbf2539943aa43c400f84556557e3e109c0"}, - {file = "fonttools-4.41.1-py3-none-any.whl", hash = "sha256:952cb405f78734cf6466252fec42e206450d1a6715746013f64df9cbd4f896fa"}, - {file = "fonttools-4.41.1.tar.gz", hash = "sha256:e16a9449f21a93909c5be2f5ed5246420f2316e94195dbfccb5238aaa38f9751"}, + {file = "fonttools-4.42.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ed1a13a27f59d1fc1920394a7f596792e9d546c9ca5a044419dca70c37815d7c"}, + {file = "fonttools-4.42.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c9b1ce7a45978b821a06d375b83763b27a3a5e8a2e4570b3065abad240a18760"}, + {file = "fonttools-4.42.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f720fa82a11c0f9042376fd509b5ed88dab7e3cd602eee63a1af08883b37342b"}, + {file = "fonttools-4.42.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db55cbaea02a20b49fefbd8e9d62bd481aaabe1f2301dabc575acc6b358874fa"}, + {file = "fonttools-4.42.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:3a35981d90feebeaef05e46e33e6b9e5b5e618504672ca9cd0ff96b171e4bfff"}, + {file = "fonttools-4.42.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:68a02bbe020dc22ee0540e040117535f06df9358106d3775e8817d826047f3fd"}, + {file = "fonttools-4.42.1-cp310-cp310-win32.whl", hash = "sha256:12a7c247d1b946829bfa2f331107a629ea77dc5391dfd34fdcd78efa61f354ca"}, + {file = "fonttools-4.42.1-cp310-cp310-win_amd64.whl", hash = "sha256:a398bdadb055f8de69f62b0fc70625f7cbdab436bbb31eef5816e28cab083ee8"}, + {file = "fonttools-4.42.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:689508b918332fb40ce117131633647731d098b1b10d092234aa959b4251add5"}, + {file = "fonttools-4.42.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9e36344e48af3e3bde867a1ca54f97c308735dd8697005c2d24a86054a114a71"}, + {file = "fonttools-4.42.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:19b7db825c8adee96fac0692e6e1ecd858cae9affb3b4812cdb9d934a898b29e"}, + {file = "fonttools-4.42.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:113337c2d29665839b7d90b39f99b3cac731f72a0eda9306165a305c7c31d341"}, + {file = "fonttools-4.42.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:37983b6bdab42c501202500a2be3a572f50d4efe3237e0686ee9d5f794d76b35"}, + {file = "fonttools-4.42.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:6ed2662a3d9c832afa36405f8748c250be94ae5dfc5283d668308391f2102861"}, + {file = "fonttools-4.42.1-cp311-cp311-win32.whl", hash = "sha256:179737095eb98332a2744e8f12037b2977f22948cf23ff96656928923ddf560a"}, + {file = "fonttools-4.42.1-cp311-cp311-win_amd64.whl", hash = "sha256:f2b82f46917d8722e6b5eafeefb4fb585d23babd15d8246c664cd88a5bddd19c"}, + {file = "fonttools-4.42.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:62f481ac772fd68901573956231aea3e4b1ad87b9b1089a61613a91e2b50bb9b"}, + {file = "fonttools-4.42.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:f2f806990160d1ce42d287aa419df3ffc42dfefe60d473695fb048355fe0c6a0"}, + {file = "fonttools-4.42.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:db372213d39fa33af667c2aa586a0c1235e88e9c850f5dd5c8e1f17515861868"}, + {file = "fonttools-4.42.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d18fc642fd0ac29236ff88ecfccff229ec0386090a839dd3f1162e9a7944a40"}, + {file = "fonttools-4.42.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:8708b98c278012ad267ee8a7433baeb809948855e81922878118464b274c909d"}, + {file = "fonttools-4.42.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:c95b0724a6deea2c8c5d3222191783ced0a2f09bd6d33f93e563f6f1a4b3b3a4"}, + {file = "fonttools-4.42.1-cp38-cp38-win32.whl", hash = "sha256:4aa79366e442dbca6e2c8595645a3a605d9eeabdb7a094d745ed6106816bef5d"}, + {file = "fonttools-4.42.1-cp38-cp38-win_amd64.whl", hash = "sha256:acb47f6f8680de24c1ab65ebde39dd035768e2a9b571a07c7b8da95f6c8815fd"}, + {file = "fonttools-4.42.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5fb289b7a815638a7613d46bcf324c9106804725b2bb8ad913c12b6958ffc4ec"}, + {file = "fonttools-4.42.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:53eb5091ddc8b1199330bb7b4a8a2e7995ad5d43376cadce84523d8223ef3136"}, + {file = "fonttools-4.42.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:46a0ec8adbc6ff13494eb0c9c2e643b6f009ce7320cf640de106fb614e4d4360"}, + {file = "fonttools-4.42.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7cc7d685b8eeca7ae69dc6416833fbfea61660684b7089bca666067cb2937dcf"}, + {file = "fonttools-4.42.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:be24fcb80493b2c94eae21df70017351851652a37de514de553435b256b2f249"}, + {file = "fonttools-4.42.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:515607ec756d7865f23070682622c49d922901943697871fc292277cf1e71967"}, + {file = "fonttools-4.42.1-cp39-cp39-win32.whl", hash = "sha256:0eb79a2da5eb6457a6f8ab904838454accc7d4cccdaff1fd2bd3a0679ea33d64"}, + {file = "fonttools-4.42.1-cp39-cp39-win_amd64.whl", hash = "sha256:7286aed4ea271df9eab8d7a9b29e507094b51397812f7ce051ecd77915a6e26b"}, + {file = "fonttools-4.42.1-py3-none-any.whl", hash = "sha256:9398f244e28e0596e2ee6024f808b06060109e33ed38dcc9bded452fd9bbb853"}, + {file = "fonttools-4.42.1.tar.gz", hash = "sha256:c391cd5af88aacaf41dd7cfb96eeedfad297b5899a39e12f4c2c3706d0a3329d"}, ] [package.extras] @@ -894,6 +899,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"] name = "fsspec" version = "2023.6.0" description = "File-system specification" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -929,6 +935,7 @@ tqdm = ["tqdm"] name = "funcsigs" version = "1.0.2" description = "Python function signatures from PEP362 for Python 2.6, 2.7 and 3.2+" +category = "dev" optional = false python-versions = "*" files = [ @@ -940,6 +947,7 @@ files = [ name = "ghp-import" version = "2.1.0" description = "Copy your docs directly to the gh-pages branch." +category = "dev" optional = false python-versions = "*" files = [ @@ -957,6 +965,7 @@ dev = ["flake8", "markdown", "twine", "wheel"] name = "gitdb" version = "4.0.10" description = "Git Object Database" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -969,13 +978,14 @@ smmap = ">=3.0.1,<6" [[package]] name = "gitpython" -version = "3.1.32" +version = "3.1.33" description = "GitPython is a Python library used to interact with Git repositories" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "GitPython-3.1.32-py3-none-any.whl", hash = "sha256:e3d59b1c2c6ebb9dfa7a184daf3b6dd4914237e7488a1730a6d8f6f5d0b4187f"}, - {file = "GitPython-3.1.32.tar.gz", hash = "sha256:8d9b8cb1e80b9735e8717c9362079d3ce4c6e5ddeebedd0361b228c3a67a62f6"}, + {file = "GitPython-3.1.33-py3-none-any.whl", hash = "sha256:11f22466f982211ad8f3bdb456c03be8466c71d4da8774f3a9f68344e89559cb"}, + {file = "GitPython-3.1.33.tar.gz", hash = "sha256:13aaa3dff88a23afec2d00eb3da3f2e040e2282e41de484c5791669b31146084"}, ] [package.dependencies] @@ -985,6 +995,7 @@ gitdb = ">=4.0.1,<5" name = "graphviz" version = "0.20.1" description = "Simple Python interface for Graphviz" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1001,6 +1012,7 @@ test = ["coverage", "mock (>=4)", "pytest (>=7)", "pytest-cov", "pytest-mock (>= name = "hug" version = "2.6.1" description = "A Python framework that makes developing APIs as simple as possible, but no simpler." +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -1014,13 +1026,14 @@ requests = "*" [[package]] name = "identify" -version = "2.5.26" +version = "2.5.27" description = "File identification library for Python" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "identify-2.5.26-py2.py3-none-any.whl", hash = "sha256:c22a8ead0d4ca11f1edd6c9418c3220669b3b7533ada0a0ffa6cc0ef85cf9b54"}, - {file = "identify-2.5.26.tar.gz", hash = "sha256:7243800bce2f58404ed41b7c002e53d4d22bcf3ae1b7900c2d7aefd95394bf7f"}, + {file = "identify-2.5.27-py2.py3-none-any.whl", hash = "sha256:fdb527b2dfe24602809b2201e033c2a113d7bdf716db3ca8e3243f735dcecaba"}, + {file = "identify-2.5.27.tar.gz", hash = "sha256:287b75b04a0e22d727bc9a41f0d4f3c1bcada97490fa6eabb5b28f0e9097e733"}, ] [package.extras] @@ -1030,6 +1043,7 @@ license = ["ukkonen"] name = "idna" version = "3.4" description = "Internationalized Domain Names in Applications (IDNA)" +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -1041,6 +1055,7 @@ files = [ name = "imagesize" version = "1.4.1" description = "Getting image size from png/jpeg/jpeg2000/gif file" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -1052,6 +1067,7 @@ files = [ name = "importlib-metadata" version = "6.8.0" description = "Read metadata from Python packages" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -1069,13 +1085,14 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs [[package]] name = "importlib-resources" -version = "6.0.0" +version = "6.0.1" description = "Read resources from Python packages" +category = "main" optional = false python-versions = ">=3.8" files = [ - {file = "importlib_resources-6.0.0-py3-none-any.whl", hash = "sha256:d952faee11004c045f785bb5636e8f885bed30dc3c940d5d42798a2a4541c185"}, - {file = "importlib_resources-6.0.0.tar.gz", hash = "sha256:4cf94875a8368bd89531a756df9a9ebe1f150e0f885030b461237bc7f2d905f2"}, + {file = "importlib_resources-6.0.1-py3-none-any.whl", hash = "sha256:134832a506243891221b88b4ae1213327eea96ceb4e407a00d790bb0626f45cf"}, + {file = "importlib_resources-6.0.1.tar.gz", hash = "sha256:4359457e42708462b9626a04657c6208ad799ceb41e5c58c57ffa0e6a098a5d4"}, ] [package.dependencies] @@ -1089,6 +1106,7 @@ testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", name = "iniconfig" version = "2.0.0" description = "brain-dead simple config-ini parsing" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1096,43 +1114,11 @@ files = [ {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"}, ] -[[package]] -name = "ipykernel" -version = "6.25.0" -description = "IPython Kernel for Jupyter" -optional = false -python-versions = ">=3.8" -files = [ - {file = "ipykernel-6.25.0-py3-none-any.whl", hash = "sha256:f0042e867ac3f6bca1679e6a88cbd6a58ed93a44f9d0866aecde6efe8de76659"}, - {file = "ipykernel-6.25.0.tar.gz", hash = "sha256:e342ce84712861be4b248c4a73472be4702c1b0dd77448bfd6bcfb3af9d5ddf9"}, -] - -[package.dependencies] -appnope = {version = "*", markers = "platform_system == \"Darwin\""} -comm = ">=0.1.1" -debugpy = ">=1.6.5" -ipython = ">=7.23.1" -jupyter-client = ">=6.1.12" -jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0" -matplotlib-inline = ">=0.1" -nest-asyncio = "*" -packaging = "*" -psutil = "*" -pyzmq = ">=20" -tornado = ">=6.1" -traitlets = ">=5.4.0" - -[package.extras] -cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"] -docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"] -pyqt5 = ["pyqt5"] -pyside6 = ["pyside6"] -test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"] - [[package]] name = "ipython" version = "7.34.0" description = "IPython: Productive Interactive Computing" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1167,17 +1153,18 @@ test = ["ipykernel", "nbformat", "nose (>=0.10.1)", "numpy (>=1.17)", "pygments" [[package]] name = "ipywidgets" -version = "8.0.7" +version = "8.1.0" description = "Jupyter interactive widgets" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "ipywidgets-8.0.7-py3-none-any.whl", hash = "sha256:e0aed0c95a1e55b6a123f64305245578bdc09e52965a34941c2b6a578b8c64a0"}, - {file = "ipywidgets-8.0.7.tar.gz", hash = "sha256:50ace0a8886e9a0d68b980db82f94c25d55d21ff2340ed36f802dd9365e94acf"}, + {file = "ipywidgets-8.1.0-py3-none-any.whl", hash = "sha256:6c8396cc7b8c95dfb4e9ab0054f48c002f045e7e5d7ae523f559d64e525a98ab"}, + {file = "ipywidgets-8.1.0.tar.gz", hash = "sha256:ce97dd90525b3066fd00094690964e7eac14cf9b7745d35565b5eeac20cce687"}, ] [package.dependencies] -ipykernel = ">=4.5.1" +comm = ">=0.1.3" ipython = ">=6.1.0" jupyterlab-widgets = ">=3.0.7,<3.1.0" traitlets = ">=4.3.1" @@ -1190,6 +1177,7 @@ test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"] name = "ismember" version = "1.0.2" description = "Python package ismember returns array elements that are members of set array." +category = "dev" optional = false python-versions = ">=3" files = [ @@ -1204,6 +1192,7 @@ numpy = "*" name = "isort" version = "5.12.0" description = "A Python utility / library to sort Python imports." +category = "dev" optional = false python-versions = ">=3.8.0" files = [ @@ -1219,27 +1208,29 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"] [[package]] name = "jedi" -version = "0.18.2" +version = "0.19.0" description = "An autocompletion tool for Python that can be used for text editors." +category = "dev" optional = false python-versions = ">=3.6" files = [ - {file = "jedi-0.18.2-py2.py3-none-any.whl", hash = "sha256:203c1fd9d969ab8f2119ec0a3342e0b49910045abe6af0a3ae83a5764d54639e"}, - {file = "jedi-0.18.2.tar.gz", hash = "sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612"}, + {file = "jedi-0.19.0-py2.py3-none-any.whl", hash = "sha256:cb8ce23fbccff0025e9386b5cf85e892f94c9b822378f8da49970471335ac64e"}, + {file = "jedi-0.19.0.tar.gz", hash = "sha256:bcf9894f1753969cbac8022a8c2eaee06bfa3724e4192470aaffe7eb6272b0c4"}, ] [package.dependencies] -parso = ">=0.8.0,<0.9.0" +parso = ">=0.8.3,<0.9.0" [package.extras] docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"] -qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] +qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"] testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"] [[package]] name = "jinja2" version = "3.1.2" description = "A very fast and expressive template engine." +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1255,24 +1246,26 @@ i18n = ["Babel (>=2.7)"] [[package]] name = "joblib" -version = "1.3.1" +version = "1.3.2" description = "Lightweight pipelining with Python functions" +category = "main" optional = false python-versions = ">=3.7" files = [ - {file = "joblib-1.3.1-py3-none-any.whl", hash = "sha256:89cf0529520e01b3de7ac7b74a8102c90d16d54c64b5dd98cafcd14307fdf915"}, - {file = "joblib-1.3.1.tar.gz", hash = "sha256:1f937906df65329ba98013dc9692fe22a4c5e4a648112de500508b18a21b41e3"}, + {file = "joblib-1.3.2-py3-none-any.whl", hash = "sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9"}, + {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"}, ] [[package]] name = "jsonpickle" -version = "3.0.1" +version = "3.0.2" description = "Python library for serializing any arbitrary object graph into JSON" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "jsonpickle-3.0.1-py2.py3-none-any.whl", hash = "sha256:130d8b293ea0add3845de311aaba55e6d706d0bb17bc123bd2c8baf8a39ac77c"}, - {file = "jsonpickle-3.0.1.tar.gz", hash = "sha256:032538804795e73b94ead410800ac387fdb6de98f8882ac957fcd247e3a85200"}, + {file = "jsonpickle-3.0.2-py3-none-any.whl", hash = "sha256:4a8442d97ca3f77978afa58068768dba7bff2dbabe79a9647bc3cdafd4ef019f"}, + {file = "jsonpickle-3.0.2.tar.gz", hash = "sha256:e37abba4bfb3ca4a4647d28bb9f4706436f7b46c8a8333b4a718abafa8e46b37"}, ] [package.extras] @@ -1282,13 +1275,14 @@ testing-libs = ["simplejson", "ujson"] [[package]] name = "jsonschema" -version = "4.18.4" +version = "4.19.0" description = "An implementation of JSON Schema validation for Python" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "jsonschema-4.18.4-py3-none-any.whl", hash = "sha256:971be834317c22daaa9132340a51c01b50910724082c2c1a2ac87eeec153a3fe"}, - {file = "jsonschema-4.18.4.tar.gz", hash = "sha256:fb3642735399fa958c0d2aad7057901554596c63349f4f6b283c493cf692a25d"}, + {file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"}, + {file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"}, ] [package.dependencies] @@ -1305,6 +1299,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339- name = "jsonschema-specifications" version = "2023.7.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -1317,18 +1312,19 @@ referencing = ">=0.28.0" [[package]] name = "jupyter-client" -version = "8.3.0" +version = "8.3.1" description = "Jupyter protocol implementation and client libraries" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "jupyter_client-8.3.0-py3-none-any.whl", hash = "sha256:7441af0c0672edc5d28035e92ba5e32fadcfa8a4e608a434c228836a89df6158"}, - {file = "jupyter_client-8.3.0.tar.gz", hash = "sha256:3af69921fe99617be1670399a0b857ad67275eefcfa291e2c81a160b7b650f5f"}, + {file = "jupyter_client-8.3.1-py3-none-any.whl", hash = "sha256:5eb9f55eb0650e81de6b7e34308d8b92d04fe4ec41cd8193a913979e33d8e1a5"}, + {file = "jupyter_client-8.3.1.tar.gz", hash = "sha256:60294b2d5b869356c893f57b1a877ea6510d60d45cf4b38057f1672d85699ac9"}, ] [package.dependencies] importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""} -jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0" +jupyter-core = ">=4.12,<5.0.0 || >=5.1.0" python-dateutil = ">=2.8.2" pyzmq = ">=23.0" tornado = ">=6.2" @@ -1342,6 +1338,7 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt name = "jupyter-core" version = "5.3.1" description = "Jupyter core package. A base package on which Jupyter projects rely." +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -1362,6 +1359,7 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"] name = "jupyterlab-pygments" version = "0.2.2" description = "Pygments theme using JupyterLab CSS variables" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1373,6 +1371,7 @@ files = [ name = "jupyterlab-widgets" version = "3.0.8" description = "Jupyter interactive widgets for JupyterLab" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1382,85 +1381,123 @@ files = [ [[package]] name = "kiwisolver" -version = "1.4.4" +version = "1.4.5" description = "A fast implementation of the Cassowary constraint solver" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "kiwisolver-1.4.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2f5e60fabb7343a836360c4f0919b8cd0d6dbf08ad2ca6b9cf90bf0c76a3c4f6"}, - {file = "kiwisolver-1.4.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:10ee06759482c78bdb864f4109886dff7b8a56529bc1609d4f1112b93fe6423c"}, - {file = "kiwisolver-1.4.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c79ebe8f3676a4c6630fd3f777f3cfecf9289666c84e775a67d1d358578dc2e3"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:abbe9fa13da955feb8202e215c4018f4bb57469b1b78c7a4c5c7b93001699938"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:7577c1987baa3adc4b3c62c33bd1118c3ef5c8ddef36f0f2c950ae0b199e100d"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f8ad8285b01b0d4695102546b342b493b3ccc6781fc28c8c6a1bb63e95d22f09"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8ed58b8acf29798b036d347791141767ccf65eee7f26bde03a71c944449e53de"}, - {file = "kiwisolver-1.4.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a68b62a02953b9841730db7797422f983935aeefceb1679f0fc85cbfbd311c32"}, - {file = "kiwisolver-1.4.4-cp310-cp310-win32.whl", hash = "sha256:e92a513161077b53447160b9bd8f522edfbed4bd9759e4c18ab05d7ef7e49408"}, - {file = "kiwisolver-1.4.4-cp310-cp310-win_amd64.whl", hash = "sha256:3fe20f63c9ecee44560d0e7f116b3a747a5d7203376abeea292ab3152334d004"}, - {file = "kiwisolver-1.4.4-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:e0ea21f66820452a3f5d1655f8704a60d66ba1191359b96541eaf457710a5fc6"}, - {file = "kiwisolver-1.4.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:bc9db8a3efb3e403e4ecc6cd9489ea2bac94244f80c78e27c31dcc00d2790ac2"}, - {file = "kiwisolver-1.4.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d5b61785a9ce44e5a4b880272baa7cf6c8f48a5180c3e81c59553ba0cb0821ca"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c2dbb44c3f7e6c4d3487b31037b1bdbf424d97687c1747ce4ff2895795c9bf69"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6295ecd49304dcf3bfbfa45d9a081c96509e95f4b9d0eb7ee4ec0530c4a96514"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4bd472dbe5e136f96a4b18f295d159d7f26fd399136f5b17b08c4e5f498cd494"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:bf7d9fce9bcc4752ca4a1b80aabd38f6d19009ea5cbda0e0856983cf6d0023f5"}, - {file = "kiwisolver-1.4.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:78d6601aed50c74e0ef02f4204da1816147a6d3fbdc8b3872d263338a9052c51"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:877272cf6b4b7e94c9614f9b10140e198d2186363728ed0f701c6eee1baec1da"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:db608a6757adabb32f1cfe6066e39b3706d8c3aa69bbc353a5b61edad36a5cb4"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:5853eb494c71e267912275e5586fe281444eb5e722de4e131cddf9d442615626"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:f0a1dbdb5ecbef0d34eb77e56fcb3e95bbd7e50835d9782a45df81cc46949750"}, - {file = "kiwisolver-1.4.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:283dffbf061a4ec60391d51e6155e372a1f7a4f5b15d59c8505339454f8989e4"}, - {file = "kiwisolver-1.4.4-cp311-cp311-win32.whl", hash = "sha256:d06adcfa62a4431d404c31216f0f8ac97397d799cd53800e9d3efc2fbb3cf14e"}, - {file = "kiwisolver-1.4.4-cp311-cp311-win_amd64.whl", hash = "sha256:e7da3fec7408813a7cebc9e4ec55afed2d0fd65c4754bc376bf03498d4e92686"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:62ac9cc684da4cf1778d07a89bf5f81b35834cb96ca523d3a7fb32509380cbf6"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:41dae968a94b1ef1897cb322b39360a0812661dba7c682aa45098eb8e193dbdf"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:02f79693ec433cb4b5f51694e8477ae83b3205768a6fb48ffba60549080e295b"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d0611a0a2a518464c05ddd5a3a1a0e856ccc10e67079bb17f265ad19ab3c7597"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:db5283d90da4174865d520e7366801a93777201e91e79bacbac6e6927cbceede"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:1041feb4cda8708ce73bb4dcb9ce1ccf49d553bf87c3954bdfa46f0c3f77252c"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-win32.whl", hash = "sha256:a553dadda40fef6bfa1456dc4be49b113aa92c2a9a9e8711e955618cd69622e3"}, - {file = "kiwisolver-1.4.4-cp37-cp37m-win_amd64.whl", hash = "sha256:03baab2d6b4a54ddbb43bba1a3a2d1627e82d205c5cf8f4c924dc49284b87166"}, - {file = "kiwisolver-1.4.4-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:841293b17ad704d70c578f1f0013c890e219952169ce8a24ebc063eecf775454"}, - {file = "kiwisolver-1.4.4-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:f4f270de01dd3e129a72efad823da90cc4d6aafb64c410c9033aba70db9f1ff0"}, - {file = "kiwisolver-1.4.4-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f9f39e2f049db33a908319cf46624a569b36983c7c78318e9726a4cb8923b26c"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c97528e64cb9ebeff9701e7938653a9951922f2a38bd847787d4a8e498cc83ae"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1d1573129aa0fd901076e2bfb4275a35f5b7aa60fbfb984499d661ec950320b0"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ad881edc7ccb9d65b0224f4e4d05a1e85cf62d73aab798943df6d48ab0cd79a1"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b428ef021242344340460fa4c9185d0b1f66fbdbfecc6c63eff4b7c29fad429d"}, - {file = "kiwisolver-1.4.4-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:2e407cb4bd5a13984a6c2c0fe1845e4e41e96f183e5e5cd4d77a857d9693494c"}, - {file = "kiwisolver-1.4.4-cp38-cp38-win32.whl", hash = "sha256:75facbe9606748f43428fc91a43edb46c7ff68889b91fa31f53b58894503a191"}, - {file = "kiwisolver-1.4.4-cp38-cp38-win_amd64.whl", hash = "sha256:5bce61af018b0cb2055e0e72e7d65290d822d3feee430b7b8203d8a855e78766"}, - {file = "kiwisolver-1.4.4-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:8c808594c88a025d4e322d5bb549282c93c8e1ba71b790f539567932722d7bd8"}, - {file = "kiwisolver-1.4.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f0a71d85ecdd570ded8ac3d1c0f480842f49a40beb423bb8014539a9f32a5897"}, - {file = "kiwisolver-1.4.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b533558eae785e33e8c148a8d9921692a9fe5aa516efbdff8606e7d87b9d5824"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:efda5fc8cc1c61e4f639b8067d118e742b812c930f708e6667a5ce0d13499e29"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:7c43e1e1206cd421cd92e6b3280d4385d41d7166b3ed577ac20444b6995a445f"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc8d3bd6c72b2dd9decf16ce70e20abcb3274ba01b4e1c96031e0c4067d1e7cd"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4ea39b0ccc4f5d803e3337dd46bcce60b702be4d86fd0b3d7531ef10fd99a1ac"}, - {file = "kiwisolver-1.4.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:968f44fdbf6dd757d12920d63b566eeb4d5b395fd2d00d29d7ef00a00582aac9"}, - {file = "kiwisolver-1.4.4-cp39-cp39-win32.whl", hash = "sha256:da7e547706e69e45d95e116e6939488d62174e033b763ab1496b4c29b76fabea"}, - {file = "kiwisolver-1.4.4-cp39-cp39-win_amd64.whl", hash = "sha256:ba59c92039ec0a66103b1d5fe588fa546373587a7d68f5c96f743c3396afc04b"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:91672bacaa030f92fc2f43b620d7b337fd9a5af28b0d6ed3f77afc43c4a64b5a"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:787518a6789009c159453da4d6b683f468ef7a65bbde796bcea803ccf191058d"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da152d8cdcab0e56e4f45eb08b9aea6455845ec83172092f09b0e077ece2cf7a"}, - {file = "kiwisolver-1.4.4-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:ecb1fa0db7bf4cff9dac752abb19505a233c7f16684c5826d1f11ebd9472b871"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:28bc5b299f48150b5f822ce68624e445040595a4ac3d59251703779836eceff9"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:81e38381b782cc7e1e46c4e14cd997ee6040768101aefc8fa3c24a4cc58e98f8"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2a66fdfb34e05b705620dd567f5a03f239a088d5a3f321e7b6ac3239d22aa286"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:872b8ca05c40d309ed13eb2e582cab0c5a05e81e987ab9c521bf05ad1d5cf5cb"}, - {file = "kiwisolver-1.4.4-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:70e7c2e7b750585569564e2e5ca9845acfaa5da56ac46df68414f29fea97be9f"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:9f85003f5dfa867e86d53fac6f7e6f30c045673fa27b603c397753bebadc3008"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2e307eb9bd99801f82789b44bb45e9f541961831c7311521b13a6c85afc09767"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1792d939ec70abe76f5054d3f36ed5656021dcad1322d1cc996d4e54165cef9"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f6cb459eea32a4e2cf18ba5fcece2dbdf496384413bc1bae15583f19e567f3b2"}, - {file = "kiwisolver-1.4.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:36dafec3d6d6088d34e2de6b85f9d8e2324eb734162fba59d2ba9ed7a2043d5b"}, - {file = "kiwisolver-1.4.4.tar.gz", hash = "sha256:d41997519fcba4a1e46eb4a2fe31bc12f0ff957b2b81bac28db24744f333e955"}, + {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:05703cf211d585109fcd72207a31bb170a0f22144d68298dc5e61b3c946518af"}, + {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:146d14bebb7f1dc4d5fbf74f8a6cb15ac42baadee8912eb84ac0b3b2a3dc6ac3"}, + {file = "kiwisolver-1.4.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ef7afcd2d281494c0a9101d5c571970708ad911d028137cd558f02b851c08b4"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:9eaa8b117dc8337728e834b9c6e2611f10c79e38f65157c4c38e9400286f5cb1"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:ec20916e7b4cbfb1f12380e46486ec4bcbaa91a9c448b97023fde0d5bbf9e4ff"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:39b42c68602539407884cf70d6a480a469b93b81b7701378ba5e2328660c847a"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:aa12042de0171fad672b6c59df69106d20d5596e4f87b5e8f76df757a7c399aa"}, + {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2a40773c71d7ccdd3798f6489aaac9eee213d566850a9533f8d26332d626b82c"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:19df6e621f6d8b4b9c4d45f40a66839294ff2bb235e64d2178f7522d9170ac5b"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:83d78376d0d4fd884e2c114d0621624b73d2aba4e2788182d286309ebdeed770"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:e391b1f0a8a5a10ab3b9bb6afcfd74f2175f24f8975fb87ecae700d1503cdee0"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:852542f9481f4a62dbb5dd99e8ab7aedfeb8fb6342349a181d4036877410f525"}, + {file = "kiwisolver-1.4.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:59edc41b24031bc25108e210c0def6f6c2191210492a972d585a06ff246bb79b"}, + {file = "kiwisolver-1.4.5-cp310-cp310-win32.whl", hash = "sha256:a6aa6315319a052b4ee378aa171959c898a6183f15c1e541821c5c59beaa0238"}, + {file = "kiwisolver-1.4.5-cp310-cp310-win_amd64.whl", hash = "sha256:d0ef46024e6a3d79c01ff13801cb19d0cad7fd859b15037aec74315540acc276"}, + {file = "kiwisolver-1.4.5-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:11863aa14a51fd6ec28688d76f1735f8f69ab1fabf388851a595d0721af042f5"}, + {file = "kiwisolver-1.4.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8ab3919a9997ab7ef2fbbed0cc99bb28d3c13e6d4b1ad36e97e482558a91be90"}, + {file = "kiwisolver-1.4.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:fcc700eadbbccbf6bc1bcb9dbe0786b4b1cb91ca0dcda336eef5c2beed37b797"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dfdd7c0b105af050eb3d64997809dc21da247cf44e63dc73ff0fd20b96be55a9"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76c6a5964640638cdeaa0c359382e5703e9293030fe730018ca06bc2010c4437"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bbea0db94288e29afcc4c28afbf3a7ccaf2d7e027489c449cf7e8f83c6346eb9"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ceec1a6bc6cab1d6ff5d06592a91a692f90ec7505d6463a88a52cc0eb58545da"}, + {file = "kiwisolver-1.4.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:040c1aebeda72197ef477a906782b5ab0d387642e93bda547336b8957c61022e"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:f91de7223d4c7b793867797bacd1ee53bfe7359bd70d27b7b58a04efbb9436c8"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:faae4860798c31530dd184046a900e652c95513796ef51a12bc086710c2eec4d"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:b0157420efcb803e71d1b28e2c287518b8808b7cf1ab8af36718fd0a2c453eb0"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:06f54715b7737c2fecdbf140d1afb11a33d59508a47bf11bb38ecf21dc9ab79f"}, + {file = "kiwisolver-1.4.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:fdb7adb641a0d13bdcd4ef48e062363d8a9ad4a182ac7647ec88f695e719ae9f"}, + {file = "kiwisolver-1.4.5-cp311-cp311-win32.whl", hash = "sha256:bb86433b1cfe686da83ce32a9d3a8dd308e85c76b60896d58f082136f10bffac"}, + {file = "kiwisolver-1.4.5-cp311-cp311-win_amd64.whl", hash = "sha256:6c08e1312a9cf1074d17b17728d3dfce2a5125b2d791527f33ffbe805200a355"}, + {file = "kiwisolver-1.4.5-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:32d5cf40c4f7c7b3ca500f8985eb3fb3a7dfc023215e876f207956b5ea26632a"}, + {file = "kiwisolver-1.4.5-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:f846c260f483d1fd217fe5ed7c173fb109efa6b1fc8381c8b7552c5781756192"}, + {file = "kiwisolver-1.4.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5ff5cf3571589b6d13bfbfd6bcd7a3f659e42f96b5fd1c4830c4cf21d4f5ef45"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7269d9e5f1084a653d575c7ec012ff57f0c042258bf5db0954bf551c158466e7"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da802a19d6e15dffe4b0c24b38b3af68e6c1a68e6e1d8f30148c83864f3881db"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3aba7311af82e335dd1e36ffff68aaca609ca6290c2cb6d821a39aa075d8e3ff"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:763773d53f07244148ccac5b084da5adb90bfaee39c197554f01b286cf869228"}, + {file = "kiwisolver-1.4.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2270953c0d8cdab5d422bee7d2007f043473f9d2999631c86a223c9db56cbd16"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:d099e745a512f7e3bbe7249ca835f4d357c586d78d79ae8f1dcd4d8adeb9bda9"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:74db36e14a7d1ce0986fa104f7d5637aea5c82ca6326ed0ec5694280942d1162"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:7e5bab140c309cb3a6ce373a9e71eb7e4873c70c2dda01df6820474f9889d6d4"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:0f114aa76dc1b8f636d077979c0ac22e7cd8f3493abbab152f20eb8d3cda71f3"}, + {file = "kiwisolver-1.4.5-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:88a2df29d4724b9237fc0c6eaf2a1adae0cdc0b3e9f4d8e7dc54b16812d2d81a"}, + {file = "kiwisolver-1.4.5-cp312-cp312-win32.whl", hash = "sha256:72d40b33e834371fd330fb1472ca19d9b8327acb79a5821d4008391db8e29f20"}, + {file = "kiwisolver-1.4.5-cp312-cp312-win_amd64.whl", hash = "sha256:2c5674c4e74d939b9d91dda0fae10597ac7521768fec9e399c70a1f27e2ea2d9"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:3a2b053a0ab7a3960c98725cfb0bf5b48ba82f64ec95fe06f1d06c99b552e130"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3cd32d6c13807e5c66a7cbb79f90b553642f296ae4518a60d8d76243b0ad2898"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:59ec7b7c7e1a61061850d53aaf8e93db63dce0c936db1fda2658b70e4a1be709"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:da4cfb373035def307905d05041c1d06d8936452fe89d464743ae7fb8371078b"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2400873bccc260b6ae184b2b8a4fec0e4082d30648eadb7c3d9a13405d861e89"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:1b04139c4236a0f3aff534479b58f6f849a8b351e1314826c2d230849ed48985"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:4e66e81a5779b65ac21764c295087de82235597a2293d18d943f8e9e32746265"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:7931d8f1f67c4be9ba1dd9c451fb0eeca1a25b89e4d3f89e828fe12a519b782a"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:b3f7e75f3015df442238cca659f8baa5f42ce2a8582727981cbfa15fee0ee205"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:bbf1d63eef84b2e8c89011b7f2235b1e0bf7dacc11cac9431fc6468e99ac77fb"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:4c380469bd3f970ef677bf2bcba2b6b0b4d5c75e7a020fb863ef75084efad66f"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-win32.whl", hash = "sha256:9408acf3270c4b6baad483865191e3e582b638b1654a007c62e3efe96f09a9a3"}, + {file = "kiwisolver-1.4.5-cp37-cp37m-win_amd64.whl", hash = "sha256:5b94529f9b2591b7af5f3e0e730a4e0a41ea174af35a4fd067775f9bdfeee01a"}, + {file = "kiwisolver-1.4.5-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:11c7de8f692fc99816e8ac50d1d1aef4f75126eefc33ac79aac02c099fd3db71"}, + {file = "kiwisolver-1.4.5-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:53abb58632235cd154176ced1ae8f0d29a6657aa1aa9decf50b899b755bc2b93"}, + {file = "kiwisolver-1.4.5-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:88b9f257ca61b838b6f8094a62418421f87ac2a1069f7e896c36a7d86b5d4c29"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3195782b26fc03aa9c6913d5bad5aeb864bdc372924c093b0f1cebad603dd712"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fc579bf0f502e54926519451b920e875f433aceb4624a3646b3252b5caa9e0b6"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5a580c91d686376f0f7c295357595c5a026e6cbc3d77b7c36e290201e7c11ecb"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:cfe6ab8da05c01ba6fbea630377b5da2cd9bcbc6338510116b01c1bc939a2c18"}, + {file = "kiwisolver-1.4.5-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:d2e5a98f0ec99beb3c10e13b387f8db39106d53993f498b295f0c914328b1333"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:a51a263952b1429e429ff236d2f5a21c5125437861baeed77f5e1cc2d2c7c6da"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:3edd2fa14e68c9be82c5b16689e8d63d89fe927e56debd6e1dbce7a26a17f81b"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:74d1b44c6cfc897df648cc9fdaa09bc3e7679926e6f96df05775d4fb3946571c"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:76d9289ed3f7501012e05abb8358bbb129149dbd173f1f57a1bf1c22d19ab7cc"}, + {file = "kiwisolver-1.4.5-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:92dea1ffe3714fa8eb6a314d2b3c773208d865a0e0d35e713ec54eea08a66250"}, + {file = "kiwisolver-1.4.5-cp38-cp38-win32.whl", hash = "sha256:5c90ae8c8d32e472be041e76f9d2f2dbff4d0b0be8bd4041770eddb18cf49a4e"}, + {file = "kiwisolver-1.4.5-cp38-cp38-win_amd64.whl", hash = "sha256:c7940c1dc63eb37a67721b10d703247552416f719c4188c54e04334321351ced"}, + {file = "kiwisolver-1.4.5-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:9407b6a5f0d675e8a827ad8742e1d6b49d9c1a1da5d952a67d50ef5f4170b18d"}, + {file = "kiwisolver-1.4.5-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:15568384086b6df3c65353820a4473575dbad192e35010f622c6ce3eebd57af9"}, + {file = "kiwisolver-1.4.5-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0dc9db8e79f0036e8173c466d21ef18e1befc02de8bf8aa8dc0813a6dc8a7046"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:cdc8a402aaee9a798b50d8b827d7ecf75edc5fb35ea0f91f213ff927c15f4ff0"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:6c3bd3cde54cafb87d74d8db50b909705c62b17c2099b8f2e25b461882e544ff"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:955e8513d07a283056b1396e9a57ceddbd272d9252c14f154d450d227606eb54"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:346f5343b9e3f00b8db8ba359350eb124b98c99efd0b408728ac6ebf38173958"}, + {file = "kiwisolver-1.4.5-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b9098e0049e88c6a24ff64545cdfc50807818ba6c1b739cae221bbbcbc58aad3"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:00bd361b903dc4bbf4eb165f24d1acbee754fce22ded24c3d56eec268658a5cf"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:7b8b454bac16428b22560d0a1cf0a09875339cab69df61d7805bf48919415901"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:f1d072c2eb0ad60d4c183f3fb44ac6f73fb7a8f16a2694a91f988275cbf352f9"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:31a82d498054cac9f6d0b53d02bb85811185bcb477d4b60144f915f3b3126342"}, + {file = "kiwisolver-1.4.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:6512cb89e334e4700febbffaaa52761b65b4f5a3cf33f960213d5656cea36a77"}, + {file = "kiwisolver-1.4.5-cp39-cp39-win32.whl", hash = "sha256:9db8ea4c388fdb0f780fe91346fd438657ea602d58348753d9fb265ce1bca67f"}, + {file = "kiwisolver-1.4.5-cp39-cp39-win_amd64.whl", hash = "sha256:59415f46a37f7f2efeec758353dd2eae1b07640d8ca0f0c42548ec4125492635"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:5c7b3b3a728dc6faf3fc372ef24f21d1e3cee2ac3e9596691d746e5a536de920"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:620ced262a86244e2be10a676b646f29c34537d0d9cc8eb26c08f53d98013390"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:378a214a1e3bbf5ac4a8708304318b4f890da88c9e6a07699c4ae7174c09a68d"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aaf7be1207676ac608a50cd08f102f6742dbfc70e8d60c4db1c6897f62f71523"}, + {file = "kiwisolver-1.4.5-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:ba55dce0a9b8ff59495ddd050a0225d58bd0983d09f87cfe2b6aec4f2c1234e4"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:fd32ea360bcbb92d28933fc05ed09bffcb1704ba3fc7942e81db0fd4f81a7892"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:5e7139af55d1688f8b960ee9ad5adafc4ac17c1c473fe07133ac092310d76544"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:dced8146011d2bc2e883f9bd68618b8247387f4bbec46d7392b3c3b032640126"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9bf3325c47b11b2e51bca0824ea217c7cd84491d8ac4eefd1e409705ef092bd"}, + {file = "kiwisolver-1.4.5-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5794cf59533bc3f1b1c821f7206a3617999db9fbefc345360aafe2e067514929"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e368f200bbc2e4f905b8e71eb38b3c04333bddaa6a2464a6355487b02bb7fb09"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e5d706eba36b4c4d5bc6c6377bb6568098765e990cfc21ee16d13963fab7b3e7"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85267bd1aa8880a9c88a8cb71e18d3d64d2751a790e6ca6c27b8ccc724bcd5ad"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:210ef2c3a1f03272649aff1ef992df2e724748918c4bc2d5a90352849eb40bea"}, + {file = "kiwisolver-1.4.5-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:11d011a7574eb3b82bcc9c1a1d35c1d7075677fdd15de527d91b46bd35e935ee"}, + {file = "kiwisolver-1.4.5.tar.gz", hash = "sha256:e57e563a57fb22a142da34f38acc2fc1a5c864bc29ca1517a88abc963e60d6ec"}, ] [[package]] name = "latexcodec" version = "2.0.1" description = "A lexer and codec to work with LaTeX code in Python." +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -1475,6 +1512,7 @@ six = ">=1.4.1" name = "livereload" version = "2.6.3" description = "Python LiveReload is an awesome tool for web developers" +category = "dev" optional = false python-versions = "*" files = [ @@ -1490,6 +1528,7 @@ tornado = {version = "*", markers = "python_version > \"2.7\""} name = "mako" version = "1.2.4" description = "A super-fast templating language that borrows the best ideas from the existing templating languages." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1509,6 +1548,7 @@ testing = ["pytest"] name = "markdown" version = "3.3.7" description = "Python implementation of Markdown." +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -1526,6 +1566,7 @@ testing = ["coverage", "pyyaml"] name = "markdown-it-py" version = "3.0.0" description = "Python port of markdown-it. Markdown parsing, done right!" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -1550,6 +1591,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"] name = "markupsafe" version = "2.1.3" description = "Safely add untrusted strings to HTML/XML markup." +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1609,6 +1651,7 @@ files = [ name = "matplotlib" version = "3.7.2" description = "Python plotting package" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -1671,6 +1714,7 @@ python-dateutil = ">=2.7" name = "matplotlib-inline" version = "0.1.6" description = "Inline Matplotlib backend for Jupyter" +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -1685,6 +1729,7 @@ traitlets = "*" name = "mccabe" version = "0.7.0" description = "McCabe checker, plugin for flake8" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -1696,6 +1741,7 @@ files = [ name = "mdurl" version = "0.1.2" description = "Markdown URL utilities" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1707,6 +1753,7 @@ files = [ name = "memory-profiler" version = "0.60.0" description = "A module for monitoring memory usage of a python program" +category = "dev" optional = false python-versions = ">=3.4" files = [ @@ -1720,6 +1767,7 @@ psutil = "*" name = "mergedeep" version = "1.3.4" description = "A deep merge function for 🐍." +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -1731,6 +1779,7 @@ files = [ name = "mistune" version = "3.0.1" description = "A sane and fast Markdown parser with useful plugins and renderers" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1742,6 +1791,7 @@ files = [ name = "mkdocs" version = "1.3.1" description = "Project documentation with Markdown." +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -1768,6 +1818,7 @@ i18n = ["babel (>=2.9.0)"] name = "mkdocs-material" version = "8.5.4" description = "Documentation that simply works" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1788,6 +1839,7 @@ requests = ">=2.26" name = "mkdocs-material-extensions" version = "1.1.1" description = "Extension pack for Python Markdown and MkDocs Material." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -1799,6 +1851,7 @@ files = [ name = "mpmath" version = "1.3.0" description = "Python library for arbitrary-precision floating-point arithmetic" +category = "main" optional = false python-versions = "*" files = [ @@ -1816,6 +1869,7 @@ tests = ["pytest (>=4.6)"] name = "mypy" version = "0.971" description = "Optional static typing for Python" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -1858,6 +1912,7 @@ reports = ["lxml"] name = "mypy-extensions" version = "1.0.0" description = "Type system extensions for programs checked with the mypy type checker." +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -1869,6 +1924,7 @@ files = [ name = "nbclient" version = "0.8.0" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." +category = "dev" optional = false python-versions = ">=3.8.0" files = [ @@ -1878,7 +1934,7 @@ files = [ [package.dependencies] jupyter-client = ">=6.1.12" -jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0" +jupyter-core = ">=4.12,<5.0.0 || >=5.1.0" nbformat = ">=5.1" traitlets = ">=5.4" @@ -1889,13 +1945,14 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>= [[package]] name = "nbconvert" -version = "7.7.3" +version = "7.8.0" description = "Converting Jupyter Notebooks" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "nbconvert-7.7.3-py3-none-any.whl", hash = "sha256:3022adadff3f86578a47fab7c2228bb3ca9c56a24345642a22f917f6168b48fc"}, - {file = "nbconvert-7.7.3.tar.gz", hash = "sha256:4a5996bf5f3cd16aa0431897ba1aa4c64842c2079f434b3dc6b8c4b252ef3355"}, + {file = "nbconvert-7.8.0-py3-none-any.whl", hash = "sha256:aec605e051fa682ccc7934ccc338ba1e8b626cfadbab0db592106b630f63f0f2"}, + {file = "nbconvert-7.8.0.tar.gz", hash = "sha256:f5bc15a1247e14dd41ceef0c0a3bc70020e016576eb0578da62f1c5b4f950479"}, ] [package.dependencies] @@ -1927,13 +1984,14 @@ webpdf = ["playwright"] [[package]] name = "nbformat" -version = "5.9.1" +version = "5.9.2" description = "The Jupyter Notebook format" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "nbformat-5.9.1-py3-none-any.whl", hash = "sha256:b7968ebf4811178a4108ee837eae1442e3f054132100f0359219e9ed1ce3ca45"}, - {file = "nbformat-5.9.1.tar.gz", hash = "sha256:3a7f52d040639cbd8a3890218c8b0ffb93211588c57446c90095e32ba5881b5d"}, + {file = "nbformat-5.9.2-py3-none-any.whl", hash = "sha256:1c5172d786a41b82bcfd0c23f9e6b6f072e8fb49c39250219e4acfff1efe89e9"}, + {file = "nbformat-5.9.2.tar.gz", hash = "sha256:5f98b5ba1997dff175e77e0c17d5c10a96eaed2cbd1de3533d1fc35d5e111192"}, ] [package.dependencies] @@ -1950,6 +2008,7 @@ test = ["pep440", "pre-commit", "pytest", "testpath"] name = "nbsphinx" version = "0.8.12" description = "Jupyter Notebook Tools for Sphinx" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -1965,21 +2024,11 @@ nbformat = "*" sphinx = ">=1.8" traitlets = ">=5" -[[package]] -name = "nest-asyncio" -version = "1.5.6" -description = "Patch asyncio to allow nested event loops" -optional = false -python-versions = ">=3.5" -files = [ - {file = "nest_asyncio-1.5.6-py3-none-any.whl", hash = "sha256:b9a953fb40dceaa587d109609098db21900182b16440652454a146cffb06e8b8"}, - {file = "nest_asyncio-1.5.6.tar.gz", hash = "sha256:d267cc1ff794403f7df692964d1d2a3fa9418ffea2a3f6859a439ff482fef290"}, -] - [[package]] name = "networkx" version = "3.1" description = "Python package for creating and manipulating graphs and networks" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -1998,6 +2047,7 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"] name = "nodeenv" version = "1.8.0" description = "Node.js virtual environment builder" +category = "dev" optional = false python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*" files = [ @@ -2012,6 +2062,7 @@ setuptools = "*" name = "numpy" version = "1.24.4" description = "Fundamental package for array computing in Python" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -2049,6 +2100,7 @@ files = [ name = "numpydoc" version = "1.5.0" description = "Sphinx extension to support docstrings in Numpy format" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2067,6 +2119,7 @@ testing = ["matplotlib", "pytest", "pytest-cov"] name = "opt-einsum" version = "3.3.0" description = "Optimizing numpys einsum function" +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -2085,6 +2138,7 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"] name = "packaging" version = "23.1" description = "Core utilities for Python packages" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2096,6 +2150,7 @@ files = [ name = "pandas" version = "1.5.3" description = "Powerful data structures for data analysis, time series, and statistics" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -2144,6 +2199,7 @@ test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"] name = "pandocfilters" version = "1.5.0" description = "Utilities for writing pandoc filters in python" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -2155,6 +2211,7 @@ files = [ name = "parso" version = "0.8.3" description = "A Python Parser" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2170,6 +2227,7 @@ testing = ["docopt", "pytest (<6.0.0)"] name = "pastel" version = "0.2.1" description = "Bring colors to your terminal." +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -2179,19 +2237,21 @@ files = [ [[package]] name = "pathspec" -version = "0.11.1" +version = "0.11.2" description = "Utility library for gitignore style pattern matching of file paths." +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "pathspec-0.11.1-py3-none-any.whl", hash = "sha256:d8af70af76652554bd134c22b3e8a1cc46ed7d91edcdd721ef1a0c51a84a5293"}, - {file = "pathspec-0.11.1.tar.gz", hash = "sha256:2798de800fa92780e33acca925945e9a19a133b715067cf165b8866c15a31687"}, + {file = "pathspec-0.11.2-py3-none-any.whl", hash = "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20"}, + {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"}, ] [[package]] name = "patsy" version = "0.5.3" description = "A Python package for describing statistical models and for building design matrices." +category = "dev" optional = false python-versions = "*" files = [ @@ -2210,6 +2270,7 @@ test = ["pytest", "pytest-cov", "scipy"] name = "pbr" version = "5.11.1" description = "Python Build Reasonableness" +category = "dev" optional = false python-versions = ">=2.6" files = [ @@ -2221,6 +2282,7 @@ files = [ name = "pdocs" version = "1.2.0" description = "A simple program and library to auto generate API documentation for Python modules." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2238,6 +2300,7 @@ Markdown = ">=3.0.0" name = "pexpect" version = "4.8.0" description = "Pexpect allows easy control of interactive console applications." +category = "dev" optional = false python-versions = "*" files = [ @@ -2252,6 +2315,7 @@ ptyprocess = ">=0.5" name = "pgmpy" version = "0.1.23" description = "A library for Probabilistic Graphical Models" +category = "dev" optional = false python-versions = "*" files = [ @@ -2280,6 +2344,7 @@ tests = ["black", "coverage", "mock", "pytest", "pytest-cov", "xdoctest"] name = "pickleshare" version = "0.7.5" description = "Tiny 'shelve'-like database with concurrency support" +category = "dev" optional = false python-versions = "*" files = [ @@ -2291,6 +2356,7 @@ files = [ name = "pillow" version = "9.5.0" description = "Python Imaging Library (Fork)" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2368,28 +2434,30 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa [[package]] name = "platformdirs" -version = "3.9.1" +version = "3.10.0" description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "platformdirs-3.9.1-py3-none-any.whl", hash = "sha256:ad8291ae0ae5072f66c16945166cb11c63394c7a3ad1b1bc9828ca3162da8c2f"}, - {file = "platformdirs-3.9.1.tar.gz", hash = "sha256:1b42b450ad933e981d56e59f1b97495428c9bd60698baab9f3eb3d00d5822421"}, + {file = "platformdirs-3.10.0-py3-none-any.whl", hash = "sha256:d7c24979f292f916dc9cbf8648319032f551ea8c49a4c9bf2fb556a02070ec1d"}, + {file = "platformdirs-3.10.0.tar.gz", hash = "sha256:b45696dab2d7cc691a3226759c0d3b00c47c8b6e293d96f6436f733303f77f6d"}, ] [package.extras] -docs = ["furo (>=2023.5.20)", "proselint (>=0.13)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"] -test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)"] +docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"] +test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"] [[package]] name = "pluggy" -version = "1.2.0" +version = "1.3.0" description = "plugin and hook calling mechanisms for python" +category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"}, - {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"}, + {file = "pluggy-1.3.0-py3-none-any.whl", hash = "sha256:d89c696a773f8bd377d18e5ecda92b7a3793cbe66c87060a6fb58c7b6e1061f7"}, + {file = "pluggy-1.3.0.tar.gz", hash = "sha256:cf61ae8f126ac6f7c451172cf30e3e43d3ca77615509771b3a984a0730651e12"}, ] [package.extras] @@ -2400,6 +2468,7 @@ testing = ["pytest", "pytest-benchmark"] name = "poethepoet" version = "0.16.5" description = "A task runner that works well with poetry." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2418,6 +2487,7 @@ poetry-plugin = ["poetry (>=1.0,<2.0)"] name = "pooch" version = "1.7.0" description = "\"Pooch manages your Python library's sample data files: it automatically downloads and stores them in a local directory, with support for versioning and corruption checks.\"" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2439,6 +2509,7 @@ xxhash = ["xxhash (>=1.4.3)"] name = "portray" version = "1.8.0" description = "Your Project with Great Documentation" +category = "dev" optional = false python-versions = ">3.7" files = [ @@ -2461,6 +2532,7 @@ yaspin = ">=0.15.0,<3" name = "pre-commit" version = "3.3.3" description = "A framework for managing and maintaining multi-language pre-commit hooks." +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -2479,6 +2551,7 @@ virtualenv = ">=20.10.0" name = "progressbar2" version = "4.2.0" description = "A Python Progressbar library to provide visual (yet text based) progress to long running operations." +category = "main" optional = false python-versions = ">=3.7.0" files = [ @@ -2497,6 +2570,7 @@ tests = ["flake8 (>=3.7.7)", "freezegun (>=0.3.11)", "pytest (>=4.6.9)", "pytest name = "prompt-toolkit" version = "3.0.39" description = "Library for building powerful interactive command lines in Python" +category = "dev" optional = false python-versions = ">=3.7.0" files = [ @@ -2511,6 +2585,7 @@ wcwidth = "*" name = "psutil" version = "5.9.5" description = "Cross-platform lib for process and system monitoring in Python." +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -2537,6 +2612,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"] name = "ptyprocess" version = "0.7.0" description = "Run a subprocess in a pseudo terminal" +category = "dev" optional = false python-versions = "*" files = [ @@ -2548,6 +2624,7 @@ files = [ name = "pybtex" version = "0.24.0" description = "A BibTeX-compatible bibliography processor in Python" +category = "dev" optional = false python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*" files = [ @@ -2565,23 +2642,25 @@ test = ["pytest"] [[package]] name = "pybtex-docutils" -version = "1.0.2" +version = "1.0.3" description = "A docutils backend for pybtex." +category = "dev" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" files = [ - {file = "pybtex-docutils-1.0.2.tar.gz", hash = "sha256:43aa353b6d498fd5ac30f0073a98e332d061d34fe619d3d50d1761f8fd4aa016"}, - {file = "pybtex_docutils-1.0.2-py3-none-any.whl", hash = "sha256:6f9e3c25a37bcaac8c4f69513272706ec6253bb708a93d8b4b173f43915ba239"}, + {file = "pybtex-docutils-1.0.3.tar.gz", hash = "sha256:3a7ebdf92b593e00e8c1c538aa9a20bca5d92d84231124715acc964d51d93c6b"}, + {file = "pybtex_docutils-1.0.3-py3-none-any.whl", hash = "sha256:8fd290d2ae48e32fcb54d86b0efb8d573198653c7e2447d5bec5847095f430b9"}, ] [package.dependencies] -docutils = ">=0.8" +docutils = ">=0.14" pybtex = ">=0.16" [[package]] name = "pycodestyle" version = "2.9.1" description = "Python style guide checker" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2593,6 +2672,7 @@ files = [ name = "pycparser" version = "2.21" description = "C parser in Python" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -2604,6 +2684,7 @@ files = [ name = "pydata-sphinx-theme" version = "0.9.0" description = "Bootstrap-based Sphinx theme from the PyData community" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2627,6 +2708,7 @@ test = ["pydata-sphinx-theme[doc]", "pytest"] name = "pydocstyle" version = "6.3.0" description = "Python docstring style checker" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2644,6 +2726,7 @@ toml = ["tomli (>=1.2.3)"] name = "pydot" version = "1.4.2" description = "Python interface to Graphviz's Dot" +category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" files = [ @@ -2658,6 +2741,7 @@ pyparsing = ">=2.1.4" name = "pyflakes" version = "2.5.0" description = "passive checker of Python programs" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2669,6 +2753,7 @@ files = [ name = "pygam" version = "0.9.0" description = "" +category = "main" optional = false python-versions = ">=3.8.1,<3.12" files = [ @@ -2683,13 +2768,14 @@ scipy = ">=1.10.1,<2.0.0" [[package]] name = "pygments" -version = "2.15.1" +version = "2.16.1" description = "Pygments is a syntax highlighting package written in Python." +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "Pygments-2.15.1-py3-none-any.whl", hash = "sha256:db2db3deb4b4179f399a09054b023b6a586b76499d36965813c71aa8ed7b5fd1"}, - {file = "Pygments-2.15.1.tar.gz", hash = "sha256:8ace4d3c1dd481894b2005f560ead0f9f19ee64fe983366be1a21e171d12775c"}, + {file = "Pygments-2.16.1-py3-none-any.whl", hash = "sha256:13fc09fa63bc8d8671a6d247e1eb303c4b343eaee81d861f3404db2935653692"}, + {file = "Pygments-2.16.1.tar.gz", hash = "sha256:1daff0494820c69bc8941e407aa20f577374ee88364ee10a98fdbe0aece96e29"}, ] [package.extras] @@ -2699,6 +2785,7 @@ plugins = ["importlib-metadata"] name = "pygraphviz" version = "1.11" description = "Python interface to Graphviz" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -2707,23 +2794,28 @@ files = [ [[package]] name = "pymdown-extensions" -version = "10.1" +version = "10.2.1" description = "Extension pack for Python Markdown." +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "pymdown_extensions-10.1-py3-none-any.whl", hash = "sha256:ef25dbbae530e8f67575d222b75ff0649b1e841e22c2ae9a20bad9472c2207dc"}, - {file = "pymdown_extensions-10.1.tar.gz", hash = "sha256:508009b211373058debb8247e168de4cbcb91b1bff7b5e961b2c3e864e00b195"}, + {file = "pymdown_extensions-10.2.1-py3-none-any.whl", hash = "sha256:bded105eb8d93f88f2f821f00108cb70cef1269db6a40128c09c5f48bfc60ea4"}, + {file = "pymdown_extensions-10.2.1.tar.gz", hash = "sha256:d0c534b4a5725a4be7ccef25d65a4c97dba58b54ad7c813babf0eb5ba9c81591"}, ] [package.dependencies] markdown = ">=3.2" pyyaml = "*" +[package.extras] +extra = ["pygments (>=2.12)"] + [[package]] name = "pyparsing" version = "3.0.9" description = "pyparsing module - Classes and methods to define and execute parsing grammars" +category = "dev" optional = false python-versions = ">=3.6.8" files = [ @@ -2738,6 +2830,7 @@ diagrams = ["jinja2", "railroad-diagrams"] name = "pypickle" version = "1.1.0" description = "pypickle is to save and load variables in/from pickle files" +category = "dev" optional = false python-versions = ">=3" files = [ @@ -2749,6 +2842,7 @@ files = [ name = "pytest" version = "7.4.0" description = "pytest: simple powerful testing with Python" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2771,6 +2865,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no name = "pytest-cov" version = "3.0.0" description = "Pytest plugin for measuring coverage." +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2789,6 +2884,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale name = "python-dateutil" version = "2.8.2" description = "Extensions to the standard Python datetime module" +category = "main" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" files = [ @@ -2803,6 +2899,7 @@ six = ">=1.5" name = "python-louvain" version = "0.16" description = "Louvain algorithm for community detection" +category = "dev" optional = false python-versions = "*" files = [ @@ -2817,6 +2914,7 @@ numpy = "*" name = "python-utils" version = "3.7.0" description = "Python Utils is a module with some convenient utilities not included with the standard Python install" +category = "main" optional = false python-versions = ">3.8.0" files = [ @@ -2836,6 +2934,7 @@ tests = ["flake8", "loguru", "pytest", "pytest-asyncio", "pytest-cov", "pytest-m name = "pytz" version = "2023.3" description = "World timezone definitions, modern and historical" +category = "main" optional = false python-versions = "*" files = [ @@ -2847,6 +2946,7 @@ files = [ name = "pyvis" version = "0.3.2" description = "A Python network graph visualization library" +category = "dev" optional = false python-versions = ">3.6" files = [ @@ -2863,6 +2963,7 @@ networkx = ">=1.11" name = "pywhy-graphs" version = "0.2.0dev0" description = "Causal Graphs for Python" +category = "main" optional = true python-versions = ">=3.8,<3.12" files = [] @@ -2881,13 +2982,14 @@ viz = ["pygraphviz"] [package.source] type = "git" url = "https://github.com/py-why/pywhy-graphs.git" -reference = "main" -resolved_reference = "013513b25f0eb7f66befe9beef084b7e58bbc086" +reference = 'main' +resolved_reference = "96e58b9ffbeed10b8b40b1e34ab85d7342b00200" [[package]] name = "pywin32" version = "306" description = "Python for Window Extensions" +category = "dev" optional = false python-versions = "*" files = [ @@ -2911,6 +3013,7 @@ files = [ name = "pyyaml" version = "6.0.1" description = "YAML parser and emitter for Python" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2919,6 +3022,7 @@ files = [ {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"}, {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"}, {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"}, + {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"}, {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"}, {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"}, {file = "PyYAML-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007"}, @@ -2926,8 +3030,15 @@ files = [ {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d"}, {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"}, {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"}, + {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"}, {file = "PyYAML-6.0.1-cp311-cp311-win32.whl", hash = "sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741"}, {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"}, + {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"}, + {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"}, + {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"}, + {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"}, + {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"}, + {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"}, {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"}, {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"}, {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"}, @@ -2944,6 +3055,7 @@ files = [ {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5"}, {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"}, {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"}, + {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"}, {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"}, {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"}, {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"}, @@ -2951,6 +3063,7 @@ files = [ {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"}, {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"}, {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"}, + {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"}, {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"}, {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"}, {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"}, @@ -2960,6 +3073,7 @@ files = [ name = "pyyaml-env-tag" version = "0.1" description = "A custom YAML tag for referencing environment variables in YAML files. " +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -2972,88 +3086,105 @@ pyyaml = "*" [[package]] name = "pyzmq" -version = "25.1.0" +version = "25.1.1" description = "Python bindings for 0MQ" +category = "dev" optional = false python-versions = ">=3.6" files = [ - {file = "pyzmq-25.1.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:1a6169e69034eaa06823da6a93a7739ff38716142b3596c180363dee729d713d"}, - {file = "pyzmq-25.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:19d0383b1f18411d137d891cab567de9afa609b214de68b86e20173dc624c101"}, - {file = "pyzmq-25.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f1e931d9a92f628858a50f5bdffdfcf839aebe388b82f9d2ccd5d22a38a789dc"}, - {file = "pyzmq-25.1.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:97d984b1b2f574bc1bb58296d3c0b64b10e95e7026f8716ed6c0b86d4679843f"}, - {file = "pyzmq-25.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:154bddda2a351161474b36dba03bf1463377ec226a13458725183e508840df89"}, - {file = "pyzmq-25.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:cb6d161ae94fb35bb518b74bb06b7293299c15ba3bc099dccd6a5b7ae589aee3"}, - {file = "pyzmq-25.1.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:90146ab578931e0e2826ee39d0c948d0ea72734378f1898939d18bc9c823fcf9"}, - {file = "pyzmq-25.1.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:831ba20b660b39e39e5ac8603e8193f8fce1ee03a42c84ade89c36a251449d80"}, - {file = "pyzmq-25.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:3a522510e3434e12aff80187144c6df556bb06fe6b9d01b2ecfbd2b5bfa5c60c"}, - {file = "pyzmq-25.1.0-cp310-cp310-win32.whl", hash = "sha256:be24a5867b8e3b9dd5c241de359a9a5217698ff616ac2daa47713ba2ebe30ad1"}, - {file = "pyzmq-25.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:5693dcc4f163481cf79e98cf2d7995c60e43809e325b77a7748d8024b1b7bcba"}, - {file = "pyzmq-25.1.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:13bbe36da3f8aaf2b7ec12696253c0bf6ffe05f4507985a8844a1081db6ec22d"}, - {file = "pyzmq-25.1.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:69511d604368f3dc58d4be1b0bad99b61ee92b44afe1cd9b7bd8c5e34ea8248a"}, - {file = "pyzmq-25.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a983c8694667fd76d793ada77fd36c8317e76aa66eec75be2653cef2ea72883"}, - {file = "pyzmq-25.1.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:332616f95eb400492103ab9d542b69d5f0ff628b23129a4bc0a2fd48da6e4e0b"}, - {file = "pyzmq-25.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58416db767787aedbfd57116714aad6c9ce57215ffa1c3758a52403f7c68cff5"}, - {file = "pyzmq-25.1.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:cad9545f5801a125f162d09ec9b724b7ad9b6440151b89645241d0120e119dcc"}, - {file = "pyzmq-25.1.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:d6128d431b8dfa888bf51c22a04d48bcb3d64431caf02b3cb943269f17fd2994"}, - {file = "pyzmq-25.1.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:2b15247c49d8cbea695b321ae5478d47cffd496a2ec5ef47131a9e79ddd7e46c"}, - {file = "pyzmq-25.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:442d3efc77ca4d35bee3547a8e08e8d4bb88dadb54a8377014938ba98d2e074a"}, - {file = "pyzmq-25.1.0-cp311-cp311-win32.whl", hash = "sha256:65346f507a815a731092421d0d7d60ed551a80d9b75e8b684307d435a5597425"}, - {file = "pyzmq-25.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:8b45d722046fea5a5694cba5d86f21f78f0052b40a4bbbbf60128ac55bfcc7b6"}, - {file = "pyzmq-25.1.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:f45808eda8b1d71308c5416ef3abe958f033fdbb356984fabbfc7887bed76b3f"}, - {file = "pyzmq-25.1.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b697774ea8273e3c0460cf0bba16cd85ca6c46dfe8b303211816d68c492e132"}, - {file = "pyzmq-25.1.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b324fa769577fc2c8f5efcd429cef5acbc17d63fe15ed16d6dcbac2c5eb00849"}, - {file = "pyzmq-25.1.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:5873d6a60b778848ce23b6c0ac26c39e48969823882f607516b91fb323ce80e5"}, - {file = "pyzmq-25.1.0-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:f0d9e7ba6a815a12c8575ba7887da4b72483e4cfc57179af10c9b937f3f9308f"}, - {file = "pyzmq-25.1.0-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:414b8beec76521358b49170db7b9967d6974bdfc3297f47f7d23edec37329b00"}, - {file = "pyzmq-25.1.0-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:01f06f33e12497dca86353c354461f75275a5ad9eaea181ac0dc1662da8074fa"}, - {file = "pyzmq-25.1.0-cp36-cp36m-win32.whl", hash = "sha256:b5a07c4f29bf7cb0164664ef87e4aa25435dcc1f818d29842118b0ac1eb8e2b5"}, - {file = "pyzmq-25.1.0-cp36-cp36m-win_amd64.whl", hash = "sha256:968b0c737797c1809ec602e082cb63e9824ff2329275336bb88bd71591e94a90"}, - {file = "pyzmq-25.1.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:47b915ba666c51391836d7ed9a745926b22c434efa76c119f77bcffa64d2c50c"}, - {file = "pyzmq-25.1.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5af31493663cf76dd36b00dafbc839e83bbca8a0662931e11816d75f36155897"}, - {file = "pyzmq-25.1.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5489738a692bc7ee9a0a7765979c8a572520d616d12d949eaffc6e061b82b4d1"}, - {file = "pyzmq-25.1.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:1fc56a0221bdf67cfa94ef2d6ce5513a3d209c3dfd21fed4d4e87eca1822e3a3"}, - {file = "pyzmq-25.1.0-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:75217e83faea9edbc29516fc90c817bc40c6b21a5771ecb53e868e45594826b0"}, - {file = "pyzmq-25.1.0-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:3830be8826639d801de9053cf86350ed6742c4321ba4236e4b5568528d7bfed7"}, - {file = "pyzmq-25.1.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:3575699d7fd7c9b2108bc1c6128641a9a825a58577775ada26c02eb29e09c517"}, - {file = "pyzmq-25.1.0-cp37-cp37m-win32.whl", hash = "sha256:95bd3a998d8c68b76679f6b18f520904af5204f089beebb7b0301d97704634dd"}, - {file = "pyzmq-25.1.0-cp37-cp37m-win_amd64.whl", hash = "sha256:dbc466744a2db4b7ca05589f21ae1a35066afada2f803f92369f5877c100ef62"}, - {file = "pyzmq-25.1.0-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:3bed53f7218490c68f0e82a29c92335daa9606216e51c64f37b48eb78f1281f4"}, - {file = "pyzmq-25.1.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:eb52e826d16c09ef87132c6e360e1879c984f19a4f62d8a935345deac43f3c12"}, - {file = "pyzmq-25.1.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:ddbef8b53cd16467fdbfa92a712eae46dd066aa19780681a2ce266e88fbc7165"}, - {file = "pyzmq-25.1.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9301cf1d7fc1ddf668d0abbe3e227fc9ab15bc036a31c247276012abb921b5ff"}, - {file = "pyzmq-25.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7e23a8c3b6c06de40bdb9e06288180d630b562db8ac199e8cc535af81f90e64b"}, - {file = "pyzmq-25.1.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:4a82faae00d1eed4809c2f18b37f15ce39a10a1c58fe48b60ad02875d6e13d80"}, - {file = "pyzmq-25.1.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:c8398a1b1951aaa330269c35335ae69744be166e67e0ebd9869bdc09426f3871"}, - {file = "pyzmq-25.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:d40682ac60b2a613d36d8d3a0cd14fbdf8e7e0618fbb40aa9fa7b796c9081584"}, - {file = "pyzmq-25.1.0-cp38-cp38-win32.whl", hash = "sha256:33d5c8391a34d56224bccf74f458d82fc6e24b3213fc68165c98b708c7a69325"}, - {file = "pyzmq-25.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:c66b7ff2527e18554030319b1376d81560ca0742c6e0b17ff1ee96624a5f1afd"}, - {file = "pyzmq-25.1.0-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:af56229ea6527a849ac9fb154a059d7e32e77a8cba27e3e62a1e38d8808cb1a5"}, - {file = "pyzmq-25.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:bdca18b94c404af6ae5533cd1bc310c4931f7ac97c148bbfd2cd4bdd62b96253"}, - {file = "pyzmq-25.1.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0b6b42f7055bbc562f63f3df3b63e3dd1ebe9727ff0f124c3aa7bcea7b3a00f9"}, - {file = "pyzmq-25.1.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:4c2fc7aad520a97d64ffc98190fce6b64152bde57a10c704b337082679e74f67"}, - {file = "pyzmq-25.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:be86a26415a8b6af02cd8d782e3a9ae3872140a057f1cadf0133de685185c02b"}, - {file = "pyzmq-25.1.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:851fb2fe14036cfc1960d806628b80276af5424db09fe5c91c726890c8e6d943"}, - {file = "pyzmq-25.1.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:2a21fec5c3cea45421a19ccbe6250c82f97af4175bc09de4d6dd78fb0cb4c200"}, - {file = "pyzmq-25.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:bad172aba822444b32eae54c2d5ab18cd7dee9814fd5c7ed026603b8cae2d05f"}, - {file = "pyzmq-25.1.0-cp39-cp39-win32.whl", hash = "sha256:4d67609b37204acad3d566bb7391e0ecc25ef8bae22ff72ebe2ad7ffb7847158"}, - {file = "pyzmq-25.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:71c7b5896e40720d30cd77a81e62b433b981005bbff0cb2f739e0f8d059b5d99"}, - {file = "pyzmq-25.1.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:4cb27ef9d3bdc0c195b2dc54fcb8720e18b741624686a81942e14c8b67cc61a6"}, - {file = "pyzmq-25.1.0-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0c4fc2741e0513b5d5a12fe200d6785bbcc621f6f2278893a9ca7bed7f2efb7d"}, - {file = "pyzmq-25.1.0-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:fc34fdd458ff77a2a00e3c86f899911f6f269d393ca5675842a6e92eea565bae"}, - {file = "pyzmq-25.1.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8751f9c1442624da391bbd92bd4b072def6d7702a9390e4479f45c182392ff78"}, - {file = "pyzmq-25.1.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:6581e886aec3135964a302a0f5eb68f964869b9efd1dbafdebceaaf2934f8a68"}, - {file = "pyzmq-25.1.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:5482f08d2c3c42b920e8771ae8932fbaa0a67dff925fc476996ddd8155a170f3"}, - {file = "pyzmq-25.1.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:5e7fbcafa3ea16d1de1f213c226005fea21ee16ed56134b75b2dede5a2129e62"}, - {file = "pyzmq-25.1.0-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:adecf6d02b1beab8d7c04bc36f22bb0e4c65a35eb0b4750b91693631d4081c70"}, - {file = "pyzmq-25.1.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f6d39e42a0aa888122d1beb8ec0d4ddfb6c6b45aecb5ba4013c27e2f28657765"}, - {file = "pyzmq-25.1.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:7018289b402ebf2b2c06992813523de61d4ce17bd514c4339d8f27a6f6809492"}, - {file = "pyzmq-25.1.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:9e68ae9864d260b18f311b68d29134d8776d82e7f5d75ce898b40a88df9db30f"}, - {file = "pyzmq-25.1.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e21cc00e4debe8f54c3ed7b9fcca540f46eee12762a9fa56feb8512fd9057161"}, - {file = "pyzmq-25.1.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2f666ae327a6899ff560d741681fdcdf4506f990595201ed39b44278c471ad98"}, - {file = "pyzmq-25.1.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2f5efcc29056dfe95e9c9db0dfbb12b62db9c4ad302f812931b6d21dd04a9119"}, - {file = "pyzmq-25.1.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:48e5e59e77c1a83162ab3c163fc01cd2eebc5b34560341a67421b09be0891287"}, - {file = "pyzmq-25.1.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:108c96ebbd573d929740d66e4c3d1bdf31d5cde003b8dc7811a3c8c5b0fc173b"}, - {file = "pyzmq-25.1.0.tar.gz", hash = "sha256:80c41023465d36280e801564a69cbfce8ae85ff79b080e1913f6e90481fb8957"}, + {file = "pyzmq-25.1.1-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:381469297409c5adf9a0e884c5eb5186ed33137badcbbb0560b86e910a2f1e76"}, + {file = "pyzmq-25.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:955215ed0604dac5b01907424dfa28b40f2b2292d6493445dd34d0dfa72586a8"}, + {file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:985bbb1316192b98f32e25e7b9958088431d853ac63aca1d2c236f40afb17c83"}, + {file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:afea96f64efa98df4da6958bae37f1cbea7932c35878b185e5982821bc883369"}, + {file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:76705c9325d72a81155bb6ab48d4312e0032bf045fb0754889133200f7a0d849"}, + {file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:77a41c26205d2353a4c94d02be51d6cbdf63c06fbc1295ea57dad7e2d3381b71"}, + {file = "pyzmq-25.1.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:12720a53e61c3b99d87262294e2b375c915fea93c31fc2336898c26d7aed34cd"}, + {file = "pyzmq-25.1.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:57459b68e5cd85b0be8184382cefd91959cafe79ae019e6b1ae6e2ba8a12cda7"}, + {file = "pyzmq-25.1.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:292fe3fc5ad4a75bc8df0dfaee7d0babe8b1f4ceb596437213821f761b4589f9"}, + {file = "pyzmq-25.1.1-cp310-cp310-win32.whl", hash = "sha256:35b5ab8c28978fbbb86ea54958cd89f5176ce747c1fb3d87356cf698048a7790"}, + {file = "pyzmq-25.1.1-cp310-cp310-win_amd64.whl", hash = "sha256:11baebdd5fc5b475d484195e49bae2dc64b94a5208f7c89954e9e354fc609d8f"}, + {file = "pyzmq-25.1.1-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:d20a0ddb3e989e8807d83225a27e5c2eb2260eaa851532086e9e0fa0d5287d83"}, + {file = "pyzmq-25.1.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e1c1be77bc5fb77d923850f82e55a928f8638f64a61f00ff18a67c7404faf008"}, + {file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d89528b4943d27029a2818f847c10c2cecc79fa9590f3cb1860459a5be7933eb"}, + {file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:90f26dc6d5f241ba358bef79be9ce06de58d477ca8485e3291675436d3827cf8"}, + {file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c2b92812bd214018e50b6380ea3ac0c8bb01ac07fcc14c5f86a5bb25e74026e9"}, + {file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:2f957ce63d13c28730f7fd6b72333814221c84ca2421298f66e5143f81c9f91f"}, + {file = "pyzmq-25.1.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:047a640f5c9c6ade7b1cc6680a0e28c9dd5a0825135acbd3569cc96ea00b2505"}, + {file = "pyzmq-25.1.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:7f7e58effd14b641c5e4dec8c7dab02fb67a13df90329e61c869b9cc607ef752"}, + {file = "pyzmq-25.1.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:c2910967e6ab16bf6fbeb1f771c89a7050947221ae12a5b0b60f3bca2ee19bca"}, + {file = "pyzmq-25.1.1-cp311-cp311-win32.whl", hash = "sha256:76c1c8efb3ca3a1818b837aea423ff8a07bbf7aafe9f2f6582b61a0458b1a329"}, + {file = "pyzmq-25.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:44e58a0554b21fc662f2712814a746635ed668d0fbc98b7cb9d74cb798d202e6"}, + {file = "pyzmq-25.1.1-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:e1ffa1c924e8c72778b9ccd386a7067cddf626884fd8277f503c48bb5f51c762"}, + {file = "pyzmq-25.1.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:1af379b33ef33757224da93e9da62e6471cf4a66d10078cf32bae8127d3d0d4a"}, + {file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cff084c6933680d1f8b2f3b4ff5bbb88538a4aac00d199ac13f49d0698727ecb"}, + {file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e2400a94f7dd9cb20cd012951a0cbf8249e3d554c63a9c0cdfd5cbb6c01d2dec"}, + {file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2d81f1ddae3858b8299d1da72dd7d19dd36aab654c19671aa8a7e7fb02f6638a"}, + {file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:255ca2b219f9e5a3a9ef3081512e1358bd4760ce77828e1028b818ff5610b87b"}, + {file = "pyzmq-25.1.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:a882ac0a351288dd18ecae3326b8a49d10c61a68b01419f3a0b9a306190baf69"}, + {file = "pyzmq-25.1.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:724c292bb26365659fc434e9567b3f1adbdb5e8d640c936ed901f49e03e5d32e"}, + {file = "pyzmq-25.1.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:4ca1ed0bb2d850aa8471387882247c68f1e62a4af0ce9c8a1dbe0d2bf69e41fb"}, + {file = "pyzmq-25.1.1-cp312-cp312-win32.whl", hash = "sha256:b3451108ab861040754fa5208bca4a5496c65875710f76789a9ad27c801a0075"}, + {file = "pyzmq-25.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:eadbefd5e92ef8a345f0525b5cfd01cf4e4cc651a2cffb8f23c0dd184975d787"}, + {file = "pyzmq-25.1.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:db0b2af416ba735c6304c47f75d348f498b92952f5e3e8bff449336d2728795d"}, + {file = "pyzmq-25.1.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c7c133e93b405eb0d36fa430c94185bdd13c36204a8635470cccc200723c13bb"}, + {file = "pyzmq-25.1.1-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:273bc3959bcbff3f48606b28229b4721716598d76b5aaea2b4a9d0ab454ec062"}, + {file = "pyzmq-25.1.1-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:cbc8df5c6a88ba5ae385d8930da02201165408dde8d8322072e3e5ddd4f68e22"}, + {file = "pyzmq-25.1.1-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:18d43df3f2302d836f2a56f17e5663e398416e9dd74b205b179065e61f1a6edf"}, + {file = "pyzmq-25.1.1-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:73461eed88a88c866656e08f89299720a38cb4e9d34ae6bf5df6f71102570f2e"}, + {file = "pyzmq-25.1.1-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:34c850ce7976d19ebe7b9d4b9bb8c9dfc7aac336c0958e2651b88cbd46682123"}, + {file = "pyzmq-25.1.1-cp36-cp36m-win32.whl", hash = "sha256:d2045d6d9439a0078f2a34b57c7b18c4a6aef0bee37f22e4ec9f32456c852c71"}, + {file = "pyzmq-25.1.1-cp36-cp36m-win_amd64.whl", hash = "sha256:458dea649f2f02a0b244ae6aef8dc29325a2810aa26b07af8374dc2a9faf57e3"}, + {file = "pyzmq-25.1.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:7cff25c5b315e63b07a36f0c2bab32c58eafbe57d0dce61b614ef4c76058c115"}, + {file = "pyzmq-25.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1579413ae492b05de5a6174574f8c44c2b9b122a42015c5292afa4be2507f28"}, + {file = "pyzmq-25.1.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3d0a409d3b28607cc427aa5c30a6f1e4452cc44e311f843e05edb28ab5e36da0"}, + {file = "pyzmq-25.1.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:21eb4e609a154a57c520e3d5bfa0d97e49b6872ea057b7c85257b11e78068222"}, + {file = "pyzmq-25.1.1-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:034239843541ef7a1aee0c7b2cb7f6aafffb005ede965ae9cbd49d5ff4ff73cf"}, + {file = "pyzmq-25.1.1-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:f8115e303280ba09f3898194791a153862cbf9eef722ad8f7f741987ee2a97c7"}, + {file = "pyzmq-25.1.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:1a5d26fe8f32f137e784f768143728438877d69a586ddeaad898558dc971a5ae"}, + {file = "pyzmq-25.1.1-cp37-cp37m-win32.whl", hash = "sha256:f32260e556a983bc5c7ed588d04c942c9a8f9c2e99213fec11a031e316874c7e"}, + {file = "pyzmq-25.1.1-cp37-cp37m-win_amd64.whl", hash = "sha256:abf34e43c531bbb510ae7e8f5b2b1f2a8ab93219510e2b287a944432fad135f3"}, + {file = "pyzmq-25.1.1-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:87e34f31ca8f168c56d6fbf99692cc8d3b445abb5bfd08c229ae992d7547a92a"}, + {file = "pyzmq-25.1.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:c9c6c9b2c2f80747a98f34ef491c4d7b1a8d4853937bb1492774992a120f475d"}, + {file = "pyzmq-25.1.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:5619f3f5a4db5dbb572b095ea3cb5cc035335159d9da950830c9c4db2fbb6995"}, + {file = "pyzmq-25.1.1-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:5a34d2395073ef862b4032343cf0c32a712f3ab49d7ec4f42c9661e0294d106f"}, + {file = "pyzmq-25.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:25f0e6b78220aba09815cd1f3a32b9c7cb3e02cb846d1cfc526b6595f6046618"}, + {file = "pyzmq-25.1.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:3669cf8ee3520c2f13b2e0351c41fea919852b220988d2049249db10046a7afb"}, + {file = "pyzmq-25.1.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:2d163a18819277e49911f7461567bda923461c50b19d169a062536fffe7cd9d2"}, + {file = "pyzmq-25.1.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:df27ffddff4190667d40de7beba4a950b5ce78fe28a7dcc41d6f8a700a80a3c0"}, + {file = "pyzmq-25.1.1-cp38-cp38-win32.whl", hash = "sha256:a382372898a07479bd34bda781008e4a954ed8750f17891e794521c3e21c2e1c"}, + {file = "pyzmq-25.1.1-cp38-cp38-win_amd64.whl", hash = "sha256:52533489f28d62eb1258a965f2aba28a82aa747202c8fa5a1c7a43b5db0e85c1"}, + {file = "pyzmq-25.1.1-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:03b3f49b57264909aacd0741892f2aecf2f51fb053e7d8ac6767f6c700832f45"}, + {file = "pyzmq-25.1.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:330f9e188d0d89080cde66dc7470f57d1926ff2fb5576227f14d5be7ab30b9fa"}, + {file = "pyzmq-25.1.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:2ca57a5be0389f2a65e6d3bb2962a971688cbdd30b4c0bd188c99e39c234f414"}, + {file = "pyzmq-25.1.1-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:d457aed310f2670f59cc5b57dcfced452aeeed77f9da2b9763616bd57e4dbaae"}, + {file = "pyzmq-25.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c56d748ea50215abef7030c72b60dd723ed5b5c7e65e7bc2504e77843631c1a6"}, + {file = "pyzmq-25.1.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:8f03d3f0d01cb5a018debeb412441996a517b11c5c17ab2001aa0597c6d6882c"}, + {file = "pyzmq-25.1.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:820c4a08195a681252f46926de10e29b6bbf3e17b30037bd4250d72dd3ddaab8"}, + {file = "pyzmq-25.1.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:17ef5f01d25b67ca8f98120d5fa1d21efe9611604e8eb03a5147360f517dd1e2"}, + {file = "pyzmq-25.1.1-cp39-cp39-win32.whl", hash = "sha256:04ccbed567171579ec2cebb9c8a3e30801723c575601f9a990ab25bcac6b51e2"}, + {file = "pyzmq-25.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:e61f091c3ba0c3578411ef505992d356a812fb200643eab27f4f70eed34a29ef"}, + {file = "pyzmq-25.1.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:ade6d25bb29c4555d718ac6d1443a7386595528c33d6b133b258f65f963bb0f6"}, + {file = "pyzmq-25.1.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e0c95ddd4f6e9fca4e9e3afaa4f9df8552f0ba5d1004e89ef0a68e1f1f9807c7"}, + {file = "pyzmq-25.1.1-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:48e466162a24daf86f6b5ca72444d2bf39a5e58da5f96370078be67c67adc978"}, + {file = "pyzmq-25.1.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abc719161780932c4e11aaebb203be3d6acc6b38d2f26c0f523b5b59d2fc1996"}, + {file = "pyzmq-25.1.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:1ccf825981640b8c34ae54231b7ed00271822ea1c6d8ba1090ebd4943759abf5"}, + {file = "pyzmq-25.1.1-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:c2f20ce161ebdb0091a10c9ca0372e023ce24980d0e1f810f519da6f79c60800"}, + {file = "pyzmq-25.1.1-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:deee9ca4727f53464daf089536e68b13e6104e84a37820a88b0a057b97bba2d2"}, + {file = "pyzmq-25.1.1-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:aa8d6cdc8b8aa19ceb319aaa2b660cdaccc533ec477eeb1309e2a291eaacc43a"}, + {file = "pyzmq-25.1.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:019e59ef5c5256a2c7378f2fb8560fc2a9ff1d315755204295b2eab96b254d0a"}, + {file = "pyzmq-25.1.1-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:b9af3757495c1ee3b5c4e945c1df7be95562277c6e5bccc20a39aec50f826cd0"}, + {file = "pyzmq-25.1.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:548d6482dc8aadbe7e79d1b5806585c8120bafa1ef841167bc9090522b610fa6"}, + {file = "pyzmq-25.1.1-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:057e824b2aae50accc0f9a0570998adc021b372478a921506fddd6c02e60308e"}, + {file = "pyzmq-25.1.1-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2243700cc5548cff20963f0ca92d3e5e436394375ab8a354bbea2b12911b20b0"}, + {file = "pyzmq-25.1.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79986f3b4af059777111409ee517da24a529bdbd46da578b33f25580adcff728"}, + {file = "pyzmq-25.1.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:11d58723d44d6ed4dd677c5615b2ffb19d5c426636345567d6af82be4dff8a55"}, + {file = "pyzmq-25.1.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:49d238cf4b69652257db66d0c623cd3e09b5d2e9576b56bc067a396133a00d4a"}, + {file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fedbdc753827cf014c01dbbee9c3be17e5a208dcd1bf8641ce2cd29580d1f0d4"}, + {file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bc16ac425cc927d0a57d242589f87ee093884ea4804c05a13834d07c20db203c"}, + {file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:11c1d2aed9079c6b0c9550a7257a836b4a637feb334904610f06d70eb44c56d2"}, + {file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:e8a701123029cc240cea61dd2d16ad57cab4691804143ce80ecd9286b464d180"}, + {file = "pyzmq-25.1.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:61706a6b6c24bdece85ff177fec393545a3191eeda35b07aaa1458a027ad1304"}, + {file = "pyzmq-25.1.1.tar.gz", hash = "sha256:259c22485b71abacdfa8bf79720cd7bcf4b9d128b30ea554f01ae71fdbfdaa23"}, ] [package.dependencies] @@ -3061,13 +3192,14 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""} [[package]] name = "referencing" -version = "0.30.0" +version = "0.30.2" description = "JSON Referencing + Python" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "referencing-0.30.0-py3-none-any.whl", hash = "sha256:c257b08a399b6c2f5a3510a50d28ab5dbc7bbde049bcaf954d43c446f83ab548"}, - {file = "referencing-0.30.0.tar.gz", hash = "sha256:47237742e990457f7512c7d27486394a9aadaf876cbfaa4be65b27b4f4d47c6b"}, + {file = "referencing-0.30.2-py3-none-any.whl", hash = "sha256:449b6669b6121a9e96a7f9e410b245d471e8d48964c67113ce9afe50c8dd7bdf"}, + {file = "referencing-0.30.2.tar.gz", hash = "sha256:794ad8003c65938edcdbc027f1933215e0d0ccc0291e3ce20a4d87432b59efc0"}, ] [package.dependencies] @@ -3078,6 +3210,7 @@ rpds-py = ">=0.7.0" name = "requests" version = "2.31.0" description = "Python HTTP for Humans." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3097,13 +3230,14 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] [[package]] name = "rich" -version = "13.4.2" +version = "13.5.2" description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal" +category = "dev" optional = false python-versions = ">=3.7.0" files = [ - {file = "rich-13.4.2-py3-none-any.whl", hash = "sha256:8f87bc7ee54675732fa66a05ebfe489e27264caeeff3728c945d25971b6485ec"}, - {file = "rich-13.4.2.tar.gz", hash = "sha256:d653d6bccede5844304c605d5aac802c7cf9621efd700b46c7ec2b51ea914898"}, + {file = "rich-13.5.2-py3-none-any.whl", hash = "sha256:146a90b3b6b47cac4a73c12866a499e9817426423f57c5a66949c086191a8808"}, + {file = "rich-13.5.2.tar.gz", hash = "sha256:fb9d6c0a0f643c99eed3875b5377a184132ba9be4d61516a55273d3554d75a39"}, ] [package.dependencies] @@ -3115,114 +3249,116 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"] [[package]] name = "rpds-py" -version = "0.9.2" +version = "0.10.0" description = "Python bindings to Rust's persistent data structures (rpds)" +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "rpds_py-0.9.2-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:ab6919a09c055c9b092798ce18c6c4adf49d24d4d9e43a92b257e3f2548231e7"}, - {file = "rpds_py-0.9.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d55777a80f78dd09410bd84ff8c95ee05519f41113b2df90a69622f5540c4f8b"}, - {file = "rpds_py-0.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a216b26e5af0a8e265d4efd65d3bcec5fba6b26909014effe20cd302fd1138fa"}, - {file = "rpds_py-0.9.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:29cd8bfb2d716366a035913ced99188a79b623a3512292963d84d3e06e63b496"}, - {file = "rpds_py-0.9.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:44659b1f326214950a8204a248ca6199535e73a694be8d3e0e869f820767f12f"}, - {file = "rpds_py-0.9.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:745f5a43fdd7d6d25a53ab1a99979e7f8ea419dfefebcab0a5a1e9095490ee5e"}, - {file = "rpds_py-0.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a987578ac5214f18b99d1f2a3851cba5b09f4a689818a106c23dbad0dfeb760f"}, - {file = "rpds_py-0.9.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:bf4151acb541b6e895354f6ff9ac06995ad9e4175cbc6d30aaed08856558201f"}, - {file = "rpds_py-0.9.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:03421628f0dc10a4119d714a17f646e2837126a25ac7a256bdf7c3943400f67f"}, - {file = "rpds_py-0.9.2-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:13b602dc3e8dff3063734f02dcf05111e887f301fdda74151a93dbbc249930fe"}, - {file = "rpds_py-0.9.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:fae5cb554b604b3f9e2c608241b5d8d303e410d7dfb6d397c335f983495ce7f6"}, - {file = "rpds_py-0.9.2-cp310-none-win32.whl", hash = "sha256:47c5f58a8e0c2c920cc7783113df2fc4ff12bf3a411d985012f145e9242a2764"}, - {file = "rpds_py-0.9.2-cp310-none-win_amd64.whl", hash = "sha256:4ea6b73c22d8182dff91155af018b11aac9ff7eca085750455c5990cb1cfae6e"}, - {file = "rpds_py-0.9.2-cp311-cp311-macosx_10_7_x86_64.whl", hash = "sha256:e564d2238512c5ef5e9d79338ab77f1cbbda6c2d541ad41b2af445fb200385e3"}, - {file = "rpds_py-0.9.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f411330a6376fb50e5b7a3e66894e4a39e60ca2e17dce258d53768fea06a37bd"}, - {file = "rpds_py-0.9.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0e7521f5af0233e89939ad626b15278c71b69dc1dfccaa7b97bd4cdf96536bb7"}, - {file = "rpds_py-0.9.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8d3335c03100a073883857e91db9f2e0ef8a1cf42dc0369cbb9151c149dbbc1b"}, - {file = "rpds_py-0.9.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d25b1c1096ef0447355f7293fbe9ad740f7c47ae032c2884113f8e87660d8f6e"}, - {file = "rpds_py-0.9.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6a5d3fbd02efd9cf6a8ffc2f17b53a33542f6b154e88dd7b42ef4a4c0700fdad"}, - {file = "rpds_py-0.9.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c5934e2833afeaf36bd1eadb57256239785f5af0220ed8d21c2896ec4d3a765f"}, - {file = "rpds_py-0.9.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:095b460e117685867d45548fbd8598a8d9999227e9061ee7f012d9d264e6048d"}, - {file = "rpds_py-0.9.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:91378d9f4151adc223d584489591dbb79f78814c0734a7c3bfa9c9e09978121c"}, - {file = "rpds_py-0.9.2-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:24a81c177379300220e907e9b864107614b144f6c2a15ed5c3450e19cf536fae"}, - {file = "rpds_py-0.9.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:de0b6eceb46141984671802d412568d22c6bacc9b230174f9e55fc72ef4f57de"}, - {file = "rpds_py-0.9.2-cp311-none-win32.whl", hash = "sha256:700375326ed641f3d9d32060a91513ad668bcb7e2cffb18415c399acb25de2ab"}, - {file = "rpds_py-0.9.2-cp311-none-win_amd64.whl", hash = "sha256:0766babfcf941db8607bdaf82569ec38107dbb03c7f0b72604a0b346b6eb3298"}, - {file = "rpds_py-0.9.2-cp312-cp312-macosx_10_7_x86_64.whl", hash = "sha256:b1440c291db3f98a914e1afd9d6541e8fc60b4c3aab1a9008d03da4651e67386"}, - {file = "rpds_py-0.9.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0f2996fbac8e0b77fd67102becb9229986396e051f33dbceada3debaacc7033f"}, - {file = "rpds_py-0.9.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9f30d205755566a25f2ae0382944fcae2f350500ae4df4e795efa9e850821d82"}, - {file = "rpds_py-0.9.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:159fba751a1e6b1c69244e23ba6c28f879a8758a3e992ed056d86d74a194a0f3"}, - {file = "rpds_py-0.9.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a1f044792e1adcea82468a72310c66a7f08728d72a244730d14880cd1dabe36b"}, - {file = "rpds_py-0.9.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9251eb8aa82e6cf88510530b29eef4fac825a2b709baf5b94a6094894f252387"}, - {file = "rpds_py-0.9.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:01899794b654e616c8625b194ddd1e5b51ef5b60ed61baa7a2d9c2ad7b2a4238"}, - {file = "rpds_py-0.9.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b0c43f8ae8f6be1d605b0465671124aa8d6a0e40f1fb81dcea28b7e3d87ca1e1"}, - {file = "rpds_py-0.9.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:207f57c402d1f8712618f737356e4b6f35253b6d20a324d9a47cb9f38ee43a6b"}, - {file = "rpds_py-0.9.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:b52e7c5ae35b00566d244ffefba0f46bb6bec749a50412acf42b1c3f402e2c90"}, - {file = "rpds_py-0.9.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:978fa96dbb005d599ec4fd9ed301b1cc45f1a8f7982d4793faf20b404b56677d"}, - {file = "rpds_py-0.9.2-cp38-cp38-macosx_10_7_x86_64.whl", hash = "sha256:6aa8326a4a608e1c28da191edd7c924dff445251b94653988efb059b16577a4d"}, - {file = "rpds_py-0.9.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:aad51239bee6bff6823bbbdc8ad85136c6125542bbc609e035ab98ca1e32a192"}, - {file = "rpds_py-0.9.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4bd4dc3602370679c2dfb818d9c97b1137d4dd412230cfecd3c66a1bf388a196"}, - {file = "rpds_py-0.9.2-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:dd9da77c6ec1f258387957b754f0df60766ac23ed698b61941ba9acccd3284d1"}, - {file = "rpds_py-0.9.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:190ca6f55042ea4649ed19c9093a9be9d63cd8a97880106747d7147f88a49d18"}, - {file = "rpds_py-0.9.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:876bf9ed62323bc7dcfc261dbc5572c996ef26fe6406b0ff985cbcf460fc8a4c"}, - {file = "rpds_py-0.9.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa2818759aba55df50592ecbc95ebcdc99917fa7b55cc6796235b04193eb3c55"}, - {file = "rpds_py-0.9.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9ea4d00850ef1e917815e59b078ecb338f6a8efda23369677c54a5825dbebb55"}, - {file = "rpds_py-0.9.2-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:5855c85eb8b8a968a74dc7fb014c9166a05e7e7a8377fb91d78512900aadd13d"}, - {file = "rpds_py-0.9.2-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:14c408e9d1a80dcb45c05a5149e5961aadb912fff42ca1dd9b68c0044904eb32"}, - {file = "rpds_py-0.9.2-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:65a0583c43d9f22cb2130c7b110e695fff834fd5e832a776a107197e59a1898e"}, - {file = "rpds_py-0.9.2-cp38-none-win32.whl", hash = "sha256:71f2f7715935a61fa3e4ae91d91b67e571aeb5cb5d10331ab681256bda2ad920"}, - {file = "rpds_py-0.9.2-cp38-none-win_amd64.whl", hash = "sha256:674c704605092e3ebbbd13687b09c9f78c362a4bc710343efe37a91457123044"}, - {file = "rpds_py-0.9.2-cp39-cp39-macosx_10_7_x86_64.whl", hash = "sha256:07e2c54bef6838fa44c48dfbc8234e8e2466d851124b551fc4e07a1cfeb37260"}, - {file = "rpds_py-0.9.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:f7fdf55283ad38c33e35e2855565361f4bf0abd02470b8ab28d499c663bc5d7c"}, - {file = "rpds_py-0.9.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:890ba852c16ace6ed9f90e8670f2c1c178d96510a21b06d2fa12d8783a905193"}, - {file = "rpds_py-0.9.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:50025635ba8b629a86d9d5474e650da304cb46bbb4d18690532dd79341467846"}, - {file = "rpds_py-0.9.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:517cbf6e67ae3623c5127206489d69eb2bdb27239a3c3cc559350ef52a3bbf0b"}, - {file = "rpds_py-0.9.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0836d71ca19071090d524739420a61580f3f894618d10b666cf3d9a1688355b1"}, - {file = "rpds_py-0.9.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c439fd54b2b9053717cca3de9583be6584b384d88d045f97d409f0ca867d80f"}, - {file = "rpds_py-0.9.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f68996a3b3dc9335037f82754f9cdbe3a95db42bde571d8c3be26cc6245f2324"}, - {file = "rpds_py-0.9.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:7d68dc8acded354c972116f59b5eb2e5864432948e098c19fe6994926d8e15c3"}, - {file = "rpds_py-0.9.2-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:f963c6b1218b96db85fc37a9f0851eaf8b9040aa46dec112611697a7023da535"}, - {file = "rpds_py-0.9.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:5a46859d7f947061b4010e554ccd1791467d1b1759f2dc2ec9055fa239f1bc26"}, - {file = "rpds_py-0.9.2-cp39-none-win32.whl", hash = "sha256:e07e5dbf8a83c66783a9fe2d4566968ea8c161199680e8ad38d53e075df5f0d0"}, - {file = "rpds_py-0.9.2-cp39-none-win_amd64.whl", hash = "sha256:682726178138ea45a0766907957b60f3a1bf3acdf212436be9733f28b6c5af3c"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-macosx_10_7_x86_64.whl", hash = "sha256:196cb208825a8b9c8fc360dc0f87993b8b260038615230242bf18ec84447c08d"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:c7671d45530fcb6d5e22fd40c97e1e1e01965fc298cbda523bb640f3d923b387"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:83b32f0940adec65099f3b1c215ef7f1d025d13ff947975a055989cb7fd019a4"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7f67da97f5b9eac838b6980fc6da268622e91f8960e083a34533ca710bec8611"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:03975db5f103997904c37e804e5f340c8fdabbb5883f26ee50a255d664eed58c"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:987b06d1cdb28f88a42e4fb8a87f094e43f3c435ed8e486533aea0bf2e53d931"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c861a7e4aef15ff91233751619ce3a3d2b9e5877e0fcd76f9ea4f6847183aa16"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:02938432352359805b6da099c9c95c8a0547fe4b274ce8f1a91677401bb9a45f"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:ef1f08f2a924837e112cba2953e15aacfccbbfcd773b4b9b4723f8f2ddded08e"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-musllinux_1_2_i686.whl", hash = "sha256:35da5cc5cb37c04c4ee03128ad59b8c3941a1e5cd398d78c37f716f32a9b7f67"}, - {file = "rpds_py-0.9.2-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:141acb9d4ccc04e704e5992d35472f78c35af047fa0cfae2923835d153f091be"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:79f594919d2c1a0cc17d1988a6adaf9a2f000d2e1048f71f298b056b1018e872"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:a06418fe1155e72e16dddc68bb3780ae44cebb2912fbd8bb6ff9161de56e1798"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b2eb034c94b0b96d5eddb290b7b5198460e2d5d0c421751713953a9c4e47d10"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8b08605d248b974eb02f40bdcd1a35d3924c83a2a5e8f5d0fa5af852c4d960af"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a0805911caedfe2736935250be5008b261f10a729a303f676d3d5fea6900c96a"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ab2299e3f92aa5417d5e16bb45bb4586171c1327568f638e8453c9f8d9e0f020"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8c8d7594e38cf98d8a7df25b440f684b510cf4627fe038c297a87496d10a174f"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8b9ec12ad5f0a4625db34db7e0005be2632c1013b253a4a60e8302ad4d462afd"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:1fcdee18fea97238ed17ab6478c66b2095e4ae7177e35fb71fbe561a27adf620"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-musllinux_1_2_i686.whl", hash = "sha256:933a7d5cd4b84f959aedeb84f2030f0a01d63ae6cf256629af3081cf3e3426e8"}, - {file = "rpds_py-0.9.2-pp38-pypy38_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:686ba516e02db6d6f8c279d1641f7067ebb5dc58b1d0536c4aaebb7bf01cdc5d"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:0173c0444bec0a3d7d848eaeca2d8bd32a1b43f3d3fde6617aac3731fa4be05f"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:d576c3ef8c7b2d560e301eb33891d1944d965a4d7a2eacb6332eee8a71827db6"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ed89861ee8c8c47d6beb742a602f912b1bb64f598b1e2f3d758948721d44d468"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1054a08e818f8e18910f1bee731583fe8f899b0a0a5044c6e680ceea34f93876"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:99e7c4bb27ff1aab90dcc3e9d37ee5af0231ed98d99cb6f5250de28889a3d502"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c545d9d14d47be716495076b659db179206e3fd997769bc01e2d550eeb685596"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9039a11bca3c41be5a58282ed81ae422fa680409022b996032a43badef2a3752"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:fb39aca7a64ad0c9490adfa719dbeeb87d13be137ca189d2564e596f8ba32c07"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:2d8b3b3a2ce0eaa00c5bbbb60b6713e94e7e0becab7b3db6c5c77f979e8ed1f1"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:99b1c16f732b3a9971406fbfe18468592c5a3529585a45a35adbc1389a529a03"}, - {file = "rpds_py-0.9.2-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:c27ee01a6c3223025f4badd533bea5e87c988cb0ba2811b690395dfe16088cfe"}, - {file = "rpds_py-0.9.2.tar.gz", hash = "sha256:8d70e8f14900f2657c249ea4def963bed86a29b81f81f5b76b5a9215680de945"}, + {file = "rpds_py-0.10.0-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:c1e0e9916301e3b3d970814b1439ca59487f0616d30f36a44cead66ee1748c31"}, + {file = "rpds_py-0.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8ce8caa29ebbdcde67e5fd652c811d34bc01f249dbc0d61e5cc4db05ae79a83b"}, + {file = "rpds_py-0.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ad277f74b1c164f7248afa968700e410651eb858d7c160d109fb451dc45a2f09"}, + {file = "rpds_py-0.10.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8e1c68303ccf7fceb50fbab79064a2636119fd9aca121f28453709283dbca727"}, + {file = "rpds_py-0.10.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:780fcb855be29153901c67fc9c5633d48aebef21b90aa72812fa181d731c6b00"}, + {file = "rpds_py-0.10.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:bbd7b24d108509a1b9b6679fcc1166a7dd031dbef1f3c2c73788f42e3ebb3beb"}, + {file = "rpds_py-0.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0700c2133ba203c4068aaecd6a59bda22e06a5e46255c9da23cbf68c6942215d"}, + {file = "rpds_py-0.10.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:576da63eae7809f375932bfcbca2cf20620a1915bf2fedce4b9cc8491eceefe3"}, + {file = "rpds_py-0.10.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:23750a9b8a329844ba1fe267ca456bb3184984da2880ed17ae641c5af8de3fef"}, + {file = "rpds_py-0.10.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:d08395595c42bcd82c3608762ce734504c6d025eef1c06f42326a6023a584186"}, + {file = "rpds_py-0.10.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:1d7b7b71bcb82d8713c7c2e9c5f061415598af5938666beded20d81fa23e7640"}, + {file = "rpds_py-0.10.0-cp310-none-win32.whl", hash = "sha256:97f5811df21703446b42303475b8b855ee07d6ab6cdf8565eff115540624f25d"}, + {file = "rpds_py-0.10.0-cp310-none-win_amd64.whl", hash = "sha256:cdbed8f21204398f47de39b0a9b180d7e571f02dfb18bf5f1b618e238454b685"}, + {file = "rpds_py-0.10.0-cp311-cp311-macosx_10_7_x86_64.whl", hash = "sha256:7a3a3d3e4f1e3cd2a67b93a0b6ed0f2499e33f47cc568e3a0023e405abdc0ff1"}, + {file = "rpds_py-0.10.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:fc72ae476732cdb7b2c1acb5af23b478b8a0d4b6fcf19b90dd150291e0d5b26b"}, + {file = "rpds_py-0.10.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c0583f69522732bdd79dca4cd3873e63a29acf4a299769c7541f2ca1e4dd4bc6"}, + {file = "rpds_py-0.10.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f8b9a7cd381970e64849070aca7c32d53ab7d96c66db6c2ef7aa23c6e803f514"}, + {file = "rpds_py-0.10.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0d292cabd7c8335bdd3237ded442480a249dbcdb4ddfac5218799364a01a0f5c"}, + {file = "rpds_py-0.10.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a6903cdca64f1e301af9be424798328c1fe3b4b14aede35f04510989fc72f012"}, + {file = "rpds_py-0.10.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bed57543c99249ab3a4586ddc8786529fbc33309e5e8a1351802a06ca2baf4c2"}, + {file = "rpds_py-0.10.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:15932ec5f224b0e35764dc156514533a4fca52dcfda0dfbe462a1a22b37efd59"}, + {file = "rpds_py-0.10.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:eb2d59bc196e6d3b1827c7db06c1a898bfa0787c0574af398e65ccf2e97c0fbe"}, + {file = "rpds_py-0.10.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:f99d74ddf9d3b6126b509e81865f89bd1283e3fc1b568b68cd7bd9dfa15583d7"}, + {file = "rpds_py-0.10.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f70bec8a14a692be6dbe7ce8aab303e88df891cbd4a39af091f90b6702e28055"}, + {file = "rpds_py-0.10.0-cp311-none-win32.whl", hash = "sha256:5f7487be65b9c2c510819e744e375bd41b929a97e5915c4852a82fbb085df62c"}, + {file = "rpds_py-0.10.0-cp311-none-win_amd64.whl", hash = "sha256:748e472345c3a82cfb462d0dff998a7bf43e621eed73374cb19f307e97e08a83"}, + {file = "rpds_py-0.10.0-cp312-cp312-macosx_10_7_x86_64.whl", hash = "sha256:d4639111e73997567343df6551da9dd90d66aece1b9fc26c786d328439488103"}, + {file = "rpds_py-0.10.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f4760e1b02173f4155203054f77a5dc0b4078de7645c922b208d28e7eb99f3e2"}, + {file = "rpds_py-0.10.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1a6420a36975e0073acaeee44ead260c1f6ea56812cfc6c31ec00c1c48197173"}, + {file = "rpds_py-0.10.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:58fc4d66ee349a23dbf08c7e964120dc9027059566e29cf0ce6205d590ed7eca"}, + {file = "rpds_py-0.10.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:063411228b852fb2ed7485cf91f8e7d30893e69b0acb207ec349db04cccc8225"}, + {file = "rpds_py-0.10.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:65af12f70355de29e1092f319f85a3467f4005e959ab65129cb697169ce94b86"}, + {file = "rpds_py-0.10.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:298e8b5d8087e0330aac211c85428c8761230ef46a1f2c516d6a2f67fb8803c5"}, + {file = "rpds_py-0.10.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5b9bf77008f2c55dabbd099fd3ac87009471d223a1c7ebea36873d39511b780a"}, + {file = "rpds_py-0.10.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c7853f27195598e550fe089f78f0732c66ee1d1f0eaae8ad081589a5a2f5d4af"}, + {file = "rpds_py-0.10.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:75dbfd41a61bc1fb0536bf7b1abf272dc115c53d4d77db770cd65d46d4520882"}, + {file = "rpds_py-0.10.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b25136212a3d064a8f0b9ebbb6c57094c5229e0de76d15c79b76feff26aeb7b8"}, + {file = "rpds_py-0.10.0-cp38-cp38-macosx_10_7_x86_64.whl", hash = "sha256:9affee8cb1ec453382c27eb9043378ab32f49cd4bc24a24275f5c39bf186c279"}, + {file = "rpds_py-0.10.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:4d55528ef13af4b4e074d067977b1f61408602f53ae4537dccf42ba665c2c7bd"}, + {file = "rpds_py-0.10.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7865df1fb564092bcf46dac61b5def25342faf6352e4bc0e61a286e3fa26a3d"}, + {file = "rpds_py-0.10.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3f5cc8c7bc99d2bbcd704cef165ca7d155cd6464c86cbda8339026a42d219397"}, + {file = "rpds_py-0.10.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cbae50d352e4717ffc22c566afc2d0da744380e87ed44a144508e3fb9114a3f4"}, + {file = "rpds_py-0.10.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fccbf0cd3411719e4c9426755df90bf3449d9fc5a89f077f4a7f1abd4f70c910"}, + {file = "rpds_py-0.10.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:78d10c431073dc6ebceed35ab22948a016cc2b5120963c13a41e38bdde4a7212"}, + {file = "rpds_py-0.10.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1b401e8b9aece651512e62c431181e6e83048a651698a727ea0eb0699e9f9b74"}, + {file = "rpds_py-0.10.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:7618a082c55cf038eede4a918c1001cc8a4411dfe508dc762659bcd48d8f4c6e"}, + {file = "rpds_py-0.10.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:b3226b246facae14909b465061ddcfa2dfeadb6a64f407f24300d42d69bcb1a1"}, + {file = "rpds_py-0.10.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:a8edd467551c1102dc0f5754ab55cd0703431cd3044edf8c8e7d9208d63fa453"}, + {file = "rpds_py-0.10.0-cp38-none-win32.whl", hash = "sha256:71333c22f7cf5f0480b59a0aef21f652cf9bbaa9679ad261b405b65a57511d1e"}, + {file = "rpds_py-0.10.0-cp38-none-win_amd64.whl", hash = "sha256:a8ab1adf04ae2d6d65835995218fd3f3eb644fe20655ca8ee233e2c7270ff53b"}, + {file = "rpds_py-0.10.0-cp39-cp39-macosx_10_7_x86_64.whl", hash = "sha256:87c93b25d538c433fb053da6228c6290117ba53ff6a537c133b0f2087948a582"}, + {file = "rpds_py-0.10.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:5e7996aed3f65667c6dcc8302a69368435a87c2364079a066750a2eac75ea01e"}, + {file = "rpds_py-0.10.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8856aa76839dc234d3469f1e270918ce6bec1d6a601eba928f45d68a15f04fc3"}, + {file = "rpds_py-0.10.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:00215f6a9058fbf84f9d47536902558eb61f180a6b2a0fa35338d06ceb9a2e5a"}, + {file = "rpds_py-0.10.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:23a059143c1393015c68936370cce11690f7294731904bdae47cc3e16d0b2474"}, + {file = "rpds_py-0.10.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3e5c26905aa651cc8c0ddc45e0e5dea2a1296f70bdc96af17aee9d0493280a17"}, + {file = "rpds_py-0.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c651847545422c8131660704c58606d841e228ed576c8f1666d98b3d318f89da"}, + {file = "rpds_py-0.10.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:80992eb20755701753e30a6952a96aa58f353d12a65ad3c9d48a8da5ec4690cf"}, + {file = "rpds_py-0.10.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:ffcf18ad3edf1c170e27e88b10282a2c449aa0358659592462448d71b2000cfc"}, + {file = "rpds_py-0.10.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:08e08ccf5b10badb7d0a5c84829b914c6e1e1f3a716fdb2bf294e2bd01562775"}, + {file = "rpds_py-0.10.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:7150b83b3e3ddaac81a8bb6a9b5f93117674a0e7a2b5a5b32ab31fdfea6df27f"}, + {file = "rpds_py-0.10.0-cp39-none-win32.whl", hash = "sha256:3455ecc46ea443b5f7d9c2f946ce4017745e017b0d0f8b99c92564eff97e97f5"}, + {file = "rpds_py-0.10.0-cp39-none-win_amd64.whl", hash = "sha256:afe6b5a04b2ab1aa89bad32ca47bf71358e7302a06fdfdad857389dca8fb5f04"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-macosx_10_7_x86_64.whl", hash = "sha256:b1cb078f54af0abd835ca76f93a3152565b73be0f056264da45117d0adf5e99c"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:8e7e2b3577e97fa43c2c2b12a16139b2cedbd0770235d5179c0412b4794efd9b"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ae46a50d235f1631d9ec4670503f7b30405103034830bc13df29fd947207f795"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f869e34d2326e417baee430ae998e91412cc8e7fdd83d979277a90a0e79a5b47"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3d544a614055b131111bed6edfa1cb0fb082a7265761bcb03321f2dd7b5c6c48"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ee9c2f6ca9774c2c24bbf7b23086264e6b5fa178201450535ec0859739e6f78d"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2da4a8c6d465fde36cea7d54bf47b5cf089073452f0e47c8632ecb9dec23c07"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:ac00c41dd315d147b129976204839ca9de699d83519ff1272afbe4fb9d362d12"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:0155c33af0676fc38e1107679be882077680ad1abb6303956b97259c3177e85e"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-musllinux_1_2_i686.whl", hash = "sha256:db6585b600b2e76e98131e0ac0e5195759082b51687ad0c94505970c90718f4a"}, + {file = "rpds_py-0.10.0-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:7b6975d3763d0952c111700c0634968419268e6bbc0b55fe71138987fa66f309"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:6388e4e95a26717b94a05ced084e19da4d92aca883f392dffcf8e48c8e221a24"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:18f87baa20e02e9277ad8960cd89b63c79c05caf106f4c959a9595c43f2a34a5"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:92f05fc7d832e970047662b3440b190d24ea04f8d3c760e33e7163b67308c878"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:291c9ce3929a75b45ce8ddde2aa7694fc8449f2bc8f5bd93adf021efaae2d10b"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:861d25ae0985a1dd5297fee35f476b60c6029e2e6e19847d5b4d0a43a390b696"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:668d2b45d62c68c7a370ac3dce108ffda482b0a0f50abd8b4c604a813a59e08f"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:344b89384c250ba6a4ce1786e04d01500e4dac0f4137ceebcaad12973c0ac0b3"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:885e023e73ce09b11b89ab91fc60f35d80878d2c19d6213a32b42ff36543c291"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:841128a22e6ac04070a0f84776d07e9c38c4dcce8e28792a95e45fc621605517"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-musllinux_1_2_i686.whl", hash = "sha256:899b5e7e2d5a8bc92aa533c2d4e55e5ebba095c485568a5e4bedbc163421259a"}, + {file = "rpds_py-0.10.0-pp38-pypy38_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:e7947d9a6264c727a556541b1630296bbd5d0a05068d21c38dde8e7a1c703ef0"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:4992266817169997854f81df7f6db7bdcda1609972d8ffd6919252f09ec3c0f6"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:26d9fd624649a10e4610fab2bc820e215a184d193e47d0be7fe53c1c8f67f370"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0028eb0967942d0d2891eae700ae1a27b7fd18604cfcb16a1ef486a790fee99e"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f9e7e493ded7042712a374471203dd43ae3fff5b81e3de1a0513fa241af9fd41"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2d68a8e8a3a816629283faf82358d8c93fe5bd974dd2704152394a3de4cec22a"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d6d5f061f6a2aa55790b9e64a23dfd87b6664ab56e24cd06c78eb43986cb260b"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c7c4266c1b61eb429e8aeb7d8ed6a3bfe6c890a1788b18dbec090c35c6b93fa"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:80772e3bda6787510d9620bc0c7572be404a922f8ccdfd436bf6c3778119464c"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:b98e75b21fc2ba5285aef8efaf34131d16af1c38df36bdca2f50634bea2d3060"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:d63787f289944cc4bde518ad2b5e70a4f0d6e2ce76324635359c74c113fd188f"}, + {file = "rpds_py-0.10.0-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:872f3dcaa8bf2245944861d7311179d2c0c9b2aaa7d3b464d99a7c2e401f01fa"}, + {file = "rpds_py-0.10.0.tar.gz", hash = "sha256:e36d7369363d2707d5f68950a64c4e025991eb0177db01ccb6aa6facae48b69f"}, ] [[package]] name = "scikit-learn" version = "1.3.0" description = "A set of python modules for machine learning and data mining" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -3263,30 +3399,37 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc ( [[package]] name = "scipy" -version = "1.11.1" +version = "1.11.2" description = "Fundamental algorithms for scientific computing in Python" +category = "main" optional = false python-versions = "<3.13,>=3.9" files = [ - {file = "scipy-1.11.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:aec8c62fbe52914f9cf28d846cf0401dd80ab80788bbab909434eb336ed07c04"}, - {file = "scipy-1.11.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:3b9963798df1d8a52db41a6fc0e6fa65b1c60e85d73da27ae8bb754de4792481"}, - {file = "scipy-1.11.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3e8eb42db36526b130dfbc417609498a6192381abc1975b91e3eb238e0b41c1a"}, - {file = "scipy-1.11.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:366a6a937110d80dca4f63b3f5b00cc89d36f678b2d124a01067b154e692bab1"}, - {file = "scipy-1.11.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:08d957ca82d3535b3b9ba6c8ff355d78fe975271874e2af267cb5add5bd78625"}, - {file = "scipy-1.11.1-cp310-cp310-win_amd64.whl", hash = "sha256:e866514bc2d660608447b6ba95c8900d591f2865c07cca0aa4f7ff3c4ca70f30"}, - {file = "scipy-1.11.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:ba94eeef3c9caa4cea7b402a35bb02a5714ee1ee77eb98aca1eed4543beb0f4c"}, - {file = "scipy-1.11.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:512fdc18c65f76dadaca139348e525646d440220d8d05f6d21965b8d4466bccd"}, - {file = "scipy-1.11.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cce154372f0ebe88556ed06d7b196e9c2e0c13080ecb58d0f35062dc7cc28b47"}, - {file = "scipy-1.11.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4bb943010203465ac81efa392e4645265077b4d9e99b66cf3ed33ae12254173"}, - {file = "scipy-1.11.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:249cfa465c379c9bb2c20123001e151ff5e29b351cbb7f9c91587260602c58d0"}, - {file = "scipy-1.11.1-cp311-cp311-win_amd64.whl", hash = "sha256:ffb28e3fa31b9c376d0fb1f74c1f13911c8c154a760312fbee87a21eb21efe31"}, - {file = "scipy-1.11.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:39154437654260a52871dfde852adf1b93b1d1bc5dc0ffa70068f16ec0be2624"}, - {file = "scipy-1.11.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:b588311875c58d1acd4ef17c983b9f1ab5391755a47c3d70b6bd503a45bfaf71"}, - {file = "scipy-1.11.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d51565560565a0307ed06fa0ec4c6f21ff094947d4844d6068ed04400c72d0c3"}, - {file = "scipy-1.11.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b41a0f322b4eb51b078cb3441e950ad661ede490c3aca66edef66f4b37ab1877"}, - {file = "scipy-1.11.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:396fae3f8c12ad14c5f3eb40499fd06a6fef8393a6baa352a652ecd51e74e029"}, - {file = "scipy-1.11.1-cp39-cp39-win_amd64.whl", hash = "sha256:be8c962a821957fdde8c4044efdab7a140c13294997a407eaee777acf63cbf0c"}, - {file = "scipy-1.11.1.tar.gz", hash = "sha256:fb5b492fa035334fd249f0973cc79ecad8b09c604b42a127a677b45a9a3d4289"}, + {file = "scipy-1.11.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2b997a5369e2d30c97995dcb29d638701f8000d04df01b8e947f206e5d0ac788"}, + {file = "scipy-1.11.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:95763fbda1206bec41157582bea482f50eb3702c85fffcf6d24394b071c0e87a"}, + {file = "scipy-1.11.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e367904a0fec76433bf3fbf3e85bf60dae8e9e585ffd21898ab1085a29a04d16"}, + {file = "scipy-1.11.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d690e1ca993c8f7ede6d22e5637541217fc6a4d3f78b3672a6fe454dbb7eb9a7"}, + {file = "scipy-1.11.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:d2b813bfbe8dec6a75164523de650bad41f4405d35b0fa24c2c28ae07fcefb20"}, + {file = "scipy-1.11.2-cp310-cp310-win_amd64.whl", hash = "sha256:afdb0d983f6135d50770dd979df50bf1c7f58b5b33e0eb8cf5c73c70600eae1d"}, + {file = "scipy-1.11.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8d9886f44ef8c9e776cb7527fb01455bf4f4a46c455c4682edc2c2cc8cd78562"}, + {file = "scipy-1.11.2-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:1342ca385c673208f32472830c10110a9dcd053cf0c4b7d4cd7026d0335a6c1d"}, + {file = "scipy-1.11.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b133f237bd8ba73bad51bc12eb4f2d84cbec999753bf25ba58235e9fc2096d80"}, + {file = "scipy-1.11.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3aeb87661de987f8ec56fa6950863994cd427209158255a389fc5aea51fa7055"}, + {file = "scipy-1.11.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:90d3b1364e751d8214e325c371f0ee0dd38419268bf4888b2ae1040a6b266b2a"}, + {file = "scipy-1.11.2-cp311-cp311-win_amd64.whl", hash = "sha256:f73102f769ee06041a3aa26b5841359b1a93cc364ce45609657751795e8f4a4a"}, + {file = "scipy-1.11.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:fa4909c6c20c3d91480533cddbc0e7c6d849e7d9ded692918c76ce5964997898"}, + {file = "scipy-1.11.2-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:ac74b1512d38718fb6a491c439aa7b3605b96b1ed3be6599c17d49d6c60fca18"}, + {file = "scipy-1.11.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8425fa963a32936c9773ee3ce44a765d8ff67eed5f4ac81dc1e4a819a238ee9"}, + {file = "scipy-1.11.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:542a757e2a6ec409e71df3d8fd20127afbbacb1c07990cb23c5870c13953d899"}, + {file = "scipy-1.11.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:ea932570b1c2a30edafca922345854ff2cd20d43cd9123b6dacfdecebfc1a80b"}, + {file = "scipy-1.11.2-cp312-cp312-win_amd64.whl", hash = "sha256:4447ad057d7597476f9862ecbd9285bbf13ba9d73ce25acfa4e4b11c6801b4c9"}, + {file = "scipy-1.11.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b0620240ef445b5ddde52460e6bc3483b7c9c750275369379e5f609a1050911c"}, + {file = "scipy-1.11.2-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:f28f1f6cfeb48339c192efc6275749b2a25a7e49c4d8369a28b6591da02fbc9a"}, + {file = "scipy-1.11.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:214cdf04bbae7a54784f8431f976704ed607c4bc69ba0d5d5d6a9df84374df76"}, + {file = "scipy-1.11.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10eb6af2f751aa3424762948e5352f707b0dece77288206f227864ddf675aca0"}, + {file = "scipy-1.11.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:0f3261f14b767b316d7137c66cc4f33a80ea05841b9c87ad83a726205b901423"}, + {file = "scipy-1.11.2-cp39-cp39-win_amd64.whl", hash = "sha256:2c91cf049ffb5575917f2a01da1da082fd24ed48120d08a6e7297dfcac771dcd"}, + {file = "scipy-1.11.2.tar.gz", hash = "sha256:b29318a5e39bd200ca4381d80b065cdf3076c7d7281c5e36569e99273867f61d"}, ] [package.dependencies] @@ -3299,24 +3442,26 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo [[package]] name = "setuptools" -version = "68.0.0" +version = "68.1.2" description = "Easily download, build, install, upgrade, and uninstall Python packages" +category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "setuptools-68.0.0-py3-none-any.whl", hash = "sha256:11e52c67415a381d10d6b462ced9cfb97066179f0e871399e006c4ab101fc85f"}, - {file = "setuptools-68.0.0.tar.gz", hash = "sha256:baf1fdb41c6da4cd2eae722e135500da913332ab3f2f5c7d33af9b492acb5235"}, + {file = "setuptools-68.1.2-py3-none-any.whl", hash = "sha256:3d8083eed2d13afc9426f227b24fd1659489ec107c0e86cec2ffdde5c92e790b"}, + {file = "setuptools-68.1.2.tar.gz", hash = "sha256:3d4dfa6d95f1b101d695a6160a7626e15583af71a5f52176efa5d39a054d475d"}, ] [package.extras] -docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"] -testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"] +docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5,<=7.1.2)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"] +testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"] testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"] [[package]] name = "six" version = "1.16.0" description = "Python 2 and 3 compatibility utilities" +category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" files = [ @@ -3328,6 +3473,7 @@ files = [ name = "smmap" version = "5.0.0" description = "A pure Python implementation of a sliding window memory map manager" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -3339,6 +3485,7 @@ files = [ name = "snowballstemmer" version = "2.2.0" description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms." +category = "dev" optional = false python-versions = "*" files = [ @@ -3350,6 +3497,7 @@ files = [ name = "soupsieve" version = "2.4.1" description = "A modern CSS selector implementation for Beautiful Soup." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3361,6 +3509,7 @@ files = [ name = "sphinx" version = "5.3.0" description = "Python documentation generator" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -3396,6 +3545,7 @@ test = ["cython", "html5lib", "pytest (>=4.6)", "typed_ast"] name = "sphinx-copybutton" version = "0.5.2" description = "Add a copy button to each of your code cells." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3414,6 +3564,7 @@ rtd = ["ipython", "myst-nb", "sphinx", "sphinx-book-theme", "sphinx-examples"] name = "sphinx-gallery" version = "0.11.1" description = "A Sphinx extension that builds an HTML version of any Python script and puts it into an examples gallery." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3428,6 +3579,7 @@ sphinx = ">=3" name = "sphinx-issues" version = "3.0.1" description = "A Sphinx extension for linking to your project's issue tracker" +category = "dev" optional = false python-versions = ">=3.6" files = [ @@ -3445,18 +3597,19 @@ tests = ["pytest (>=6.2.0)"] [[package]] name = "sphinx-rtd-theme" -version = "1.2.2" +version = "1.3.0" description = "Read the Docs theme for Sphinx" +category = "dev" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" files = [ - {file = "sphinx_rtd_theme-1.2.2-py2.py3-none-any.whl", hash = "sha256:6a7e7d8af34eb8fc57d52a09c6b6b9c46ff44aea5951bc831eeb9245378f3689"}, - {file = "sphinx_rtd_theme-1.2.2.tar.gz", hash = "sha256:01c5c5a72e2d025bd23d1f06c59a4831b06e6ce6c01fdd5ebfe9986c0a880fc7"}, + {file = "sphinx_rtd_theme-1.3.0-py2.py3-none-any.whl", hash = "sha256:46ddef89cc2416a81ecfbeaceab1881948c014b1b6e4450b815311a89fb977b0"}, + {file = "sphinx_rtd_theme-1.3.0.tar.gz", hash = "sha256:590b030c7abb9cf038ec053b95e5380b5c70d61591eb0b552063fbe7c41f0931"}, ] [package.dependencies] docutils = "<0.19" -sphinx = ">=1.6,<7" +sphinx = ">=1.6,<8" sphinxcontrib-jquery = ">=4,<5" [package.extras] @@ -3464,63 +3617,76 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"] [[package]] name = "sphinxcontrib-applehelp" -version = "1.0.4" +version = "1.0.7" description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books" +category = "dev" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "sphinxcontrib-applehelp-1.0.4.tar.gz", hash = "sha256:828f867945bbe39817c210a1abfd1bc4895c8b73fcaade56d45357a348a07d7e"}, - {file = "sphinxcontrib_applehelp-1.0.4-py3-none-any.whl", hash = "sha256:29d341f67fb0f6f586b23ad80e072c8e6ad0b48417db2bde114a4c9746feb228"}, + {file = "sphinxcontrib_applehelp-1.0.7-py3-none-any.whl", hash = "sha256:094c4d56209d1734e7d252f6e0b3ccc090bd52ee56807a5d9315b19c122ab15d"}, + {file = "sphinxcontrib_applehelp-1.0.7.tar.gz", hash = "sha256:39fdc8d762d33b01a7d8f026a3b7d71563ea3b72787d5f00ad8465bd9d6dfbfa"}, ] +[package.dependencies] +Sphinx = ">=5" + [package.extras] lint = ["docutils-stubs", "flake8", "mypy"] test = ["pytest"] [[package]] name = "sphinxcontrib-bibtex" -version = "2.5.0" +version = "2.6.1" description = "Sphinx extension for BibTeX style citations." +category = "dev" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" files = [ - {file = "sphinxcontrib-bibtex-2.5.0.tar.gz", hash = "sha256:71b42e5db0e2e284f243875326bf9936aa9a763282277d75048826fef5b00eaa"}, - {file = "sphinxcontrib_bibtex-2.5.0-py3-none-any.whl", hash = "sha256:748f726eaca6efff7731012103417ef130ecdcc09501b4d0c54283bf5f059f76"}, + {file = "sphinxcontrib-bibtex-2.6.1.tar.gz", hash = "sha256:046b49f070ae5276af34c1b8ddb9bc9562ef6de2f7a52d37a91cb8e53f54b863"}, + {file = "sphinxcontrib_bibtex-2.6.1-py3-none-any.whl", hash = "sha256:094c772098fe6b030cda8618c45722b2957cad0c04f328ba2b154aa08dfe720a"}, ] [package.dependencies] -docutils = ">=0.8" +docutils = ">=0.8,<0.18.0 || >=0.20.0" importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""} pybtex = ">=0.24" pybtex-docutils = ">=1.0.0" -Sphinx = ">=2.1" +Sphinx = ">=3.5" [[package]] name = "sphinxcontrib-devhelp" -version = "1.0.2" -description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document." +version = "1.0.5" +description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents" +category = "dev" optional = false -python-versions = ">=3.5" +python-versions = ">=3.9" files = [ - {file = "sphinxcontrib-devhelp-1.0.2.tar.gz", hash = "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"}, - {file = "sphinxcontrib_devhelp-1.0.2-py2.py3-none-any.whl", hash = "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e"}, + {file = "sphinxcontrib_devhelp-1.0.5-py3-none-any.whl", hash = "sha256:fe8009aed765188f08fcaadbb3ea0d90ce8ae2d76710b7e29ea7d047177dae2f"}, + {file = "sphinxcontrib_devhelp-1.0.5.tar.gz", hash = "sha256:63b41e0d38207ca40ebbeabcf4d8e51f76c03e78cd61abe118cf4435c73d4212"}, ] +[package.dependencies] +Sphinx = ">=5" + [package.extras] lint = ["docutils-stubs", "flake8", "mypy"] test = ["pytest"] [[package]] name = "sphinxcontrib-htmlhelp" -version = "2.0.1" +version = "2.0.4" description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files" +category = "dev" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "sphinxcontrib-htmlhelp-2.0.1.tar.gz", hash = "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff"}, - {file = "sphinxcontrib_htmlhelp-2.0.1-py3-none-any.whl", hash = "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"}, + {file = "sphinxcontrib_htmlhelp-2.0.4-py3-none-any.whl", hash = "sha256:8001661c077a73c29beaf4a79968d0726103c5605e27db92b9ebed8bab1359e9"}, + {file = "sphinxcontrib_htmlhelp-2.0.4.tar.gz", hash = "sha256:6c26a118a05b76000738429b724a0568dbde5b72391a688577da08f11891092a"}, ] +[package.dependencies] +Sphinx = ">=5" + [package.extras] lint = ["docutils-stubs", "flake8", "mypy"] test = ["html5lib", "pytest"] @@ -3529,6 +3695,7 @@ test = ["html5lib", "pytest"] name = "sphinxcontrib-jquery" version = "4.1" description = "Extension to include jQuery on newer Sphinx releases" +category = "dev" optional = false python-versions = ">=2.7" files = [ @@ -3543,6 +3710,7 @@ Sphinx = ">=1.8" name = "sphinxcontrib-jsmath" version = "1.0.1" description = "A sphinx extension which renders display math in HTML via JavaScript" +category = "dev" optional = false python-versions = ">=3.5" files = [ @@ -3555,30 +3723,38 @@ test = ["flake8", "mypy", "pytest"] [[package]] name = "sphinxcontrib-qthelp" -version = "1.0.3" -description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document." +version = "1.0.6" +description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents" +category = "dev" optional = false -python-versions = ">=3.5" +python-versions = ">=3.9" files = [ - {file = "sphinxcontrib-qthelp-1.0.3.tar.gz", hash = "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72"}, - {file = "sphinxcontrib_qthelp-1.0.3-py2.py3-none-any.whl", hash = "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"}, + {file = "sphinxcontrib_qthelp-1.0.6-py3-none-any.whl", hash = "sha256:bf76886ee7470b934e363da7a954ea2825650013d367728588732c7350f49ea4"}, + {file = "sphinxcontrib_qthelp-1.0.6.tar.gz", hash = "sha256:62b9d1a186ab7f5ee3356d906f648cacb7a6bdb94d201ee7adf26db55092982d"}, ] +[package.dependencies] +Sphinx = ">=5" + [package.extras] lint = ["docutils-stubs", "flake8", "mypy"] test = ["pytest"] [[package]] name = "sphinxcontrib-serializinghtml" -version = "1.1.5" -description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)." +version = "1.1.9" +description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)" +category = "dev" optional = false -python-versions = ">=3.5" +python-versions = ">=3.9" files = [ - {file = "sphinxcontrib-serializinghtml-1.1.5.tar.gz", hash = "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"}, - {file = "sphinxcontrib_serializinghtml-1.1.5-py2.py3-none-any.whl", hash = "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd"}, + {file = "sphinxcontrib_serializinghtml-1.1.9-py3-none-any.whl", hash = "sha256:9b36e503703ff04f20e9675771df105e58aa029cfcbc23b8ed716019b7416ae1"}, + {file = "sphinxcontrib_serializinghtml-1.1.9.tar.gz", hash = "sha256:0c64ff898339e1fac29abd2bf5f11078f3ec413cfe9c046d3120d7ca65530b54"}, ] +[package.dependencies] +Sphinx = ">=5" + [package.extras] lint = ["docutils-stubs", "flake8", "mypy"] test = ["pytest"] @@ -3587,6 +3763,7 @@ test = ["pytest"] name = "statsmodels" version = "0.14.0" description = "Statistical computations and models for Python" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -3632,6 +3809,7 @@ docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "n name = "stevedore" version = "5.1.0" description = "Manage dynamic plugins for Python applications" +category = "dev" optional = false python-versions = ">=3.8" files = [ @@ -3646,6 +3824,7 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0" name = "sympy" version = "1.12" description = "Computer algebra system (CAS) in Python" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -3660,6 +3839,7 @@ mpmath = ">=0.19" name = "tabulate" version = "0.9.0" description = "Pretty-print tabular data" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3674,6 +3854,7 @@ widechars = ["wcwidth"] name = "termcolor" version = "2.3.0" description = "ANSI color formatting for output in terminal" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3688,6 +3869,7 @@ tests = ["pytest", "pytest-cov"] name = "threadpoolctl" version = "3.2.0" description = "threadpoolctl" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -3699,6 +3881,7 @@ files = [ name = "tinycss2" version = "1.2.1" description = "A tiny CSS parser" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3715,19 +3898,21 @@ test = ["flake8", "isort", "pytest"] [[package]] name = "tokenize-rt" -version = "5.1.0" +version = "5.2.0" description = "A wrapper around the stdlib `tokenize` which roundtrips." +category = "dev" optional = false python-versions = ">=3.8" files = [ - {file = "tokenize_rt-5.1.0-py2.py3-none-any.whl", hash = "sha256:9b7bb843e77dd6ed0be5564bfaaba200083911e0497841cd3e9235a6a9794d74"}, - {file = "tokenize_rt-5.1.0.tar.gz", hash = "sha256:08f0c2daa94c4052e53c2fcaa8e32585e6ae9bdfc800974092d031401694e002"}, + {file = "tokenize_rt-5.2.0-py2.py3-none-any.whl", hash = "sha256:b79d41a65cfec71285433511b50271b05da3584a1da144a0752e9c621a285289"}, + {file = "tokenize_rt-5.2.0.tar.gz", hash = "sha256:9fe80f8a5c1edad2d3ede0f37481cc0cc1538a2f442c9c2f9e4feacd2792d054"}, ] [[package]] name = "toml" version = "0.10.2" description = "Python Library for Tom's Obvious, Minimal Language" +category = "dev" optional = false python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" files = [ @@ -3739,6 +3924,7 @@ files = [ name = "tomli" version = "2.0.1" description = "A lil' TOML parser" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3750,6 +3936,7 @@ files = [ name = "torch" version = "2.0.1" description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration" +category = "main" optional = false python-versions = ">=3.8.0" files = [ @@ -3787,40 +3974,42 @@ opt-einsum = ["opt-einsum (>=3.3)"] [[package]] name = "tornado" -version = "6.3.2" +version = "6.3.3" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." +category = "dev" optional = false python-versions = ">= 3.8" files = [ - {file = "tornado-6.3.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:c367ab6c0393d71171123ca5515c61ff62fe09024fa6bf299cd1339dc9456829"}, - {file = "tornado-6.3.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:b46a6ab20f5c7c1cb949c72c1994a4585d2eaa0be4853f50a03b5031e964fc7c"}, - {file = "tornado-6.3.2-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c2de14066c4a38b4ecbbcd55c5cc4b5340eb04f1c5e81da7451ef555859c833f"}, - {file = "tornado-6.3.2-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:05615096845cf50a895026f749195bf0b10b8909f9be672f50b0fe69cba368e4"}, - {file = "tornado-6.3.2-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5b17b1cf5f8354efa3d37c6e28fdfd9c1c1e5122f2cb56dac121ac61baa47cbe"}, - {file = "tornado-6.3.2-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:29e71c847a35f6e10ca3b5c2990a52ce38b233019d8e858b755ea6ce4dcdd19d"}, - {file = "tornado-6.3.2-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:834ae7540ad3a83199a8da8f9f2d383e3c3d5130a328889e4cc991acc81e87a0"}, - {file = "tornado-6.3.2-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:6a0848f1aea0d196a7c4f6772197cbe2abc4266f836b0aac76947872cd29b411"}, - {file = "tornado-6.3.2-cp38-abi3-win32.whl", hash = "sha256:7efcbcc30b7c654eb6a8c9c9da787a851c18f8ccd4a5a3a95b05c7accfa068d2"}, - {file = "tornado-6.3.2-cp38-abi3-win_amd64.whl", hash = "sha256:0c325e66c8123c606eea33084976c832aa4e766b7dff8aedd7587ea44a604cdf"}, - {file = "tornado-6.3.2.tar.gz", hash = "sha256:4b927c4f19b71e627b13f3db2324e4ae660527143f9e1f2e2fb404f3a187e2ba"}, + {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:502fba735c84450974fec147340016ad928d29f1e91f49be168c0a4c18181e1d"}, + {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:805d507b1f588320c26f7f097108eb4023bbaa984d63176d1652e184ba24270a"}, + {file = "tornado-6.3.3-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bd19ca6c16882e4d37368e0152f99c099bad93e0950ce55e71daed74045908f"}, + {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ac51f42808cca9b3613f51ffe2a965c8525cb1b00b7b2d56828b8045354f76a"}, + {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71a8db65160a3c55d61839b7302a9a400074c9c753040455494e2af74e2501f2"}, + {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ceb917a50cd35882b57600709dd5421a418c29ddc852da8bcdab1f0db33406b0"}, + {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:7d01abc57ea0dbb51ddfed477dfe22719d376119844e33c661d873bf9c0e4a16"}, + {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:9dc4444c0defcd3929d5c1eb5706cbe1b116e762ff3e0deca8b715d14bf6ec17"}, + {file = "tornado-6.3.3-cp38-abi3-win32.whl", hash = "sha256:65ceca9500383fbdf33a98c0087cb975b2ef3bfb874cb35b8de8740cf7f41bd3"}, + {file = "tornado-6.3.3-cp38-abi3-win_amd64.whl", hash = "sha256:22d3c2fa10b5793da13c807e6fc38ff49a4f6e1e3868b0a6f4164768bb8e20f5"}, + {file = "tornado-6.3.3.tar.gz", hash = "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"}, ] [[package]] name = "tqdm" -version = "4.65.0" +version = "4.66.1" description = "Fast, Extensible Progress Meter" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "tqdm-4.65.0-py3-none-any.whl", hash = "sha256:c4f53a17fe37e132815abceec022631be8ffe1b9381c2e6e30aa70edc99e9671"}, - {file = "tqdm-4.65.0.tar.gz", hash = "sha256:1871fb68a86b8fb3b59ca4cdd3dcccbc7e6d613eeed31f4c332531977b89beb5"}, + {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"}, + {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"}, ] [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} [package.extras] -dev = ["py-make (>=0.1.0)", "twine", "wheel"] +dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"] notebook = ["ipywidgets (>=6)"] slack = ["slack-sdk"] telegram = ["requests"] @@ -3829,6 +4018,7 @@ telegram = ["requests"] name = "traitlets" version = "5.9.0" description = "Traitlets Python configuration system" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3844,6 +4034,7 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"] name = "typing-extensions" version = "4.7.1" description = "Backported and Experimental Type Hints for Python 3.7+" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -3855,6 +4046,7 @@ files = [ name = "urllib3" version = "2.0.4" description = "HTTP library with thread-safe connection pooling, file post, and more." +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3870,13 +4062,14 @@ zstd = ["zstandard (>=0.18.0)"] [[package]] name = "virtualenv" -version = "20.24.2" +version = "20.24.4" description = "Virtual Python Environment builder" +category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "virtualenv-20.24.2-py3-none-any.whl", hash = "sha256:43a3052be36080548bdee0b42919c88072037d50d56c28bd3f853cbe92b953ff"}, - {file = "virtualenv-20.24.2.tar.gz", hash = "sha256:fd8a78f46f6b99a67b7ec5cf73f92357891a7b3a40fd97637c27f854aae3b9e0"}, + {file = "virtualenv-20.24.4-py3-none-any.whl", hash = "sha256:29c70bb9b88510f6414ac3e55c8b413a1f96239b6b789ca123437d5e892190cb"}, + {file = "virtualenv-20.24.4.tar.gz", hash = "sha256:772b05bfda7ed3b8ecd16021ca9716273ad9f4467c801f27e83ac73430246dca"}, ] [package.dependencies] @@ -3885,13 +4078,14 @@ filelock = ">=3.12.2,<4" platformdirs = ">=3.9.1,<4" [package.extras] -docs = ["furo (>=2023.5.20)", "proselint (>=0.13)", "sphinx (>=7.0.1)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] +docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"] [[package]] name = "watchdog" version = "3.0.0" description = "Filesystem events monitoring" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3931,6 +4125,7 @@ watchmedo = ["PyYAML (>=3.10)"] name = "wcwidth" version = "0.2.6" description = "Measures the displayed width of unicode strings in a terminal" +category = "dev" optional = false python-versions = "*" files = [ @@ -3942,6 +4137,7 @@ files = [ name = "webencodings" version = "0.5.1" description = "Character encoding aliases for legacy web content" +category = "dev" optional = false python-versions = "*" files = [ @@ -3953,6 +4149,7 @@ files = [ name = "widgetsnbextension" version = "4.0.8" description = "Jupyter interactive widgets for Jupyter Notebook" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -3962,22 +4159,24 @@ files = [ [[package]] name = "yaspin" -version = "2.3.0" +version = "2.5.0" description = "Yet Another Terminal Spinner" +category = "dev" optional = false -python-versions = ">=3.7.2,<4.0.0" +python-versions = ">=3.8.1,<4.0.0" files = [ - {file = "yaspin-2.3.0-py3-none-any.whl", hash = "sha256:17b5548479b3d5b30adec7a87ffcdcddb403d14a2bb86fbcee97f37951e13427"}, - {file = "yaspin-2.3.0.tar.gz", hash = "sha256:547afd1a9700ac3a29a9f5591c70343bef186ed5dfb5e545a9bb0c77e561a1c9"}, + {file = "yaspin-2.5.0-py3-none-any.whl", hash = "sha256:58aaa19330b9eacf86241043342b4040ded75f170240276d963c570263cd8f53"}, + {file = "yaspin-2.5.0.tar.gz", hash = "sha256:f96ab3b5c42e1eaa6af3193508082309d9dc43f6963339f9aa606003ee8d7e63"}, ] [package.dependencies] -termcolor = ">=2.2,<3.0" +termcolor = ">=2.3,<3.0" [[package]] name = "zipp" version = "3.16.2" description = "Backport of pathlib-compatible object wrapper for zip files" +category = "main" optional = false python-versions = ">=3.8" files = [ @@ -3996,4 +4195,4 @@ viz = ["pygraphviz"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "01f55f382d992d1d0552c5e7a836162afdaca6524c63f52da30744ad0df33cb0" +content-hash = "4dffab192a642d4756a500184d62a8e1a2ad2b6707c2bb9a34d2163e1fc53ff7" diff --git a/pyproject.toml b/pyproject.toml index 5e0e110d..3ef60188 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -49,6 +49,7 @@ importlib-resources = { version = "*", python = "<3.10" } pywhy-graphs = { git = "https://github.com/py-why/pywhy-graphs.git", branch = 'main', optional = true } pygraphviz = { version = "^1.11", optional = true } pygam = "^0.9.0" +torch = "^2.0.1" [tool.poetry.group.style] optional = true diff --git a/tests/unit_tests/continuous/test_grandag.py b/tests/unit_tests/continuous/test_grandag.py new file mode 100644 index 00000000..1dc35e44 --- /dev/null +++ b/tests/unit_tests/continuous/test_grandag.py @@ -0,0 +1,145 @@ +import string +import warnings + +import networkx as nx +import numpy as np +import pytest +import torch +from dowhy.gcm.util.general import set_random_seed + +from dodiscover import make_context +from dodiscover.continuous.grandag import GranDAG +from dodiscover.toporder.utils import dummy_groundtruth, dummy_sample + +seed = 42 # Fix the random seed +num_train_iter = 1000 # Number of training iterations for unit tests + + +def fix_seeds(seed: int) -> None: + set_random_seed(seed) + torch.manual_seed(seed) + + +@pytest.mark.filterwarnings("ignore:h not converged") +def test_given_include_edges_then_raise_limited_support_warning(): + warning_message = ( + "Prior knowledge is only partially supported for this algorithm. Included edges may be " + "removed during fitting (but not during final pruning step)!" + ) + X = dummy_sample(seed=seed) + G = dummy_groundtruth() + model = GranDAG(num_train_iter=num_train_iter) + context = make_context().variables(observed=X.columns).build() + + # Randomly pick one edge to include from the ones returned after fitting + edges_idxs = np.where(nx.to_numpy_array(G)) + include_idx = np.random.randint(len(edges_idxs[0])) + included_edges = nx.empty_graph(len(X.columns), create_using=nx.DiGraph) + included_edges.add_edge(edges_idxs[0][include_idx], edges_idxs[1][include_idx]) + context = ( + make_context(context).edges(include=included_edges).build() + ) # Update context with included edge + + with warnings.catch_warnings(record=True) as ws: + model.fit(X, context) # fit with context included edges + assert ws and warning_message in [str(w.message) for w in ws] + + +@pytest.mark.filterwarnings("ignore:h not converged") +def test_given_include_edges_when_pns_then_returns_dag_with_included_edges(): + has_edges = False + while not has_edges: + X = dummy_sample(seed=seed) + model = GranDAG(num_train_iter=num_train_iter, pns=False) # Run without pns + context = make_context().variables(observed=X.columns).build() + model.fit(X, context) # fit with context + + # Randomly pick one edge to include from the ones returned after fitting + edges_idxs = np.where(nx.to_numpy_array(model.graph_)) + has_edges = not len(edges_idxs[0]) == 0 + include_idx = np.random.randint(len(edges_idxs[0])) + included_edges = nx.empty_graph(len(X.columns), create_using=nx.DiGraph) + included_edges.add_edge(edges_idxs[0][include_idx], edges_idxs[1][include_idx]) + model.context = ( + make_context(context).edges(include=included_edges).build() + ) # Update context with included edge + + # Run pns with context with included edges + adj = model.model.adjacency.detach().cpu().numpy() + adj = model._prune(torch.tensor(X.to_numpy()), adj) + model.graph_ = model._postprocess_output(nx.from_numpy_array(adj, create_using=nx.DiGraph)) + + for edge in context.included_edges.edges(): + assert edge in model.graph_.edges() + + +@pytest.mark.filterwarnings("ignore:h not converged") +def test_given_exclude_edges_when_fitting_then_returns_dag_with_excluded_edges(): + X = dummy_sample(seed=seed) + G = dummy_groundtruth() + model = GranDAG(num_train_iter=num_train_iter) + context = make_context().variables(observed=X.columns).build() + + # Randomly pick edge(s) to exclude + no_edges_idxs = np.where(nx.to_numpy_array(G) == 0) + exclude_idx = np.random.randint(len(no_edges_idxs[0])) + + excluded_edges = nx.empty_graph(len(X.columns), create_using=nx.DiGraph) + excluded_edges.add_edge(no_edges_idxs[0][exclude_idx], no_edges_idxs[1][exclude_idx]) + + context = make_context(context).edges(exclude=excluded_edges).build() + model.fit(X, context) # fit with context excluded edges + + for edge in context.excluded_edges.edges(): + assert edge not in model.graph_.edges() + + +@pytest.mark.filterwarnings("ignore:h not converged") +def test_given_dataset_and_dataset_with_permuted_column_when_fitting_then_return_equal_outputs(): + X = dummy_sample(seed=seed) + model = GranDAG(num_train_iter=num_train_iter) + context = make_context().variables(observed=X.columns).build() + + # permute sample columns + permutation = [1, 3, 0, 2] + permuted_sample = X[permutation] # permute pd.DataFrame columns + + # Run inference on original and permuted data + fix_seeds(seed=seed) + model.fit(permuted_sample, context) + A_permuted = nx.to_numpy_array(model.graph_) + fix_seeds(seed=seed) + model.fit(X, context) + A = nx.to_numpy_array(model.graph_) + + # Match variables order + back_permutation = [2, 0, 3, 1] + A_permuted = A_permuted[:, back_permutation] + A_permuted = A_permuted[back_permutation, :] + + assert np.allclose(A_permuted, A) + + +@pytest.mark.filterwarnings("ignore:h not converged") +def test_given_custom_nodes_labels_when_fitting_then_input_output_labels_are_consistent(): + X = dummy_sample(seed=seed) + model = GranDAG(num_train_iter=num_train_iter) + + # Inference with default labels + context_builder = make_context() + context = context_builder.variables(observed=X.columns).build() + fix_seeds(seed=seed) + model.fit(X, context) + A_default = nx.to_numpy_array(model.graph_) + + # Inference with custom labels + labels = list(string.ascii_lowercase)[: len(X.columns)] + X.columns = labels + context_builder = make_context() + context = context_builder.variables(observed=X.columns).build() + fix_seeds(seed=seed) + model.fit(X, context) + A_custom = nx.to_numpy_array(model.graph_) + + assert list(model.graph_.nodes()) == labels # check nodes have custom labels + assert np.allclose(A_custom, A_default) # check output not affected by relabeling