From 89837268a5de747dd3d9b696cf9d29374d94e5a2 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Sun, 14 Dec 2025 23:23:46 +0000 Subject: [PATCH 01/10] next, try cuRF after pca --- src/mintflow/evaluation/mcp_predictability.py | 114 +++++++++++++++--- 1 file changed, 99 insertions(+), 15 deletions(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index d8de595..9f4e5f1 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -8,6 +8,7 @@ import os, sys import numpy as np import pandas as pd +import pickle import torch import scanpy as sc from scipy import sparse @@ -15,9 +16,20 @@ import torch_geometric as pyg from torch_geometric.utils.convert import from_scipy_sparse_matrix import pickle +import cupy as cp +from cuml.ensemble import RandomForestRegressor as cuRF + + from tqdm.autonotebook import tqdm -from sklearn.linear_model import LinearRegression + +# from sklearn.linear_model import LinearRegression +from cuml.linear_model import LinearRegression +from cuml.pipeline import Pipeline +from cuml.preprocessing import StandardScaler +from cuml.linear_model import Ridge + + import time from dataclasses import dataclass @@ -239,6 +251,10 @@ def func_get_map_geneidx_to_R2( # for nodeindex in range(adata.shape[0]) # } + # at this point `dict_nodeindex_to_listX[nodeindex]` is a list of lenght ~ num_NNs and of shape [1 x num_genes] + # So the output of `sparse.hstack` below, specially after the final slicing is `[1 x num_genes*num_NNs]` + # For each node, `dict_nodeindex_to_listX[nodeindex]` contains the input to the regression model to compute the R^2 score. + for nodeindex in tqdm(range(adata.shape[0]), desc='Precomputing regression input'): dict_nodeindex_to_listX[nodeindex] = sparse.hstack( dict_nodeindex_to_listX[nodeindex] @@ -247,7 +263,18 @@ def func_get_map_geneidx_to_R2( # loop over genes and compute R2 scores list_r2score = [] - for idx_gene in tqdm(range(adata.shape[1])): + precomputed_all_X = sparse.vstack( + [dict_nodeindex_to_listX[n] for n in range(adata.shape[0])] + ).toarray() # [N x num_genes*num_NNs] + + gc.collect() + gc.collect() + gc.collect() + gc.collect() + gc.collect() + + max_r2socre_sofar = -np.inf + for idx_gene in tqdm(range(adata.shape[1]), desc='Going through different genes'): t_begin = time.time() # deterimine if calculation has to be done. @@ -261,16 +288,14 @@ def func_get_map_geneidx_to_R2( continue # create all_X and all_Y - all_X = sparse.vstack( - [dict_nodeindex_to_listX[n] for n in range(adata.shape[0])] - ).toarray() # [N x num_genes*num_NNs] + all_X = precomputed_all_X + 0.0 # [N x num_genes*num_NNs] if flag_drop_the_targetgene_from_input: list_idx_keep = [u for u in set(range(all_X.shape[1])) if u%adata.shape[1] != idx_gene] # print("len(list_idx_keep) = {}".format(len(list_idx_keep))) all_X = all_X[:, list_idx_keep] - all_Y = adata.X[:, idx_gene].toarray() # np.array([float(adata.X[n, idx_gene]) for n in range(adata.X.shape[0])]) + all_Y = adata.X[:, idx_gene].toarray() + 0.0 # np.array([float(adata.X[n, idx_gene]) for n in range(adata.X.shape[0])]) # split X and Y to train/test randperm_N = np.random.permutation(adata.shape[0]) @@ -280,16 +305,75 @@ def func_get_map_geneidx_to_R2( # print("all_X.shape = {}".format(all_X.shape)) - reg = LinearRegression() - reg.fit( - all_X[list_idx_train, :], - all_Y[list_idx_train] - ) - r2_score = reg.score( - all_X[list_idx_test, :], - all_Y[list_idx_test] + # reg = Pipeline([ + # ('scaler', StandardScaler()), + # ('regressor', LinearRegression(algorithm='eig', fit_intercept=True)) + # ]) + + # reg = LinearRegression(algorithm='eig', fit_intercept=True) + # reg = Ridge(alpha=1.0) + reg = cuRF( + n_estimators=100, + max_depth=10, + random_state=42 ) + + print(" >>>>>> reached here") + + if True: #try: + + # get X and Y + X = all_X[list_idx_train, :] + Y = all_Y[list_idx_train] + + # fit and transform scalars X and Y + scaler_x = StandardScaler() + # scaler_y = StandardScaler() + + scaler_x.fit(cp.asarray(X)) + # scaler_y.fit(cp.asarray(Y)) + + X_tfmed = scaler_x.transform(cp.asarray(X)) + Y_tfmed = cp.asarray(Y) # scaler_y.transform(cp.asarray(Y)) + assert isinstance(X_tfmed, cp.ndarray) + assert isinstance(X_tfmed, cp.ndarray) + + reg.fit( + X_tfmed, + Y_tfmed + ) + + X_test = scaler_x.transform( + cp.asarray(all_X[list_idx_test, :]) + ) + Y_test = cp.asarray(all_Y[list_idx_test]) + assert isinstance(X_test, cp.ndarray) + assert isinstance(Y_test, cp.ndarray) + + r2_score = reg.score( + X_test, + Y_test + ) + + + max_r2socre_sofar = max(max_r2socre_sofar, r2_score) + + + print("Fit and got the score succesfully for a gene at least :D = {} \n {}".format( + r2_score, + reg.score(X_tfmed, Y_tfmed) + )) + + print(">>>>>>>> max so far = {}".format(max_r2socre_sofar)) + + # except: + + # r2_score = None + # print(" >>> .fit failed") + + + if path_incremental_dump is None: list_r2score.append(r2_score) else: @@ -306,7 +390,7 @@ def func_get_map_geneidx_to_R2( f ) - del all_X + del all_X, all_Y gc.collect() gc.collect() gc.collect() From 0404e072e0ac529a20fe92a6a233ec80e852e2f7 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Sun, 14 Dec 2025 23:31:59 +0000 Subject: [PATCH 02/10] next, cuRF fixed train/test split --- src/mintflow/evaluation/mcp_predictability.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index 9f4e5f1..b734bca 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -18,6 +18,7 @@ import pickle import cupy as cp from cuml.ensemble import RandomForestRegressor as cuRF +from cuml.decomposition import PCA @@ -328,8 +329,12 @@ def func_get_map_geneidx_to_R2( Y = all_Y[list_idx_train] # fit and transform scalars X and Y - scaler_x = StandardScaler() + # scaler_x = StandardScaler() # scaler_y = StandardScaler() + scaler_x = Pipeline([ + ('pca', PCA(n_components=100)), + ('scaler', StandardScaler()) + ]) scaler_x.fit(cp.asarray(X)) # scaler_y.fit(cp.asarray(Y)) From 314995a8d36ac3b95ddcfb631bb70de4f7784fb3 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 15 Dec 2025 10:59:24 +0000 Subject: [PATCH 03/10] update --- src/mintflow/evaluation/mcp_predictability.py | 107 +++++++++++++----- 1 file changed, 81 insertions(+), 26 deletions(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index b734bca..deafd0b 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -195,6 +195,67 @@ def score_Xmic_Xint( return df_toret +class SplitDimPCA: + def __init__(self, n_components:int, num_NNs:int): + # grab args + self.num_NNs = num_NNs + + # create as many pca's as `num_NNs` + self.list_pca = [ + PCA(n_components=n_components) for _ in range(num_NNs) + ] + + def fit(self, X:cp.ndarray, y=None): + assert isinstance(X, cp.ndarray) + assert y is None + assert X.shape[1] % self.num_NNs == 0 + + Gmin1 = X.shape[1] // self.num_NNs # i.e. number of genes minus one + + for idx_pca in range(self.num_NNs): + self.list_pca[idx_pca].fit( + X[:, idx_pca*Gmin1 : (idx_pca+1)*Gmin1] + ) + + def fit_transform(self, X:cp.ndarray, y=None): + assert isinstance(X, cp.ndarray) + assert y is None + assert X.shape[1] % self.num_NNs == 0 + + self.fit(X) + + Gmin1 = X.shape[1] // self.num_NNs # i.e. number of genes minus one + + list_toret = [] + for idx_pca in range(self.num_NNs): + list_toret.append( + self.list_pca[idx_pca].transform( + X[:, idx_pca*Gmin1 : (idx_pca+1)*Gmin1] + ) + ) + + + return cp.concatenate(list_toret, 1) + + + def transform(self, X:cp.ndarray, y=None): + assert isinstance(X, cp.ndarray) + assert y is None + assert X.shape[1] % self.num_NNs == 0 + + Gmin1 = X.shape[1] // self.num_NNs # i.e. number of genes minus one + + list_toret = [] + for idx_pca in range(self.num_NNs): + list_toret.append( + self.list_pca[idx_pca].transform( + X[:, idx_pca*Gmin1 : (idx_pca+1)*Gmin1] + ) + ) + + return cp.concatenate(list_toret, 1) + + @@ -204,8 +265,10 @@ def func_get_map_geneidx_to_R2( obskey_spatial_x, obskey_spatial_y, kwargs_compute_graph, + num_PCA_components, flag_drop_the_targetgene_from_input:bool, - perc_trainsplit:int=50, + perc_trainsplit:int, + flag_verbose:bool=False, path_incremental_dump=None ): """ @@ -304,7 +367,6 @@ def func_get_map_geneidx_to_R2( list_idx_train = randperm_N[0:N_train] list_idx_test = randperm_N[N_train:] - # print("all_X.shape = {}".format(all_X.shape)) # reg = Pipeline([ # ('scaler', StandardScaler()), @@ -318,37 +380,30 @@ def func_get_map_geneidx_to_R2( max_depth=10, random_state=42 ) + - - print(" >>>>>> reached here") - - if True: #try: + try: # get X and Y X = all_X[list_idx_train, :] Y = all_Y[list_idx_train] # fit and transform scalars X and Y - # scaler_x = StandardScaler() - # scaler_y = StandardScaler() scaler_x = Pipeline([ - ('pca', PCA(n_components=100)), + ('pca', SplitDimPCA(n_components=num_PCA_components, num_NNs=kwargs_compute_graph['n_neighs'])), ('scaler', StandardScaler()) ]) - scaler_x.fit(cp.asarray(X)) - # scaler_y.fit(cp.asarray(Y)) - X_tfmed = scaler_x.transform(cp.asarray(X)) - Y_tfmed = cp.asarray(Y) # scaler_y.transform(cp.asarray(Y)) + Y_tfmed = cp.asarray(Y) assert isinstance(X_tfmed, cp.ndarray) assert isinstance(X_tfmed, cp.ndarray) + # fit to train and transform test reg.fit( X_tfmed, Y_tfmed ) - X_test = scaler_x.transform( cp.asarray(all_X[list_idx_test, :]) ) @@ -363,19 +418,20 @@ def func_get_map_geneidx_to_R2( max_r2socre_sofar = max(max_r2socre_sofar, r2_score) - - - print("Fit and got the score succesfully for a gene at least :D = {} \n {}".format( - r2_score, - reg.score(X_tfmed, Y_tfmed) - )) - - print(">>>>>>>> max so far = {}".format(max_r2socre_sofar)) - # except: + if flag_verbose: + print("Fit and got the score succesfully, scores on training and testing: {} \n {}".format( + r2_score, + reg.score(X_tfmed, Y_tfmed) + )) - # r2_score = None - # print(" >>> .fit failed") + print(">>>>>>>> max so far = {}\n\n".format(max_r2socre_sofar)) + + except: + r2_score = None + + if flag_verbose: + print(" >>> .fit failed") @@ -402,4 +458,3 @@ def func_get_map_geneidx_to_R2( gc.collect() return list_r2score if (path_incremental_dump is not None) else None - From 191afd689b521102cf288d6f41ea79ab2b37fd35 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 15 Dec 2025 13:47:48 +0000 Subject: [PATCH 04/10] update --- src/mintflow/evaluation/mcp_predictability.py | 60 +++++++++++++------ 1 file changed, 43 insertions(+), 17 deletions(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index deafd0b..5cbb16c 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -268,6 +268,7 @@ def func_get_map_geneidx_to_R2( num_PCA_components, flag_drop_the_targetgene_from_input:bool, perc_trainsplit:int, + perc_testsplit:int, flag_verbose:bool=False, path_incremental_dump=None ): @@ -329,7 +330,7 @@ def func_get_map_geneidx_to_R2( list_r2score = [] precomputed_all_X = sparse.vstack( [dict_nodeindex_to_listX[n] for n in range(adata.shape[0])] - ).toarray() # [N x num_genes*num_NNs] + ) # [N x num_genes*num_NNs] gc.collect() gc.collect() @@ -364,8 +365,15 @@ def func_get_map_geneidx_to_R2( # split X and Y to train/test randperm_N = np.random.permutation(adata.shape[0]) N_train = int((perc_trainsplit/100.0) * adata.shape[0]) + N_test = int((perc_testsplit/100.0) * adata.shape[0]) list_idx_train = randperm_N[0:N_train] - list_idx_test = randperm_N[N_train:] + list_idx_test = randperm_N[N_train:N_train+N_test] + + if flag_verbose: + print("{} and {} cells were selected for training and testing.".format( + len(list_idx_train), + len(list_idx_test) + )) # reg = Pipeline([ @@ -377,7 +385,7 @@ def func_get_map_geneidx_to_R2( # reg = Ridge(alpha=1.0) reg = cuRF( n_estimators=100, - max_depth=10, + max_depth=16, random_state=42 ) @@ -385,37 +393,59 @@ def func_get_map_geneidx_to_R2( try: # get X and Y - X = all_X[list_idx_train, :] - Y = all_Y[list_idx_train] + X = all_X[list_idx_train, :].toarray() + 0.0 + Y = all_Y[list_idx_train] + 0.0 + + print("selected X and Y of shapes {} and {}".format(X.shape, Y.shape)) - # fit and transform scalars X and Y + # X and Y, X_test and Y_test scaler_x = Pipeline([ ('pca', SplitDimPCA(n_components=num_PCA_components, num_NNs=kwargs_compute_graph['n_neighs'])), ('scaler', StandardScaler()) ]) scaler_x.fit(cp.asarray(X)) + + print("Fitted `scaler_x`.") + X_tfmed = scaler_x.transform(cp.asarray(X)) + + print("Transformed X.") + Y_tfmed = cp.asarray(Y) assert isinstance(X_tfmed, cp.ndarray) assert isinstance(X_tfmed, cp.ndarray) + X_test = scaler_x.transform( + cp.asarray(all_X[list_idx_test, :].toarray() + 0.0) + ) + print("Transformed X_test.") + + Y_test = cp.asarray(all_Y[list_idx_test] + 0.0) + assert isinstance(X_test, cp.ndarray) + assert isinstance(Y_test, cp.ndarray) + + del all_X, all_Y + gc.collect() + gc.collect() + gc.collect() + gc.collect() + # fit to train and transform test reg.fit( X_tfmed, Y_tfmed ) - X_test = scaler_x.transform( - cp.asarray(all_X[list_idx_test, :]) - ) - Y_test = cp.asarray(all_Y[list_idx_test]) - assert isinstance(X_test, cp.ndarray) - assert isinstance(Y_test, cp.ndarray) + + print("Fitted the cuRF predictor") + # get the scroe r2_score = reg.score( X_test, Y_test ) + print("Computed the r2 score.") + max_r2socre_sofar = max(max_r2socre_sofar, r2_score) @@ -451,10 +481,6 @@ def func_get_map_geneidx_to_R2( f ) - del all_X, all_Y - gc.collect() - gc.collect() - gc.collect() - gc.collect() + return list_r2score if (path_incremental_dump is not None) else None From ac8ca6ea83a77eacdc2a75b0d98121dfd9929d00 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 15 Dec 2025 19:16:29 +0000 Subject: [PATCH 05/10] update --- src/mintflow/evaluation/mcp_predictability.py | 13 +++---------- 1 file changed, 3 insertions(+), 10 deletions(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index 5cbb16c..da29b4e 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -396,7 +396,6 @@ def func_get_map_geneidx_to_R2( X = all_X[list_idx_train, :].toarray() + 0.0 Y = all_Y[list_idx_train] + 0.0 - print("selected X and Y of shapes {} and {}".format(X.shape, Y.shape)) # X and Y, X_test and Y_test scaler_x = Pipeline([ @@ -405,11 +404,8 @@ def func_get_map_geneidx_to_R2( ]) scaler_x.fit(cp.asarray(X)) - print("Fitted `scaler_x`.") - X_tfmed = scaler_x.transform(cp.asarray(X)) - print("Transformed X.") Y_tfmed = cp.asarray(Y) assert isinstance(X_tfmed, cp.ndarray) @@ -418,7 +414,7 @@ def func_get_map_geneidx_to_R2( X_test = scaler_x.transform( cp.asarray(all_X[list_idx_test, :].toarray() + 0.0) ) - print("Transformed X_test.") + Y_test = cp.asarray(all_Y[list_idx_test] + 0.0) assert isinstance(X_test, cp.ndarray) @@ -436,15 +432,13 @@ def func_get_map_geneidx_to_R2( Y_tfmed ) - print("Fitted the cuRF predictor") # get the scroe r2_score = reg.score( X_test, Y_test ) - - print("Computed the r2 score.") + max_r2socre_sofar = max(max_r2socre_sofar, r2_score) @@ -480,7 +474,6 @@ def func_get_map_geneidx_to_R2( }, f ) - - + return list_r2score if (path_incremental_dump is not None) else None From 5370e184cd5a9c5c93c675033dbddb232ceba87f Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Tue, 16 Dec 2025 00:12:57 +0000 Subject: [PATCH 06/10] update --- src/mintflow/evaluation/mcp_predictability.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index da29b4e..2b86754 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -452,7 +452,7 @@ def func_get_map_geneidx_to_R2( print(">>>>>>>> max so far = {}\n\n".format(max_r2socre_sofar)) except: - r2_score = None + r2_score = "N.A." if flag_verbose: print(" >>> .fit failed") @@ -460,7 +460,7 @@ def func_get_map_geneidx_to_R2( if path_incremental_dump is None: - list_r2score.append(r2_score) + list_r2score.append(str(r2_score)) else: with open( os.path.join(path_incremental_dump, '{}.pkl'.format(idx_gene)), @@ -476,4 +476,4 @@ def func_get_map_geneidx_to_R2( ) - return list_r2score if (path_incremental_dump is not None) else None + return list_r2score if (path_incremental_dump is None) else None From 7349f06285cd1e8215c5afa68574b8a0e3f9c2f0 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 5 Jan 2026 08:03:21 +0000 Subject: [PATCH 07/10] update --- src/mintflow/evaluation/mcp_predictability.py | 44 +++++++++++++++++-- 1 file changed, 40 insertions(+), 4 deletions(-) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/mcp_predictability.py index 2b86754..fc518e1 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/mcp_predictability.py @@ -19,7 +19,7 @@ import cupy as cp from cuml.ensemble import RandomForestRegressor as cuRF from cuml.decomposition import PCA - +import anndata from tqdm.autonotebook import tqdm @@ -256,6 +256,21 @@ def transform(self, X:cp.ndarray, y=None): return cp.concatenate(list_toret, 1) +def _func_doeshave_isolated_nodes_inneighgraph(adata_input:anndata.AnnData): + """ + Checks if the neighbourhood graph of the provided anndata contain isolated cells, + i.e. cells with no neighbours. This is an issue for MintFlow and has to be avoided. + :param adata_input: Description + :type adata_input: anndata.AnnData + """ + assert isinstance(adata_input, anndata.AnnData) + connectivities = adata_input.obsp['spatial_connectivities'] + node_degree = np.sum(connectivities, axis=1).A1 + + isolated_nodes_mask = node_degree == 0 + number_of_isolated_nodes = np.sum(isolated_nodes_mask) + + return number_of_isolated_nodes > 0, number_of_isolated_nodes, set(node_degree) @@ -284,6 +299,9 @@ def func_get_map_geneidx_to_R2( # read the anndata object and create neigh graph # adata = sc.read_h5ad(fname_adata) + adata.obsp = {} + adata.uns = {} + adata.obsm['spatial'] = np.stack( [np.array(adata.obs[obskey_spatial_x].tolist()), np.array(adata.obs[obskey_spatial_y].tolist())], 1 @@ -292,6 +310,13 @@ def func_get_map_geneidx_to_R2( adata=adata, **kwargs_compute_graph ) + + # check if there are isolated nodes in the neighbourhood graph + flag_has_isolatednodes, _, set_node_degrees = _func_doeshave_isolated_nodes_inneighgraph(adata_input=adata) + # breakpoint() + assert not flag_has_isolatednodes, print("The neighbourhood graph contains some isolated nodes.") + + with torch.no_grad(): edge_index, _ = from_scipy_sparse_matrix(adata.obsp['spatial_connectivities']) # [2, num_edges] edge_index = torch.Tensor(pyg.utils.remove_self_loops(pyg.utils.to_undirected(edge_index))[0]) @@ -402,10 +427,11 @@ def func_get_map_geneidx_to_R2( ('pca', SplitDimPCA(n_components=num_PCA_components, num_NNs=kwargs_compute_graph['n_neighs'])), ('scaler', StandardScaler()) ]) + scaler_x.fit(cp.asarray(X)) - X_tfmed = scaler_x.transform(cp.asarray(X)) + X_tfmed = scaler_x.transform(cp.asarray(X)) Y_tfmed = cp.asarray(Y) assert isinstance(X_tfmed, cp.ndarray) @@ -426,11 +452,16 @@ def func_get_map_geneidx_to_R2( gc.collect() gc.collect() + # breakpoint() + # fit to train and transform test reg.fit( X_tfmed, Y_tfmed ) + + if flag_verbose: + print(">>>>>>>>>>>>>>>>>> reg.fit was succesful!!!!") # get the scroe @@ -438,6 +469,9 @@ def func_get_map_geneidx_to_R2( X_test, Y_test ) + + if flag_verbose: + print(">>>>>>>>>>>>>>>>>> reg.score was succesful!!!!") @@ -450,12 +484,14 @@ def func_get_map_geneidx_to_R2( )) print(">>>>>>>> max so far = {}\n\n".format(max_r2socre_sofar)) + - except: + except Exception as e: r2_score = "N.A." if flag_verbose: - print(" >>> .fit failed") + print(" >>> .fit failed with the following error msg.") + print(" {}".format(e)) From 3e8e0ada73734dbe335b2636555cecb7330676b6 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 5 Jan 2026 10:14:16 +0000 Subject: [PATCH 08/10] update to genescore objects --- .../dataset_1_RCC.pkl | Bin 0 -> 505448 bytes .../dataset_2_Psoriasis.pkl | Bin 0 -> 69969 bytes .../dataset_3_AD_usedin_TRIPSO.pkl | Bin 0 -> 209938 bytes .../dataset_4_CRC_VisiumHD_Publis.pkl | Bin 0 -> 70161 bytes ...ataset_Z_AD_10sections_MintFlowPreprint.pkl | Bin 0 -> 169648 bytes .../dataset_Z_Melanoma_MintFlowPreprint.pkl | Bin 0 -> 17498 bytes 6 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_1_RCC.pkl create mode 100644 src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_2_Psoriasis.pkl create mode 100644 src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_3_AD_usedin_TRIPSO.pkl create mode 100644 src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_4_CRC_VisiumHD_Publis.pkl create mode 100644 src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_Z_AD_10sections_MintFlowPreprint.pkl create mode 100644 src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_Z_Melanoma_MintFlowPreprint.pkl diff --git a/src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores/dataset_1_RCC.pkl 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z4W5EX|F+)&I4^rb5pb{N-F~zD`g*zLRdtp4I%av97pehoqQ<*&xR`g-p|gvUGrdta zjfa8}o~)9Vq@ z+3Bz|WEPqKrBTwHp!^fVt^{zn15QQ&tEqz@jwpgK!sG2wHAKd~K~9iZ9`w*&06Ncm z??C{ypka5FKQ!PCS>kp2OhW{|jJJHYqo})>ze3U%+ga92avd8S_Qv~Aj#8lei1Hus zH1w0J0aW2J*Neq4=B5toiaM+Rjl#Uv^0uyiAp)|znkmAJobf-21GwEx+71Y zkbNzmC_V8Q507E-}5M{-96-fY;trY_pV)~j$832lRS}3fw jZQpKBnK!MLGy`SpGq*v3dDr#N`IPn3mAUuB{jd9fR!erH literal 0 HcmV?d00001 From aa1dfc253614fe1b6ba9eafa3ebabacefded7f12 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 5 Jan 2026 13:38:29 +0000 Subject: [PATCH 09/10] update, next, simplify to one call --- ...bility.py => gexfrommic_predictability.py} | 49 +++++++++++-------- 1 file changed, 28 insertions(+), 21 deletions(-) rename src/mintflow/evaluation/{mcp_predictability.py => gexfrommic_predictability.py} (91%) diff --git a/src/mintflow/evaluation/mcp_predictability.py b/src/mintflow/evaluation/gexfrommic_predictability.py similarity index 91% rename from src/mintflow/evaluation/mcp_predictability.py rename to src/mintflow/evaluation/gexfrommic_predictability.py index fc518e1..eb56b58 100644 --- a/src/mintflow/evaluation/mcp_predictability.py +++ b/src/mintflow/evaluation/gexfrommic_predictability.py @@ -21,6 +21,7 @@ from cuml.decomposition import PCA import anndata +from scipy.sparse import csc_matrix from tqdm.autonotebook import tqdm @@ -36,6 +37,7 @@ from . import base_evaluation + @dataclass class GeneMicScore: """ @@ -46,6 +48,7 @@ class GeneMicScore: tissue_info_scoreomputed:str gene_name: str | None = None + class ListGeneMicScore: def __init__(self, list_genemicscore:List[GeneMicScore]): assert isinstance(list_genemicscore, list) @@ -96,7 +99,6 @@ def retrieve_existing_genes( def score_Xmic_Xint( self, - list_ens_ID, list_gene_name, Xint_before_scppnormalizetotal, Xmic_before_scppnormalizetotal @@ -106,7 +108,7 @@ def score_Xmic_Xint( # query genes in this collection _, dict_map_idxininput_to_idxincollection = self.retrieve_existing_genes( - list_ens_ID=list_ens_ID, + list_ens_ID=None, list_gene_name=list_gene_name ) @@ -119,6 +121,13 @@ def score_Xmic_Xint( print("No gene was found in the collection.") return + # convert `` and `` to csr_matrix + if not isinstance(Xint_before_scppnormalizetotal, csc_matrix): + Xint_before_scppnormalizetotal = Xint_before_scppnormalizetotal.tocsc() + + if not isinstance(Xmic_before_scppnormalizetotal, csc_matrix): + Xmic_before_scppnormalizetotal = Xmic_before_scppnormalizetotal.tocsc() + Xint_before_scppnormalizetotal = Xint_before_scppnormalizetotal[:, list_idx_selgene] Xmic_before_scppnormalizetotal = Xmic_before_scppnormalizetotal[:, list_idx_selgene] X_before_scppnormalizetotal = Xint_before_scppnormalizetotal + Xmic_before_scppnormalizetotal @@ -153,6 +162,8 @@ def score_Xmic_Xint( np_gene_name_s = np.array( [self.list_genemicscore[idxincollection].gene_name for idxincollection in list_idxincollection] ) # [num_selgenes] + + np_ens_ID_s = np.stack( X_before_scppnormalizetotal.shape[0] * [np_ens_ID_s], 0 @@ -161,36 +172,34 @@ def score_Xmic_Xint( X_before_scppnormalizetotal.shape[0] * [np_gene_name_s], 0 ) # [N x num_selgenes] and dense - - + # create the dataframe toreturn df_toret = pd.DataFrame( np.stack([ - X_before_scppnormalizetotal.toarray()[mask_readcount], - fraction_Xmic[mask_readcount], - np_r2score_amongfoundgenes[mask_readcount], - np_ens_ID_s[mask_readcount], - np_gene_name_s[mask_readcount] + X_before_scppnormalizetotal.toarray()[mask_readcount].flatten(), + np.asarray(fraction_Xmic[mask_readcount]).flatten(), + np_r2score_amongfoundgenes[mask_readcount].flatten(), + np_ens_ID_s[mask_readcount].flatten(), + np_gene_name_s[mask_readcount].flatten() ], 1), columns=[ base_evaluation.EvalDFColname.readcount.value, base_evaluation.EvalDFColname.fraction_Xmic.value, base_evaluation.EvalDFColname.gene_spatial_score.value, - base_evaluation.EvalDFColname.gene_ens_ID, - base_evaluation.EvalDFColname.gene_name + base_evaluation.EvalDFColname.gene_ens_ID.value, + base_evaluation.EvalDFColname.gene_name.value ] ) - # correct the dtype of each column - df_toret['base_evaluation.EvalDFColname.readcount.value'] = df_toret['base_evaluation.EvalDFColname.readcount.value'].astype(float) - df_toret['base_evaluation.EvalDFColname.fraction_Xmic.value'] = df_toret['base_evaluation.EvalDFColname.fraction_Xmic.value'].astype(float) - df_toret['base_evaluation.EvalDFColname.gene_spatial_score.value'] = df_toret['base_evaluation.EvalDFColname.gene_spatial_score.value'].astype(float) - df_toret['base_evaluation.EvalDFColname.gene_ens_ID'] = df_toret['base_evaluation.EvalDFColname.gene_ens_ID'].astype('category') - df_toret['base_evaluation.EvalDFColname.gene_name'] = df_toret['base_evaluation.EvalDFColname.gene_name'].astype('category') - assert False # TODO:HERE, above, shouldn't it be base_evaluation.XXX.YYY without ''-s ??? + # correct the dtype of each column + df_toret[base_evaluation.EvalDFColname.readcount.value] = df_toret[base_evaluation.EvalDFColname.readcount.value].astype(float) + df_toret[base_evaluation.EvalDFColname.fraction_Xmic.value] = df_toret[base_evaluation.EvalDFColname.fraction_Xmic.value].astype(float) + df_toret[base_evaluation.EvalDFColname.gene_spatial_score.value] = df_toret[base_evaluation.EvalDFColname.gene_spatial_score.value].astype(float) + df_toret[base_evaluation.EvalDFColname.gene_ens_ID.value] = df_toret[base_evaluation.EvalDFColname.gene_ens_ID.value].astype('category') + df_toret[base_evaluation.EvalDFColname.gene_name.value] = df_toret[base_evaluation.EvalDFColname.gene_name.value].astype('category') return df_toret @@ -313,7 +322,7 @@ def func_get_map_geneidx_to_R2( # check if there are isolated nodes in the neighbourhood graph flag_has_isolatednodes, _, set_node_degrees = _func_doeshave_isolated_nodes_inneighgraph(adata_input=adata) - # breakpoint() + assert not flag_has_isolatednodes, print("The neighbourhood graph contains some isolated nodes.") @@ -451,8 +460,6 @@ def func_get_map_geneidx_to_R2( gc.collect() gc.collect() gc.collect() - - # breakpoint() # fit to train and transform test reg.fit( From f85d4e2605d97a976b994d876591819fb02d43c7 Mon Sep 17 00:00:00 2001 From: amirakbarnejad Date: Mon, 5 Jan 2026 16:47:57 +0000 Subject: [PATCH 10/10] update --- .../evaluation/gexfrommic_predictability.py | 119 +++++++++++++++++- 1 file changed, 115 insertions(+), 4 deletions(-) diff --git a/src/mintflow/evaluation/gexfrommic_predictability.py b/src/mintflow/evaluation/gexfrommic_predictability.py index eb56b58..74bf8aa 100644 --- a/src/mintflow/evaluation/gexfrommic_predictability.py +++ b/src/mintflow/evaluation/gexfrommic_predictability.py @@ -21,7 +21,10 @@ from cuml.decomposition import PCA import anndata -from scipy.sparse import csc_matrix +import importlib +import importlib.resources as resources + +from scipy.sparse import csc_matrix, spmatrix from tqdm.autonotebook import tqdm @@ -38,6 +41,10 @@ from . import base_evaluation +from ..data.for_evaluation import mcc_predictability_precomputed_gene_scores + + + @dataclass class GeneMicScore: """ @@ -99,10 +106,15 @@ def retrieve_existing_genes( def score_Xmic_Xint( self, - list_gene_name, - Xint_before_scppnormalizetotal, - Xmic_before_scppnormalizetotal + list_gene_name:List[str], + predicted_Xint:spmatrix, + predicted_Xmic:spmatrix ): + + # these 2 variables are not necessarily before scppnormalizetotal, but they were renamed in the input args. + Xint_before_scppnormalizetotal = predicted_Xint + Xmic_before_scppnormalizetotal = predicted_Xmic + assert sparse.issparse(Xint_before_scppnormalizetotal) assert sparse.issparse(Xmic_before_scppnormalizetotal) @@ -520,3 +532,102 @@ def func_get_map_geneidx_to_R2( return list_r2score if (path_incremental_dump is None) else None + + + + +def evaluate( + list_gene_in_adata:List[str], + predicted_Xint:spmatrix, + predicted_Xmic:spmatrix, + fname_pkl_precomputed_genescores:str, + tissuesectionname_in_pklfile:str +): + # "dataset_Z_Melanoma_MintFlowPreprint.pkl" + # mcc_predictability_precomputed_gene_scores + + # check args ======= + if len(list_gene_in_adata) != predicted_Xint.shape[1]: + raise Exception( + "Error, the lenght of `list_gene_in_adata` must match `predicted_Xint.shape[1]`."+\ + "Either of the args are wrong. Please refer to the documentation for more details." + ) + + if len(list_gene_in_adata) != predicted_Xmic.shape[1]: + raise Exception( + "Error, the lenght of `list_gene_in_adata` must match `predicted_Xmic.shape[1]`."+\ + "Either of the args are wrong. Please refer to the documentation for more details." + ) + + # package_path = resources.files("mcc_predictability_precomputed_gene_scores") + + package_path = importlib.resources.files(__package__).joinpath( + "..", + "data", + "for_evaluation", + "mcc_predictability_precomputed_gene_scores", + fname_pkl_precomputed_genescores + ) + + file_exists = package_path.is_file() + + if not file_exists: + raise Exception( + "The provided arg `fname_pkl_precomputed_genesocres` = {} is invalid.".format(fname_pkl_precomputed_genescores) +\ + "For valid file names, please refer to MintFlow's github repo, in `src/mintflow/data/for_evaluation/mcc_predictability_precomputed_gene_scores`." + ) + + + # load the pkl file + with package_path.open('rb') as f: + dict_genescores = pickle.load(f) + + + # check if the tissue name is valid + if not (tissuesectionname_in_pklfile in dict_genescores.keys()): + msg_error = "The provided tissue section name `tissuesectionname_in_pklfile = {}` is not available for {}.\n".format( + tissuesectionname_in_pklfile, + fname_pkl_precomputed_genescores + ) + msg_error = msg_error + "For the file '{}', the valid values for `tissuesectionname_in_pklfile` are:\n".format( + fname_pkl_precomputed_genescores + ) + for k in dict_genescores.keys(): + msg_error = msg_error + " - {}\n".format(k) + + raise Exception(msg_error) + + + # End of checking args ========= + + # create the scorer object + + list_gene_names = dict_genescores[tissuesectionname_in_pklfile]['gene_names'] + list_gene_scores = dict_genescores[tissuesectionname_in_pklfile]['gene_scores'] + + scorer = ListGeneMicScore( + list_genemicscore=[ + GeneMicScore( + ens_ID=None, + score=list_gene_scores[idx_g], + tissue_info_scoreomputed=tissuesectionname_in_pklfile, + gene_name=list_gene_names[idx_g] + ) + for idx_g in range(len(list_gene_names)) + ] + ) + + + df_eval_result = scorer.score_Xmic_Xint( + list_gene_name=list_gene_in_adata, + predicted_Xint=predicted_Xint, + predicted_Xmic=predicted_Xmic + ) + + return df_eval_result + + + + + +