Commit b14acfc2 authored by Ines Filipa Fernandes Ramos's avatar Ines Filipa Fernandes Ramos
Browse files

remove MEIs generation section from notebooks

parent 310f1f30
%% Cell type:markdown id: tags:
# Notebook to generate MEIs for neurons of interest
%% Cell type:code id: tags:
``` python
%matplotlib inline
%load_ext autoreload
%load_ext memory_profiler
import torch
import matplotlib.pyplot as plt
from neuralpredictors.data.datasets import FileTreeDataset
import MEI
import matplotlib as mpl
import os
from os.path import join
import numpy as np
```
%%%% Output: stream
The autoreload extension is already loaded. To reload it, use:
%reload_ext autoreload
The memory_profiler extension is already loaded. To reload it, use:
%reload_ext memory_profiler
%% Cell type:markdown id: tags:
# Upload dataset
%% Cell type:code id: tags:
``` python
#Dataset directory
path_dataset = [r'C:\Users\inoca\Desktop\Intership EMBL\Python docs\Inception_loop\Ephy_data_Cortex\static20210629_train']
dataset_name = path_dataset[0].split("\\")[-1].replace('static','')
#Configure dataloader/s
from lurz2020.datasets.mouse_loaders import static_loaders
dataset_config = {'paths': path_dataset,
'batch_size': 64,
'seed': 1,
'cuda': True,
'normalize': True,
'include_eye_position': False,
'exclude': "images"}
dataloaders = static_loaders(**dataset_config)
dat = FileTreeDataset(path_dataset[0], "images", "responses")
```
%% Cell type:markdown id: tags:
# Upload trained models for MEI generation
%% Cell type:code id: tags:
``` python
#Load best tunned model instances
from lurz2020.models.models import se2d_fullgaussian2d
#Select number of instances to be used
n_seeds = 4
#Models name
models_name = 'tunned_model_ephy_data_cortex_'
#Directory where the models are saved
path_models = join(path_dataset[0], 'models')
#Build model object to load weights of trained model instances
model_config_tunned = {'init_mu_range': 0.1,
'init_sigma': 0.64,
'input_kern': 15,
'hidden_kern': 13,
'gamma_input': 1.0,
'grid_mean_predictor': None,
'gamma_readout': 0.99}
models = []
for n in range(n_seeds):
#Build model object to load weights of trained model instances
model = se2d_fullgaussian2d(**model_config_tunned, dataloaders=dataloaders, seed=n)
#Load weights from saved model state
model_state = torch.load(join(path_models,models_name+str(n)+'.pth'))
model.load_state_dict(model_state, strict=False)
if torch.cuda.is_available():
model.cuda()
#Change model mode to evaluation mode
model.eval()
models.append(model)
```
%% Cell type:code id: tags:
``` python
model.core
```
%%%% Output: execute_result
SE2dCore(
(_input_weights_regularizer): LaplaceL2norm(
(laplace): Laplace()
)
(features): Sequential(
(layer0): Sequential(
(conv): Conv2d(1, 64, kernel_size=(15, 15), stride=(1, 1), bias=False)
(norm): BatchNorm2d(64, eps=1e-05, momentum=0.9, affine=True, track_running_stats=True)
(nonlin): ELU(alpha=1.0, inplace=True)
)
(layer1): Sequential(
(ds_conv): DepthSeparableConv2d(
(in_depth_conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
(spatial_conv): Conv2d(64, 64, kernel_size=(13, 13), stride=(1, 1), padding=(6, 6), groups=64, bias=False)
(out_depth_conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
)
(norm): BatchNorm2d(64, eps=1e-05, momentum=0.9, affine=True, track_running_stats=True)
(nonlin): ELU(alpha=1.0, inplace=True)
)
(layer2): Sequential(
(ds_conv): DepthSeparableConv2d(
(in_depth_conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
(spatial_conv): Conv2d(64, 64, kernel_size=(13, 13), stride=(1, 1), padding=(6, 6), groups=64, bias=False)
(out_depth_conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
)
(norm): BatchNorm2d(64, eps=1e-05, momentum=0.9, affine=True, track_running_stats=True)
(nonlin): ELU(alpha=1.0, inplace=True)
)
(layer3): Sequential(
(ds_conv): DepthSeparableConv2d(
(in_depth_conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
(spatial_conv): Conv2d(64, 64, kernel_size=(13, 13), stride=(1, 1), padding=(6, 6), groups=64, bias=False)
(out_depth_conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
)
(norm): BatchNorm2d(64, eps=1e-05, momentum=0.9, affine=True, track_running_stats=True)
(nonlin): ELU(alpha=1.0, inplace=True)
)
)
) [SE2dCore regularizers: gamma_input = 1.0|skip = 0]
%% Cell type:markdown id: tags:
# MEI generation
%% Cell type:code id: tags:
``` python
#Parameters for MEI generation
MEIParameter = {
#Parameters used for MEI generation for V1 neurons used in paper Walker et al. 2019:
#1000, 1.5, 0.01, 3.0, 0.125, 0.1, 0.1, 0, False, -1, 11.0)
'iter_n' : 1000, # int number of iterations to run
'start_sigma' : 2.34, # float starting sigma value
'end_sigma' : 0.16, # float ending sigma value
'start_step_size' : 3.0, # float starting step size
'end_step_size' : 0.125, # float ending step size
'precond' : 0.13, # float strength of gradient preconditioning filter falloff
'step_gain' : 0.1, # float scaling of gradient steps
'jitter' : 0, # int size of translational jittering
'blur' : True, # bool whether to apply bluring or not
'norm' : -1, # float norm adjustment after step, negative to turn off
'train_norm' : -1 # float norm adjustment during step, negative to turn off
}
```
%% Cell type:code id: tags:
``` python
#Initialize MEI class object by defining model/s, dataset and MEI algorithm parameters to be used
MEIS = MEI.multi_MEI_class(dataset_name = dataset_name, dat = dat, dataloaders = dataloaders, models = models, n_seeds = n_seeds, MEIParameter = MEIParameter)
```
%% Cell type:code id: tags:
``` python
#Select target neurons for MEI generation
targets_list = range(3)
for target in targets_list:
#Generate MEI for one target unit
mei_target = MEIS.generate(target, track = False) #track=True to plot neuron activation values and corresponding generated images through the gradient ascent algorithm
```
%%%% Output: stream
Working on neuron_id=0
Working with images with mu=127.67724537037037, sigma=55.45213271323961
getting image size:
starting drawing
finished step 0 in octave 0
finished step 100 in octave 0
finished step 200 in octave 0
finished step 300 in octave 0
finished step 400 in octave 0
finished step 500 in octave 0
finished step 600 in octave 0
finished step 700 in octave 0
finished step 800 in octave 0
finished step 900 in octave 0
%%%% Output: stream
100%|█████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 179.81it/s]
%%%% Output: stream
Working on neuron_id=1
Working with images with mu=127.67724537037037, sigma=55.45213271323961
getting image size:
starting drawing
finished step 0 in octave 0
finished step 100 in octave 0
finished step 200 in octave 0
finished step 300 in octave 0
finished step 400 in octave 0
finished step 500 in octave 0
finished step 600 in octave 0
finished step 700 in octave 0
finished step 800 in octave 0
finished step 900 in octave 0
%%%% Output: stream
100%|█████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 193.11it/s]
%%%% Output: stream
Working on neuron_id=2
Working with images with mu=127.67724537037037, sigma=55.45213271323961
getting image size:
starting drawing
finished step 0 in octave 0
finished step 100 in octave 0
finished step 200 in octave 0
finished step 300 in octave 0
finished step 400 in octave 0
finished step 500 in octave 0
finished step 600 in octave 0
finished step 700 in octave 0
finished step 800 in octave 0
finished step 900 in octave 0
%%%% Output: stream
100%|█████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 192.53it/s]
%% Cell type:code id: tags:
``` python
#Directory to save generated MEIs results
path_MEIs = join(path_dataset[0], "results")
os.makedirs(path_MEIs)
#Plot and save generated MEIs images
for TargetUnit in targets_list:
mei_target = MEIS.MEIProperties['neuron_id : '+str(TargetUnit)]['mei']
fig, axs = plt.subplots(1, figsize=(15,4))
axs.imshow(mei_target)
axs.set_title('MEI unit '+str(TargetUnit))
plt.savefig(join(path_MEIs,"MEI_unit_"+str(TargetUnit)+models_name+".png"))
```
%%%% Output: display_data
![](data:image/png;base64,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)
%%%% Output: display_data
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)
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
# Save generated MEIS properties from the MEIS object to directory
import pickle
info_to_save_MEIS = {'dataset_name': MEIS.dataset_name,
'models': MEIS.models,
'n_seeds': MEIS.n_seeds,
'MEIParameter': MEIS.MEIParameter,
'MEIProperties': MEIS.MEIProperties}
with open(join(path_MEIs, "MEIS_" + models_name + ".pkl"), 'wb') as file:
pickle.dump(info_to_save_MEIS, file, pickle.HIGHEST_PROTOCOL)
```
%% Cell type:markdown id: tags:
--------------------------------
%% Cell type:code id: tags:
``` python
torch.cuda.empty_cache()
```
%% Cell type:markdown id: tags:
-----------------------------
......
%% Cell type:markdown id: tags:
 
# Notebook to train readout with pre-trained core on V1 data
 
%% Cell type:code id: tags:
 
``` python
%matplotlib inline
%load_ext autoreload
%load_ext memory_profiler
import torch
import numpy as np
import matplotlib.pyplot as plt
from collections import OrderedDict
import neuralpredictors as neur
from neuralpredictors.data.datasets import StaticImageSet, FileTreeDataset
import matplotlib as mpl
from datetime import date
from datetime import datetime
import os
from os import listdir
from os.path import join
```
 
%%%% Output: stream
The autoreload extension is already loaded. To reload it, use:
%reload_ext autoreload
The memory_profiler extension is already loaded. To reload it, use:
%reload_ext memory_profiler
%% Cell type:code id: tags:
 
``` python
#Helper fucntion to save text file with log information of the training stage
def save_training_log(info, model_name, path):
with open(join(path,"Train_log_"+model_name+".txt"), "a") as log_file:
log_file.write(info)
```
 
%% Cell type:markdown id: tags:
 
# Build the dataloaders
 
%% Cell type:markdown id: tags:
 
The dataloaders object is a dictionary of 3 dictionaries: train, validation and test.
 
%% Cell type:code id: tags:
 
``` python
#Dataset directory
path_dataset = [r'C:\Users\inoca\Desktop\Intership EMBL\Python docs\Inception_loop\Ephy_data_Cortex\static20210629_train']
```
 
%% Cell type:code id: tags:
 
``` python
#Pad images of the dataset and save on dataset directory
n_images = len([img for img in listdir(join(path_dataset[0],'data','images_not_padded'))])
 
for n in range(n_images):
x = np.load(join(path_dataset[0],'data','images_not_padded',str(n)+'.npy'))
x_padded = np.pad(x[0], pad_width=20, mode='constant',
constant_values=0)
np.save(join(path_dataset[0],'data','images',str(n)+'.npy'), [x_padded])
```
 
%% Cell type:code id: tags:
 
``` python
#Configure dataloader/s
from lurz2020.datasets.mouse_loaders import static_loaders
 
dataset_config = {'paths': path_dataset,
'batch_size': 64,
'seed': 1,
'cuda': True,
'normalize': True,
'include_eye_position': False,
'exclude': "images"}
 
dataloaders = static_loaders(**dataset_config)
dat = FileTreeDataset(path_dataset[0], "images", "responses")
```
 
%% Cell type:markdown id: tags:
 
### Look at the data
 
%% Cell type:code id: tags:
 
``` python
tier = 'train'
dataset_name = path_dataset[0].split("\\")[-1].replace('static','')
 
images, responses = [], []
for data in dataloaders[tier][dataset_name]:
images.append(data[0].squeeze().cpu().data.numpy())
responses.extend(data[1].squeeze().cpu().data.numpy())
 
images = np.vstack(images)
responses = np.vstack(responses)
 
print('The \"{}\" set of dataset \"{}\" contains the responses of {} RGC neurons to {} images'.format(tier, dataset_name, responses.shape[1], responses.shape[0]))
```
 
%%%% Output: stream
 
The "train" set of dataset "20210629_train" contains the responses of 3 RGC neurons to 1490 images
 
%% Cell type:code id: tags:
 
``` python
#Show some example images and the neural responses
n_images = 5
max_response = responses[:n_images].max()
 
for i in range(n_images):
fig, axs = plt.subplots(1, 2, figsize=(15,4))
axs[0].imshow(images[i])
axs[1].plot(responses[i])
axs[1].set_xlabel('neurons')
axs[1].set_ylabel('responses')
axs[1].set_ylim([0, max_response])
plt.show()
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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)
 
%%%% Output: display_data
 
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)
 
%%%% Output: display_data
 
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)
 
%%%% Output: display_data
 
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