Commit e360fc7e authored by Ines Filipa Fernandes Ramos's avatar Ines Filipa Fernandes Ramos
Browse files

changes

parents 2586bfc8 335df878
......@@ -11,6 +11,7 @@ from scipy import signal
from tqdm import tqdm
from nnfabrik.utility.nn_helpers import get_dims_for_loader_dict
import matplotlib.pyplot as plt
from varname import nameof
def prepare_data(dataloaders,dataset_name,dat):
trainset = dataloaders['train']
......@@ -345,15 +346,22 @@ def contrast_tuning(model, img, bias, scale, min_contrast=0.01, n=1000, linear=T
def MEI_multi_seed(dataset_name, dat, dataloaders, models, n_seeds, MEIParameter, TargetUnit, track=False):
"""
dataset_name : string # string with dataset_name of dataset used for training
dat : object # FileTreeDataset object with data schema of data
dataloaders : object # Dataloader object for dataset_name training data
models : object # Torch nn objects trained with dataset_name training data
n_seeds : int # number of distinct seeded models used
mei : longblob # most exciting images
activation : float # activation at the MEI
monotonic : bool # does activity increase monotonically with contrast
max_contrast : float # contrast at which maximum activity is achived
max_activation : float # activation at the maximum contrast
sat_contrast : float # contrast at which image would start saturating
img_mean : float # mean luminance of the image
lim_contrast : float # max reachable contrast without clipping
TargetUnit : int # index of model output neuron to generate MEI for
track : bool # plot graphs of model activation and generated images during gradient ascent
MEIProperties:
mei : longblob # most exciting images
activation : float # activation at the MEI
monotonic : bool # does activity increase monotonically with contrast
max_contrast : float # contrast at which maximum activity is achived
max_activation : float # activation at the maximum contrast
sat_contrast : float # contrast at which image would start saturating
img_mean : float # mean luminance of the image
lim_contrast : float # max reachable contrast without clipping
"""
neuron_id = TargetUnit
......@@ -423,3 +431,113 @@ def MEI_multi_seed(dataset_name, dat, dataloaders, models, n_seeds, MEIParameter
return MEI
def multi_MEI_class():
"""
dataset_name : string # string with dataset_name of dataset used for training
dat : object # fileTreeDataset object with data schema of data
dataloaders : object # dataloader object for dataset_name training data
models : object # torch nn objects trained with dataset_name training data
n_seeds : int # number of distinct seeded models used
TargetUnit : int # index of model output neuron to generate MEI for
track : bool # plot graphs of model activation and generated images during gradient ascent
MEIParameter:
iter_n : int # int number of iterations to run
start_sigma : float # float starting sigma value
end_sigma : float # float ending sigma value
start_step_size : float # float starting step size
end_step_size : float # float ending step size
precond : float # float strength of gradient preconditioning filter falloff
step_gain : float # float scaling of gradient steps
jitter : int # int size of translational jittering
blur : bool # bool whether to apply bluring or not
norm : float # float norm adjustment after step, negative to turn off
train_norm : float # float norm adjustment during step, negative to turn off
MEIProperties:
n_seeds : int # number of distinct seeded models used
mei : array # most exciting images
activation : float # activation at the MEI
monotonic : bool # does activity increase monotonically with contrast
max_contrast : float # contrast at which maximum activity is achieved
max_activation : float # activation at the maximum contrast
sat_contrast : float # contrast at which image would start saturating
img_mean : float # mean luminance of the image
lim_contrast : float # max reachable contrast without clipping
"""
def __init__(self, dataset_name, dat, dataloaders, models, n_seeds, MEIParameter):
self.dataset_name = dataset_name
self.dat = dat
self.dataloaders = dataloaders
sel.models = models
self.models_name = nameof(models)
self.n_seeds = n_seeds
self.MEIParameter = MEIParameter
self.MEIProperties = []
def generate(self, neuron_id, track = False):
print('Working on neuron_id={}'.format(neuron_id))
# get input statistics
dataset, img_shape, bias, mu_beh, mu_eye, scale = prepare_data(dataloaders=self.dataloaders,dataset_name=self.dataset_name,dat=self.dat)
print('Working with images with mu={}, sigma={}'.format(bias, scale))
# get n instances of model for target unit
select_models = self.models[0:self.n_seeds]
adj_model = get_adj_model(select_models, neuron_id)
params = self.MEIParameter
blur = bool(params['blur'])
jitter = int(params['jitter'])
precond = float(params['precond'])
step_gain = float(params['step_gain'])
norm = float(params['norm'])
train_norm = float(params['train_norm'])
octaves = [
{
'iter_n': int(params['iter_n']),
'start_sigma': float(params['start_sigma']),
'end_sigma': float(params['end_sigma']),
'start_step_size': float(params['start_step_size']),
'end_step_size': float(params['end_step_size']),
},
]
# prepare initial image
channels, original_h, original_w = img_shape[-3:]
# the background color of the initial image
background_color = np.float32([128] * channels)
# generate initial random image
gen_image = np.random.normal(background_color, 8, (original_h, original_w, channels))
gen_image = np.clip(gen_image, 0, 255)
# generate class visualization via octavewise gradient ascent
gen_image = deepdraw(adj_model, gen_image, octaves, clip=True,
random_crop=False, blur=blur, jitter=jitter,
precond=precond, step_gain=step_gain,
bias=bias, scale=scale, norm=norm, train_norm=train_norm, track=track)
mei = gen_image.squeeze()
with torch.no_grad():
img = torch.Tensor(process(gen_image, mu=bias, sigma=scale)[None, ...]).to('cuda')
activation = adj_model(img).data.cpu().numpy()[0]
cont, vals, lim_contrast = contrast_tuning(adj_model, mei, bias, scale)
MEI = {
'neuron_id' : neuron_id,
'n_seeds' : self.n_seeds,
'mei' : mei,
'activation' : activation,
'monotonic' : bool(np.all(np.diff(vals) >= 0)),
'max_activation' : np.max(vals),
'max_contrast' : cont[np.argmax(vals)],
'sat_contrast' : np.max(cont),
'img_mean' : mei.mean(),
'lim_contrast' : lim_contrast,
}
self.MEIProperties.append(MEI)
return MEI['mei']
\ No newline at end of file
%% Cell type:markdown id: tags:
 
# Demo Notebook with simulated RGCs data
 
%% Cell type:code id: tags:
 
``` python
%matplotlib inline
%load_ext autoreload
%autoreload 2
%load_ext memory_profiler
```
 
%% Cell type:code id: tags:
 
``` python
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 MEI
import matplotlib as mpl
import pandas as pd
import pickle
```
 
%%%% Output: error
Traceback (most recent call last):
File "C:\Users\Asus\miniconda3\envs\inception_loop\lib\site-packages\IPython\core\interactiveshell.py", line 3437, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "<ipython-input-2-1e04c2cfd7de>", line 7, in <module>
import MEI
File "C:\Users\Asus\Desktop\Intership EMBL\Python docs\Inception_loop\Ines_code\inception_loop_asari_lab\MEI.py", line 468
self.MEIParameter =
^
SyntaxError: invalid syntax
%% 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. Each of them contains the respective data from all datasets combined that were specified in paths. Here we only provide one dataset. While the responses are normalized, we exclude the input images from normalization. The following config was used in the paper (all arguments not in the config have the default value of the function).
 
%% Cell type:code id: tags:
 
``` python
#Use dataloaders with generated RGC data
from lurz2020.datasets.mouse_loaders import static_loaders
 
paths = ['D://inception_loop/RGC_sim_data/data/static15032021_oval_RF']
 
dataset_config = {'paths': paths,
'batch_size': 64,
'seed': 1,
'cuda': True,
'normalize': True,
'exclude': "images"}
 
dataloaders_RGCs = static_loaders(**dataset_config)
dat = FileTreeDataset('D://inception_loop/RGC_sim_data/data/static15032021_oval_RF', "images", "responses")
```
 
%% Cell type:markdown id: tags:
 
### Look at the data
 
%% Cell type:code id: tags:
 
``` python
tier = 'train'
dataset_name = '15032021_oval_RF'
 
images, responses = [], []
for x, y in dataloaders_RGCs[tier][dataset_name]:
images.append(x.squeeze().cpu().data.numpy())
responses.append(y.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 "15032021_oval_RF" contains the responses of 2304 RGC neurons to 4472 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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)
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
# MEI generation
 
%% Cell type:code id: tags:
 
``` python
neurons_for_MEI_tunned_Fullgaussian = np.load('D://inception_loop/RGC_sim_data/results/neurons_for_MEI_tunned_Fullgaussian.npy')
```
 
%% Cell type:code id: tags:
 
``` python
#Load best tunned model instances - se2d_fullgaussian readout
from lurz2020.models.models import se2d_fullgaussian2d
 
n_seeds = 4
 
#Build model to load weights of 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_fullgaussian = []
for n in range(n_seeds):
model = se2d_fullgaussian2d(**model_config_tunned, dataloaders=dataloaders_RGCs, seed=n)
model_state = torch.load('D://inception_loop/RGC_sim_data/models/tunned_model_fullgaussian_'+str(n)+'.pth')
model.load_state_dict(model_state, strict=False)
if torch.cuda.is_available():
model.cuda()
model.eval()
models_fullgaussian.append(model)
```
 
%% Cell type:code id: tags:
 
``` python
from bayes_opt import BayesianOptimization
from bayes_opt.logger import JSONLogger
from bayes_opt.event import Events
from theonerig.modelling import *
import random
 
def grid_MEI_generation_(iter_n, start_sigma, end_sigma, precond):
 
#Parameters for MEI generation
 
dataset_name = '27012021'
 
MEIParameter = {
#1000, 1.5, 0.01, 3.0, 0.125, 0.1, 0.1, 0, False, -1, 11.0)
 
'iter_n' : iter_n, # int number of iterations to run
'start_sigma' : start_sigma, # float starting sigma value
'end_sigma' : end_sigma, # float ending sigma value
'start_step_size' : 3.0, # float starting step size
'end_step_size' : 0.125, # float ending step size
'precond' : precond, # 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
}
 
 
quality_fit_MEIS = []
neurons_for_tunning_tunned_Fullgaussian = random.sample(list(neurons_for_MEI_tunned_Fullgaussian), 20)
for neuron in neurons_for_tunning_tunned_Fullgaussian:
MEI_neuron = MEI.MEI_multi_seed(dataset_name, dat, dataloaders_RGCs, models_fullgaussian, n_seeds, MEIParameter, neuron, track=False)['mei']
MEI_neuron_std = MEI_neuron/np.max(MEI_neuron.ravel())
MEI_neuron_scaled = (MEI_neuron_std * 2)-1
rf = np.load('D://inception_loop/RGC_sim_data/data/static27012021/RFs/'+str(neuron)+'.npy')
rf_padded = np.pad(rf, pad_width=20, mode='constant', constant_values=0)
quality_fit_MEI_rf = 1-(np.var(MEI_neuron_scaled-rf_padded)/np.var(MEI_neuron_scaled))
quality_fit_MEI_gauss = fit_spatial_sta(MEI_neuron_scaled)[1]
quality_fit_MEIS.append(np.mean([quality_fit_MEI_rf,quality_fit_MEI_gauss]))
 
mean_quality_fit_MEIS = np.mean(quality_fit_MEIS)
return mean_quality_fit_MEIS
```
 
%% Cell type:code id: tags:
 
``` python
# Bounded region of parameter space
pbounds={'iter_n' : (500, 1000),
'start_sigma': (1, 3),
'end_sigma': (0.005, 0.5),
'precond' : (0.05,3)}
 
optimizer_MEIS_ = BayesianOptimization(
f=grid_MEI_generation_,
pbounds=pbounds,
random_state=1,
verbose = 1,
)
```
 
%% Cell type:code id: tags:
 
``` python
%%time
%%memit
 
#Set location to save progress and results
logger = JSONLogger(path="./grid_search_MEI_logs.json")
optimizer_MEIS_.subscribe(Events.OPTIMIZATION_STEP, logger)
 
#Run optimization to maximize the target (corresponding to the correlation between the model predictions and the real responses for the validation set)
#init_points: number of random exploration points
#n_iter: number of exploitation points
 
optimizer_MEIS_.maximize(init_points=5, n_iter=5)
```
 
%%%% Output: stream
 
Working on neuron_id=1561
Working with images with mu=111.30036163330078, sigma=60.936492919921875
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
 
%%%% Output: stream
 
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:08<00:00, 122.82it/s]
 
%%%% Output: stream
 
Working on neuron_id=1293
Working with images with mu=111.30036163330078, sigma=60.936492919921875
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
 
%%%% Output: stream
 
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:07<00:00, 126.19it/s]
 
%%%% Output: stream
 
Working on neuron_id=2206
Working with images with mu=111.30036163330078, sigma=60.936492919921875
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
 
%%%% Output: stream
 
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:07<00:00, 125.39it/s]
 
%%%% Output: stream
 
Working on neuron_id=473
Working with images with mu=111.30036163330078, sigma=60.936492919921875
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