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ckadirt commited on
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edc94a4
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1 Parent(s): 2801f33

Upload precomputed raw stimili

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  1. developer_kit/stimulus_features/raw/.ipynb_checkpoints/utils-checkpoint.py +114 -0
  2. developer_kit/stimulus_features/raw/audio/bourne01_features_audio.h5 +3 -0
  3. developer_kit/stimulus_features/raw/audio/bourne02_features_audio.h5 +3 -0
  4. developer_kit/stimulus_features/raw/audio/bourne03_features_audio.h5 +3 -0
  5. developer_kit/stimulus_features/raw/audio/bourne04_features_audio.h5 +3 -0
  6. developer_kit/stimulus_features/raw/audio/bourne05_features_audio.h5 +3 -0
  7. developer_kit/stimulus_features/raw/audio/bourne06_features_audio.h5 +3 -0
  8. developer_kit/stimulus_features/raw/audio/bourne07_features_audio.h5 +3 -0
  9. developer_kit/stimulus_features/raw/audio/bourne08_features_audio.h5 +3 -0
  10. developer_kit/stimulus_features/raw/audio/bourne09_features_audio.h5 +3 -0
  11. developer_kit/stimulus_features/raw/audio/bourne10_features_audio.h5 +3 -0
  12. developer_kit/stimulus_features/raw/audio/figures01_features_audio.h5 +3 -0
  13. developer_kit/stimulus_features/raw/audio/figures02_features_audio.h5 +3 -0
  14. developer_kit/stimulus_features/raw/audio/figures03_features_audio.h5 +3 -0
  15. developer_kit/stimulus_features/raw/audio/figures04_features_audio.h5 +3 -0
  16. developer_kit/stimulus_features/raw/audio/figures05_features_audio.h5 +3 -0
  17. developer_kit/stimulus_features/raw/audio/figures06_features_audio.h5 +3 -0
  18. developer_kit/stimulus_features/raw/audio/figures07_features_audio.h5 +3 -0
  19. developer_kit/stimulus_features/raw/audio/figures08_features_audio.h5 +3 -0
  20. developer_kit/stimulus_features/raw/audio/figures09_features_audio.h5 +3 -0
  21. developer_kit/stimulus_features/raw/audio/figures10_features_audio.h5 +3 -0
  22. developer_kit/stimulus_features/raw/audio/figures11_features_audio.h5 +3 -0
  23. developer_kit/stimulus_features/raw/audio/figures12_features_audio.h5 +3 -0
  24. developer_kit/stimulus_features/raw/audio/friends_s01e01a_features_audio.h5 +3 -0
  25. developer_kit/stimulus_features/raw/audio/friends_s01e01b_features_audio.h5 +3 -0
  26. developer_kit/stimulus_features/raw/audio/friends_s01e02a_features_audio.h5 +3 -0
  27. developer_kit/stimulus_features/raw/audio/friends_s01e02b_features_audio.h5 +3 -0
  28. developer_kit/stimulus_features/raw/audio/friends_s01e03a_features_audio.h5 +3 -0
  29. developer_kit/stimulus_features/raw/audio/friends_s01e03b_features_audio.h5 +3 -0
  30. developer_kit/stimulus_features/raw/audio/friends_s01e04a_features_audio.h5 +3 -0
  31. developer_kit/stimulus_features/raw/audio/friends_s01e04b_features_audio.h5 +3 -0
  32. developer_kit/stimulus_features/raw/audio/friends_s01e05a_features_audio.h5 +3 -0
  33. developer_kit/stimulus_features/raw/audio/friends_s01e05b_features_audio.h5 +3 -0
  34. developer_kit/stimulus_features/raw/audio/friends_s01e06a_features_audio.h5 +3 -0
  35. developer_kit/stimulus_features/raw/audio/friends_s01e06b_features_audio.h5 +3 -0
  36. developer_kit/stimulus_features/raw/audio/friends_s01e07a_features_audio.h5 +3 -0
  37. developer_kit/stimulus_features/raw/audio/friends_s01e07b_features_audio.h5 +3 -0
  38. developer_kit/stimulus_features/raw/audio/friends_s01e08a_features_audio.h5 +3 -0
  39. developer_kit/stimulus_features/raw/audio/friends_s01e08b_features_audio.h5 +3 -0
  40. developer_kit/stimulus_features/raw/audio/friends_s01e09a_features_audio.h5 +3 -0
  41. developer_kit/stimulus_features/raw/audio/friends_s01e09b_features_audio.h5 +3 -0
  42. developer_kit/stimulus_features/raw/audio/friends_s01e10a_features_audio.h5 +3 -0
  43. developer_kit/stimulus_features/raw/audio/friends_s01e10b_features_audio.h5 +3 -0
  44. developer_kit/stimulus_features/raw/audio/friends_s01e11a_features_audio.h5 +3 -0
  45. developer_kit/stimulus_features/raw/audio/friends_s01e11b_features_audio.h5 +3 -0
  46. developer_kit/stimulus_features/raw/audio/friends_s01e12a_features_audio.h5 +3 -0
  47. developer_kit/stimulus_features/raw/audio/friends_s01e12b_features_audio.h5 +3 -0
  48. developer_kit/stimulus_features/raw/audio/friends_s01e13a_features_audio.h5 +3 -0
  49. developer_kit/stimulus_features/raw/audio/friends_s01e13b_features_audio.h5 +3 -0
  50. developer_kit/stimulus_features/raw/audio/friends_s01e14a_features_audio.h5 +3 -0
developer_kit/stimulus_features/raw/.ipynb_checkpoints/utils-checkpoint.py ADDED
@@ -0,0 +1,114 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import glob
3
+ import h5py
4
+ import numpy as np
5
+
6
+ def load_stimulus_features(root_data_dir,
7
+ modality='all',
8
+ last_season=False):
9
+ """
10
+ Load the stimulus features from the .h5 files stored for each modality
11
+ (visual, audio, language). If last_season is True, only load data for
12
+ Friends Season 7 (i.e., groups whose name starts with 's07').
13
+
14
+ Parameters
15
+ ----------
16
+ root_data_dir : str
17
+ Root data directory.
18
+ modality : str, optional
19
+ One of ['visual', 'audio', 'language', 'all']. Decides which
20
+ modality's features to load. Default is 'all'.
21
+ last_season : bool, optional
22
+ If True, only load data from Friends Season 7 (i.e., group names
23
+ that start with 's07'). Default is False.
24
+
25
+ Returns
26
+ -------
27
+ features : dict
28
+ Dictionary containing the stimulus features. The keys are
29
+ 'visual', 'audio', 'language'. Each key maps to another dict,
30
+ keyed by group name (e.g. 's07e01a'), whose value is the loaded
31
+ numpy array.
32
+
33
+ E.g.:
34
+ {
35
+ 'visual': { 's01e01a': np.ndarray, 's07e05b': np.ndarray, ... },
36
+ 'audio': { 's01e01a': np.ndarray, 's07e05b': np.ndarray, ... },
37
+ 'language': { 's01e01a': np.ndarray, 's07e05b': np.ndarray, ... }
38
+ }
39
+ """
40
+
41
+ features = {
42
+ "visual": {},
43
+ "audio": {},
44
+ "language": {}
45
+ }
46
+
47
+ # Helper function to determine if we should load a given group.
48
+ # If last_season=True, only groups starting with 's07' are kept.
49
+ # Otherwise, load all.
50
+ def should_load(group_name):
51
+ if last_season:
52
+ return group_name.startswith('s07')
53
+ return True
54
+
55
+ # -------------------------------------------------------------------------
56
+ # 1) VISUAL FEATURES
57
+ # -------------------------------------------------------------------------
58
+ if modality == 'visual' or modality == 'all':
59
+ visual_dir = os.path.join(
60
+ root_data_dir,
61
+ 'stimulus_features',
62
+ 'raw',
63
+ 'visual'
64
+ )
65
+ h5_files = sorted(glob.glob(os.path.join(visual_dir, '*.h5')))
66
+ for h5_file in h5_files:
67
+ with h5py.File(h5_file, 'r') as f:
68
+ for group_name in f.keys():
69
+ if should_load(group_name):
70
+ data = f[group_name]['visual'][...]
71
+ features['visual'][group_name] = data
72
+
73
+ # -------------------------------------------------------------------------
74
+ # 2) AUDIO FEATURES
75
+ # -------------------------------------------------------------------------
76
+ if modality == 'audio' or modality == 'all':
77
+ audio_dir = os.path.join(
78
+ root_data_dir,
79
+ 'stimulus_features',
80
+ 'raw',
81
+ 'audio'
82
+ )
83
+ h5_files = sorted(glob.glob(os.path.join(audio_dir, '*.h5')))
84
+ for h5_file in h5_files:
85
+ with h5py.File(h5_file, 'r') as f:
86
+ for group_name in f.keys():
87
+ if should_load(group_name):
88
+ data = f[group_name]['audio'][...]
89
+ features['audio'][group_name] = data
90
+
91
+ # -------------------------------------------------------------------------
92
+ # 3) LANGUAGE FEATURES
93
+ # -------------------------------------------------------------------------
94
+ if modality == 'language' or modality == 'all':
95
+ language_dir = os.path.join(
96
+ root_data_dir,
97
+ 'stimulus_features',
98
+ 'raw',
99
+ 'language'
100
+ )
101
+ h5_files = sorted(glob.glob(os.path.join(language_dir, '*.h5')))
102
+ for h5_file in h5_files:
103
+ with h5py.File(h5_file, 'r') as f:
104
+ for group_name in f.keys():
105
+ if should_load(group_name):
106
+ pooler = f[group_name]['language_pooler_output'][...]
107
+ last_hidden = f[group_name]['language_last_hidden_state'][...]
108
+ data = np.concatenate([
109
+ pooler.reshape(pooler.shape[0], -1),
110
+ last_hidden.reshape(last_hidden.shape[0], -1)
111
+ ], axis=1)
112
+ features['language'][group_name] = data
113
+
114
+ return features
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