Hugging Face's logo

Datasets:
VideoMemBench
/
data

Tasks:
Video-Text-to-Text
Visual Question Answering
Modalities:
Text
Video
Formats:
json
Languages:
English
Size:
< 1K
ArXiv:
Tags:
video
multi-turn
memory
benchmark
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
VideoMemBench commited on
Commit
a3dbe26
·
0 Parent(s):

Dataset release

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. .gitattributes +60 -0
  2. README.md +103 -0
  3. annotations.jsonl +0 -0
  4. videos/videomembench-1.mp4 +3 -0
  5. videos/videomembench-10.mp4 +3 -0
  6. videos/videomembench-100.mp4 +3 -0
  7. videos/videomembench-101.mp4 +3 -0
  8. videos/videomembench-102.mp4 +3 -0
  9. videos/videomembench-103.mp4 +3 -0
  10. videos/videomembench-104.mp4 +3 -0
  11. videos/videomembench-105.mp4 +3 -0
  12. videos/videomembench-106.mp4 +3 -0
  13. videos/videomembench-107.mp4 +3 -0
  14. videos/videomembench-108.mp4 +3 -0
  15. videos/videomembench-109.mp4 +3 -0
  16. videos/videomembench-11.mp4 +3 -0
  17. videos/videomembench-110.mp4 +3 -0
  18. videos/videomembench-111.mp4 +3 -0
  19. videos/videomembench-112.mp4 +3 -0
  20. videos/videomembench-113.mp4 +3 -0
  21. videos/videomembench-114.mp4 +3 -0
  22. videos/videomembench-115.mp4 +3 -0
  23. videos/videomembench-116.mp4 +3 -0
  24. videos/videomembench-117.mp4 +3 -0
  25. videos/videomembench-118.mp4 +3 -0
  26. videos/videomembench-119.mp4 +3 -0
  27. videos/videomembench-12.mp4 +3 -0
  28. videos/videomembench-120.mp4 +3 -0
  29. videos/videomembench-121.mp4 +3 -0
  30. videos/videomembench-122.mp4 +3 -0
  31. videos/videomembench-123.mp4 +3 -0
  32. videos/videomembench-124.mp4 +3 -0
  33. videos/videomembench-125.mp4 +3 -0
  34. videos/videomembench-126.mp4 +3 -0
  35. videos/videomembench-127.mp4 +3 -0
  36. videos/videomembench-128.mp4 +3 -0
  37. videos/videomembench-129.mp4 +3 -0
  38. videos/videomembench-13.mp4 +3 -0
  39. videos/videomembench-130.mp4 +3 -0
  40. videos/videomembench-131.mp4 +3 -0
  41. videos/videomembench-132.mp4 +3 -0
  42. videos/videomembench-133.mp4 +3 -0
  43. videos/videomembench-134.mp4 +3 -0
  44. videos/videomembench-135.mp4 +3 -0
  45. videos/videomembench-136.mp4 +3 -0
  46. videos/videomembench-137.mp4 +3 -0
  47. videos/videomembench-138.mp4 +3 -0
  48. videos/videomembench-139.mp4 +3 -0
  49. videos/videomembench-14.mp4 +3 -0
  50. videos/videomembench-140.mp4 +3 -0
.gitattributes ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.avro filter=lfs diff=lfs merge=lfs -text
4
+ *.bin filter=lfs diff=lfs merge=lfs -text
5
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
6
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
7
+ *.ftz filter=lfs diff=lfs merge=lfs -text
8
+ *.gz filter=lfs diff=lfs merge=lfs -text
9
+ *.h5 filter=lfs diff=lfs merge=lfs -text
10
+ *.joblib filter=lfs diff=lfs merge=lfs -text
11
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
12
+ *.lz4 filter=lfs diff=lfs merge=lfs -text
13
+ *.mds filter=lfs diff=lfs merge=lfs -text
14
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
15
+ *.model filter=lfs diff=lfs merge=lfs -text
16
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
17
+ *.npy filter=lfs diff=lfs merge=lfs -text
18
+ *.npz filter=lfs diff=lfs merge=lfs -text
19
+ *.onnx filter=lfs diff=lfs merge=lfs -text
20
+ *.ot filter=lfs diff=lfs merge=lfs -text
21
+ *.parquet filter=lfs diff=lfs merge=lfs -text
22
+ *.pb filter=lfs diff=lfs merge=lfs -text
23
+ *.pickle filter=lfs diff=lfs merge=lfs -text
24
+ *.pkl filter=lfs diff=lfs merge=lfs -text
25
+ *.pt filter=lfs diff=lfs merge=lfs -text
26
+ *.pth filter=lfs diff=lfs merge=lfs -text
27
+ *.rar filter=lfs diff=lfs merge=lfs -text
28
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
29
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
30
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
31
+ *.tar filter=lfs diff=lfs merge=lfs -text
32
+ *.tflite filter=lfs diff=lfs merge=lfs -text
33
+ *.tgz filter=lfs diff=lfs merge=lfs -text
34
+ *.wasm filter=lfs diff=lfs merge=lfs -text
35
+ *.xz filter=lfs diff=lfs merge=lfs -text
36
+ *.zip filter=lfs diff=lfs merge=lfs -text
37
+ *.zst filter=lfs diff=lfs merge=lfs -text
38
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
39
+ # Audio files - uncompressed
40
+ *.pcm filter=lfs diff=lfs merge=lfs -text
41
+ *.sam filter=lfs diff=lfs merge=lfs -text
42
+ *.raw filter=lfs diff=lfs merge=lfs -text
43
+ # Audio files - compressed
44
+ *.aac filter=lfs diff=lfs merge=lfs -text
45
+ *.flac filter=lfs diff=lfs merge=lfs -text
46
+ *.mp3 filter=lfs diff=lfs merge=lfs -text
47
+ *.ogg filter=lfs diff=lfs merge=lfs -text
48
+ *.wav filter=lfs diff=lfs merge=lfs -text
49
+ # Image files - uncompressed
50
+ *.bmp filter=lfs diff=lfs merge=lfs -text
51
+ *.gif filter=lfs diff=lfs merge=lfs -text
52
+ *.png filter=lfs diff=lfs merge=lfs -text
53
+ *.tiff filter=lfs diff=lfs merge=lfs -text
54
+ # Image files - compressed
55
+ *.jpg filter=lfs diff=lfs merge=lfs -text
56
+ *.jpeg filter=lfs diff=lfs merge=lfs -text
57
+ *.webp filter=lfs diff=lfs merge=lfs -text
58
+ # Video files - compressed
59
+ *.mp4 filter=lfs diff=lfs merge=lfs -text
60
+ *.webm filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,103 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-nc-sa-4.0
3
+ language:
4
+ - en
5
+ pretty_name: VideoMemBench
6
+ task_categories:
7
+ - video-text-to-text
8
+ - visual-question-answering
9
+ size_categories:
10
+ - n<1K
11
+ tags:
12
+ - video
13
+ - multi-turn
14
+ - memory
15
+ - benchmark
16
+ configs:
17
+ - config_name: default
18
+ data_files:
19
+ - split: test
20
+ path: annotations.jsonl
21
+ ---
22
+
23
+ # VideoMemBench
24
+
25
+ VideoMemBench is a benchmark of multi-turn video dialogues in which later questions can only be answered
26
+ by remembering what earlier turns established. Each dialogue is grounded in one video. A dependent turn
27
+ refers back to earlier turns either through a scene or entity they established (episodic dependency) or
28
+ through their answers (answer dependency).
29
+
30
+ ## Statistics
31
+
32
+ | | |
33
+ |---|---|
34
+ | Videos / dialogues | 326 |
35
+ | Turns | 2,476 (open-ended 1,709, multiple-choice 603, true/false 164) |
36
+ | Independent / dependent turns | 1,089 / 1,387 |
37
+ | Typed dependencies | 1,794 (episodic 1,200, answer 594) |
38
+ | Turns with multiple parents | 348 (two parents 289, three parents 59) |
39
+ | Turns per dialogue | 4 to 21 (mean 7.6) |
40
+ | Total video duration | about 154 hours (mean 28.4 minutes, longest 23.47 hours) |
41
+
42
+ ## Files
43
+
44
+ ```
45
+ annotations.jsonl one dialogue per line
46
+ videos/videomembench-1.mp4 ... videomembench-326.mp4
47
+ ```
48
+
49
+ ## Data format
50
+
51
+ ```json
52
+ {"video_id": "videomembench-1", "video_name": "videomembench-1.mp4", "video_path": "videos/videomembench-1.mp4",
53
+ "dialogue": [
54
+ {"turn_id": "T1", "type": "open_structured", "dependency": null,
55
+ "question": "...", "options": null, "answer": "..."},
56
+ {"turn_id": "T2", "type": "multi_choice_question",
57
+ "dependency": {"depends_on": ["T1"], "dep_type": {"T1": "episodic"}},
58
+ "question": "...", "options": {"A": "...", "B": "...", "C": "...", "D": "..."}, "answer": "C"}
59
+ ]}
60
+ ```
61
+
62
+ | Field | Description |
63
+ |---|---|
64
+ | `turn_id` | Turn index within the dialogue (`T1`, `T2`, ...) |
65
+ | `type` | `multi_choice_question`, `true_or_false_question` or `open_structured` |
66
+ | `dependency` | `null` for an independent turn; otherwise `depends_on` lists the parent turns and `dep_type` maps each parent to `episodic` or `answer` |
67
+ | `question` | Question text |
68
+ | `options` | Four to eight lettered options for multiple-choice turns; `null` otherwise |
69
+ | `answer` | Option letter, `True` / `False`, or a free-form reference answer |
70
+
71
+ An `answer` dependency means the turn needs the parent turn's correct answer. An `episodic` dependency
72
+ means the turn returns to a scene or entity established in the parent turn.
73
+
74
+ ## Evaluation
75
+
76
+ Each dialogue is replayed as one conversation. 128 frames are sampled uniformly, resized to at most 512 px
77
+ on the longer side and sent once in the first user message; the model's own earlier answers stay in the
78
+ history. Multiple-choice and true/false turns are scored by rule, and open-ended turns by an LLM judge
79
+ against the reference answer. Evaluation code: https://anonymous.4open.science/r/VideoMemBench-4C21
80
+
81
+ ## License and terms of use
82
+
83
+ - The annotations (questions, options, answers and dependency labels) are released under
84
+ [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).
85
+ - The videos are not covered by this license. They are collected from publicly available video datasets
86
+ and online video platforms, as described in the accompanying paper. VideoMemBench does not own the
87
+ videos; copyright remains with the original creators and data providers, and each video remains subject
88
+ to the license and terms of use of its original source. When using the videos, please also comply with
89
+ those licenses and terms.
90
+ - VideoMemBench is provided for non-commercial academic research only. Commercial use of any part of it
91
+ is prohibited.
92
+ - VideoMemBench is intended for evaluation. Please do not use it for model training.
93
+ - If you hold rights to a video, or a video shows you and you want it removed, please open a discussion in
94
+ the Community tab of this repository and we will remove it promptly.
95
+
96
+ ## Privacy
97
+
98
+ Videos taken from existing datasets keep any anonymization applied by their original creators, such as
99
+ face blurring.
100
+
101
+ ## Citation
102
+
103
+ Citation information will be added after the review period.
annotations.jsonl ADDED
The diff for this file is too large to render. See raw diff
 
videos/videomembench-1.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5ef4aea0fe00b50f481ace38f1b1e86cdd432a3113f5e65a469707a494ca4e10
3
+ size 206602377
videos/videomembench-10.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ca092995102d50d89c8efe61ec1cd468854fb56bd28177ac48c2daac60811709
3
+ size 1808014
videos/videomembench-100.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf6a5edd7ba9ca3fadc2bde6bca95d4fb79aa9e0135c211ab95b5df473714783
3
+ size 330568424
videos/videomembench-101.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0e729774901172378c1dadeaa6c379e3b4d02107279e142d165068961f071dec
3
+ size 6416131
videos/videomembench-102.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7534ad748650c7959672f0520e6d970907032b379ea7fe67f7b04edf1988140f
3
+ size 191243780
videos/videomembench-103.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fa0515f560e957d4db9eeeb4e59dd265c362f32be5acd5f6e6595f64c9374dfa
3
+ size 109514134
videos/videomembench-104.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9a66e57396ad7348007f17e61910784049580abe0316e1d76e80b80dbee96c04
3
+ size 808544623
videos/videomembench-105.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:33bf8199dc643b0b1fd6dc2a65e8c7f01f4b7ab87a831e0a5291385f6218d8fc
3
+ size 34997388
videos/videomembench-106.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d490820a74e4186d376eeea70b2473d34c8031058d1677cbf7dd783b3250000c
3
+ size 3389588
videos/videomembench-107.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c7db6ea7fd918740080544aad79c966e1497e34481eed5cf0df9a23bda789217
3
+ size 122328436
videos/videomembench-108.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1a3a348125a2f2e6271ce80ec5982cb183d8f0faf9b41167a73d24c481485227
3
+ size 23932313
videos/videomembench-109.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e19ffb5a59f4d3659a729d68260fa5c95f6416da93c8f317f7f27d5fe4d47a69
3
+ size 242632607
videos/videomembench-11.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dd5c9f701602dc4734017e4a881b30a80300752672815c9ecc3b4a678834672e
3
+ size 37245157
videos/videomembench-110.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:099042d4e22040145ae774edb4eda5a23d18d5620ab0f4b78650525214fe4c8d
3
+ size 431822608
videos/videomembench-111.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4e6cf3ecb3aaf978554fa8c3465458b4255e8d8c897f42e2453a61e28b980311
3
+ size 76826301
videos/videomembench-112.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3630469810e9ca6884538ce2a0859bee569e13d18f0a5b886c564e707bee95df
3
+ size 736021647
videos/videomembench-113.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe4e7eb7ef9fd99c9ec309b95457a7e8998f1c602a157dc452306184c0c889da
3
+ size 236118885
videos/videomembench-114.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:02d7250d5b4ac8e9f6f8388d50f93f79eedcb8b056ded425153985df1669e469
3
+ size 15239623
videos/videomembench-115.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bc139af1746369a3461ef6d69be0553597ecb4438b68041db0eb004a7e00dcdd
3
+ size 60418676
videos/videomembench-116.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:11b61634906748221ca6a88c3e09cce76cb0003a503d0a3bf0c151de8c874ced
3
+ size 24334034
videos/videomembench-117.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cff336373cf5449281348816c849e0e9516ef4e72eee326a4a851f257a0b3db8
3
+ size 11197604
videos/videomembench-118.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:db9ec614e5795fb1b8ef857a51ec556559ed0992c6b171b6e157f7840f2f5abb
3
+ size 5132127
videos/videomembench-119.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0541b5a406b3b04db9219e2556087e373bb9a6131f14bcd02ad9f89dff97f3c8
3
+ size 12056384
videos/videomembench-12.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:358ca524754903d6a8e931abd69d9383c59375d191f1055dad4dea3686a25ce8
3
+ size 428589676
videos/videomembench-120.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:28d12d9dd26da329234667215a9c1fbf833d417ee013abd0aee73cd11a4d60ce
3
+ size 21634
videos/videomembench-121.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:353190b796d4f83a8031d6da39f9dc6b39dcf950895ffc0727dfb51682857a47
3
+ size 23831706
videos/videomembench-122.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5eef73ff1f3a7fe8b2b44cfae6f89a3a9984749b7beb8b24d4d4642d735c9bed
3
+ size 1064124634
videos/videomembench-123.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:81bd54a90951cedfb541cda84a51bf406873324f2897ad6c37314535050a6950
3
+ size 1105668641
videos/videomembench-124.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c13db0125937b3c3f9fd185864dce40ff25395b67c80b92dd977447cbf15b088
3
+ size 67085109
videos/videomembench-125.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c6f9de57d69afbafdc0061ba67cb58aebcbc5a062edf58a6d5757044b0dc5246
3
+ size 31832
videos/videomembench-126.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1621e3826412387f1ee55769e2f0a6fc50c51ee9864a22c00a18940e4f683e9a
3
+ size 1944402
videos/videomembench-127.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fdbb15870bfcfb113a16fdeac6c61466542fa62e4838b21150346fe7b3b4b333
3
+ size 51155367
videos/videomembench-128.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c39808d8023e8c64b72e3d2a01d779eaa637ff9a71f74dc733c3b9437a73ce8d
3
+ size 18995431
videos/videomembench-129.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:16c5bf4f0388af7044a3dedddb801778822a0649bd7a3ee725cca4d9890419c2
3
+ size 3396794
videos/videomembench-13.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e4d3dbfe61956633df3fdceff0c90d54f35fb8abe6208521fcbdeb6938e560a7
3
+ size 2798118
videos/videomembench-130.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e6794d13b4a638dd0a1d8cb4e469c79d4cd5b6f25a8a3c185df4ef893fd639eb
3
+ size 206209410
videos/videomembench-131.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:25f746c93b8f402a158894050199f6e8e7aae88e709bd044dc652167db87e3e1
3
+ size 232296081
videos/videomembench-132.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a7f36af7114a20de2f09dde6c5d4ae53e02c2620d4ea39d1f1ea9fca0b110b2c
3
+ size 13539494
videos/videomembench-133.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fb8961735d6cb8a1912ee7d34f4bf7b4b7a18885badb060b978d79517ae2d58f
3
+ size 187566207
videos/videomembench-134.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3511ae2f139464abf876516049078231bda0f3d83f96e8496ce3241f86d5e96
3
+ size 261471
videos/videomembench-135.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:74ebebfec2f46a68077ef0990cc149cc4ae2763869d16594690ca3f0bb5f02e7
3
+ size 464771846
videos/videomembench-136.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ea43a36715796a21c9bc4043739720962e07ad18b11bdfb46180c5d2724cb99b
3
+ size 96910518
videos/videomembench-137.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6f9165e5cfeaa87b16287009e8ec241b65869b954fb113256a949a5cbb050d3d
3
+ size 58794759
videos/videomembench-138.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4289915a53f1d34e52c682e4d1cd4da6124ad3202e09488ffffeafc2a69d6ae8
3
+ size 193686869
videos/videomembench-139.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:da4fb62d787e2883968d7b56a6ff7f490f9ef96cd0e3b6ebe864464d140170ab
3
+ size 385012390
videos/videomembench-14.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ac34d2c840dcc1256dc6a463389fe8e182a10869363171905568bc979b2a27b1
3
+ size 119962197
videos/videomembench-140.mp4 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c9309ef5fae34ed7498def167e4de088d59b881f6962f5f96abec6ee89c78e0a
3
+ size 8507851