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.gitattributes

@@ -8,6 +8,8 @@
 *.h5 filter=lfs diff=lfs merge=lfs -text
 *.joblib filter=lfs diff=lfs merge=lfs -text
 *.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
 *.mlmodel filter=lfs diff=lfs merge=lfs -text
 *.model filter=lfs diff=lfs merge=lfs -text
 *.msgpack filter=lfs diff=lfs merge=lfs -text
@@ -33,3 +35,29 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+datasets/HIHD/annotations/HIHD_metadata.csv filter=lfs diff=lfs merge=lfs -text
+datasets/HIHD/annotations/youtube_links.txt filter=lfs diff=lfs merge=lfs -text
+datasets/shot2story/annotations/dvc_train-human_anno-0.25_0.5_earlier.json filter=lfs diff=lfs merge=lfs -text
+datasets/shot2story/annotations/magqa_train-0.25_0.5-earlier.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,28 @@
+---
+license: mit
+language:
+- en
+pretty_name: anon
+---
+# aha-annotationsv1
+## Dataset Description
+
+This repo contains the dataset **anon-annotationsv1**, which is used for training **anon**, and benchmarks for evaluating **anon**. The data distribution of anon-annotationsv1 is as follows:
+
+
+<!-- - HIHD
+  - [HIHD](https://github.com/MRHiSum/MR.HiSum/tree/main): 31892 examples (not all of them used)
+- Dense Captioning
+  - [Shot2Story](https://github.com/bytedance/Shot2Story): 36949 examples from human_anno subset
+  - [COIN](https://coin-dataset.github.io/): 4574 examples from the train set with 2-4 minutes videos
+- Multi-Answer Grounded Video Question Answering (MAGQA)
+  - The proposed dataset for Multi-Answer Grounded Video Question Answering (MAGQA), **Shot2Story-MAGQA-39k**, is also included in this repository. Its training set is `shot2story/annotations/magqa_train-0.25_0.5-earlier.json`, and its test set is `shot2story/annotations/magqa_test.json`. This dataset is generated from the [MMDuet](https://huggingface.co/datasets/wangyueqian/MMDuetIT) work, please refer to their work for the details. -->
+
+Please refer our github page for the usage.
+
+## Related Resources
+
+
+
+
+

datasets/.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+shot2story/annotations/dvc_train-human_anno-0.25_0.5_earlier.json filter=lfs diff=lfs merge=lfs -text
+shot2story/annotations/magqa_train-0.25_0.5-earlier.json filter=lfs diff=lfs merge=lfs -text

datasets/HIHD/annotations/HIHD_metadata.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:53527510a548f8256fda853c22d0a884a57b82649305051a0ea7b753bbaf9b7b
+size 113637566

datasets/coin/annotations/test_train-0.25_0.5_earlier-120s_240s.json

@@ -0,0 +1,22 @@
+{
+    "JTmzWWU7s1M.mp4": {
+        "0": [
+            {
+                "time": 176.25423069839505,
+                "text": "put the melted soap block into the vessel",
+                "timespan": [
+                    172.0,
+                    179.0
+                ]
+            },
+            {
+                "time": 181.3645672401643,
+                "text": "take out after freezing",
+                "timespan": [
+                    180.0,
+                    182.0
+                ]
+            }
+        ]
+    }
+}

datasets/download_tools/coin_download.py

@@ -0,0 +1,56 @@
+## Pre-requisities: run 'pip install youtube-dl' to install the youtube-dl package.
+## Specify your location of output videos and input json file.
+import json
+import os
+import yt_dlp
+from tqdm import tqdm
+
+output_path = '/data/coin/videos'
+json_path = 'datasets/download_tools/coin_files.json'
+cookies_file_location = "datasets/download_tools/cookies.txt"
+
+if not os.path.exists(output_path):
+	os.mkdir(output_path)
+	
+data = json.load(open(json_path, 'r'))['database']
+youtube_ids = list(data.keys())
+
+
+def dwl_vid(video_url, save_path, filename):
+    
+    if os.path.exists(f"{save_path}/{filename}.mp4"):
+        print("Skipping, yt")
+        return
+    
+    ydl_opts = {
+        'format': 'bestvideo+bestaudio/best',  # Combine the best video and audio streams
+        'outtmpl': f'{save_path}/{filename}.%(ext)s',       # Custom filename template
+        'cookiefile': cookies_file_location,
+        "cachedir": False,
+        'postprocessors': [{
+            'key': 'FFmpegVideoConvertor',    # Convert video format
+            'preferedformat': 'mp4',          # Convert to MP4
+        }],
+        'quiet': True,             # Suppresses all output messages
+        'no_warnings': True,  
+    }
+    with yt_dlp.YoutubeDL(ydl_opts) as ydl:
+        ydl.download([video_url])
+
+
+for youtube_id in tqdm(data):
+	info = data[youtube_id]
+	type = info['recipe_type']
+	url = info['video_url']
+	vid_loc = output_path
+	if not os.path.exists(vid_loc):
+		os.mkdir(vid_loc)
+	try:
+		dwl_vid(url, output_path, youtube_id)
+	except Exception as e:
+		print(e)
+	# os.system('youtube-dl -o ' + vid_loc + '/' + youtube_id + '.mp4' + ' -f best ' + url)
+	
+	# To save disk space, you could download the best format available 
+	# 	but not better that 480p or any other qualities optinally
+	# See https://askubuntu.com/questions/486297/how-to-select-video-quality-from-youtube-dl

datasets/download_tools/hisum_download.py

@@ -0,0 +1,53 @@
+import os, csv
+from tqdm import tqdm
+import yt_dlp
+import json
+import shutil
+
+
+def dwl_vid(video_url, save_path, filename, cookies_path):
+    
+    if os.path.exists(f"{save_path}/{filename}.mp4"):
+        print("Skipping, yt")
+        return
+    
+    ydl_opts = {
+        'format': 'bestvideo+bestaudio/best',  # Combine the best video and audio streams
+        'outtmpl': f'{save_path}/{filename}.%(ext)s',       # Custom filename template
+        'cookiefile': cookies_path,
+        "cachedir": False,
+        'postprocessors': [{
+            'key': 'FFmpegVideoConvertor',    # Convert video format
+            'preferedformat': 'mp4',          # Convert to MP4
+        }],
+        'quiet': True,             # Suppresses all output messages
+        'no_warnings': True,  
+    }
+    with yt_dlp.YoutubeDL(ydl_opts) as ydl:
+        ydl.download([video_url])
+
+
+lookup_paths = ["/data/videos/", "/data/coin/videos/"]
+video_path = "/data/yt8m/videos"
+os.makedirs(video_path, exist_ok=True)
+cookies_path = "datasets/download_tools/cookies.txt"
+metadata_path = "datasets/download_tools/mr_hisum_metadata.csv"
+youtube_ids = []
+with open(metadata_path, newline='') as csvfile:
+    reader = csv.reader(csvfile)
+    next(reader)  # Skip the header row
+    reader = list(reader)[15000:]
+    print(len(reader))
+    for row in tqdm(reader):
+        video_name = f"{row[3]}.mp4"
+        # for path in lookup_paths:
+        #     if os.path.exists(os.path.join(path, video_name)):
+        #         shutil.copy(os.path.join(path, video_name), os.path.join(video_path, video_name))
+        #         print(os.path.join(path, video_name), os.path.join(video_path, video_name))
+        # Assuming the youtube_id is the 4th column (index 3)
+        youtube_ids.append(row[3])
+        video_link = "https://www.youtube.com/watch?v=" + row[3]
+        try:
+            dwl_vid(video_link, video_path, row[3], cookies_path)
+        except Exception as e:
+            print("Error with video" + row[3] + str(e))

datasets/download_tools/mr_hisum_crawler.py

@@ -0,0 +1,126 @@
+import requests
+from bs4 import BeautifulSoup
+import re
+import csv
+import json
+import os
+from tqdm import tqdm
+import argparse
+
+def getYoutubeDescription(youtube_id):
+    url = f'https://www.youtube.com/watch?v={youtube_id}'
+    response = requests.get(url, timeout=10).text
+    soup = BeautifulSoup(response, 'html.parser')
+    
+    data_match = re.search(r'var ytInitialData = ({.*?});', soup.prettify())
+    
+    if not data_match:
+        print("Failed to find ytInitialData. The video might be unavailable.")
+        return None
+
+    data = json.loads(data_match.group(1))
+    # print(data['contents']['twoColumnWatchNextResults']['results']['results']['contents'])
+
+    try:
+        # description = data['contents']['twoColumnWatchNextResults']['results']['results']['contents'][1] \
+        #     ['videoSecondaryInfoRenderer']['attributedDescription']['content']
+        title = data['contents']['twoColumnWatchNextResults']['results']['results']['contents'][0] \
+            ['videoPrimaryInfoRenderer']['title']['runs'][0]['text']
+        return title
+    except Exception as e:
+        print("Description not found or the structure has changed.")
+        return None
+
+def save_csv(rows, fieldnames, output_file):
+    with open(output_file, mode='w', newline='', encoding='utf-8') as csvfile:
+        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
+        writer.writeheader()
+        writer.writerows(rows)
+    
+def parse_labels(labels_str):
+    trimmed = labels_str.strip()[1:-1].strip()
+    # If the string is empty, return an empty list.
+    if not trimmed:
+        return []
+    return [int(label) for label in trimmed.split()]
+
+
+def crawl():
+    input_file = "mr_hisum_metadata.csv"
+    output_file = "../hisum/annotations/mr_hisum_metadata.csv"
+    vocab_file = "vocabulary.csv"
+    backup_file = "../hisum/annotations/hisum_metadata_backup.csv"
+    # video_id = args.vid
+    NEW_COL = "title"
+
+    processed_count = 0
+    all_rows = []
+    
+    # If the output file already exists, load its rows into a dictionary keyed by video_id.
+    processed_dict = {}
+    if os.path.exists(output_file):
+        with open(output_file, mode='r', newline='', encoding='utf-8') as csvfile:
+            reader = csv.DictReader(csvfile)
+            for row in reader:
+                processed_dict[row['youtube_id']] = row
+
+    label_dict = {}
+    with open(vocab_file, mode="r", newline='', encoding='utf-8') as csvfile:
+        reader = csv.DictReader(csvfile)
+        for row in reader:
+            label_dict[int(row["Index"])] = row["Name"]
+
+    failed = 0
+
+    # Open the original CSV file.
+    with open(input_file, mode='r', newline='', encoding='utf-8') as csvfile:
+        reader = csv.DictReader(csvfile)
+        fieldnames = reader.fieldnames if reader.fieldnames else []
+        # Ensure our new column is in the header.
+        if NEW_COL not in fieldnames:
+            fieldnames.append(NEW_COL)
+        
+        for row in tqdm(reader):
+            vid = row['youtube_id']
+            
+            # If the row is already processed in our output file, use it.
+
+            if vid in processed_dict:
+                # print("exist, skipping")
+                all_rows.append(processed_dict[vid])
+            else:
+                labels = parse_labels(row["labels"])
+                labels = [label_dict[x] for x in labels]
+                # Process the row by adding a new column value.
+             
+                title = getYoutubeDescription(vid)
+                if title:
+                    row[NEW_COL] = title
+                else:
+                    row[NEW_COL] = ""
+                row["labels"] = labels
+                processed_count += 1
+                all_rows.append(row)
+                processed_dict[vid] = row  # Update our dictionary.
+                
+                # Every 10 newly processed rows, write the output file.
+                if processed_count % 100 == 0:
+                    save_csv(all_rows, fieldnames, output_file)
+                    print(f"Saved file after processing {processed_count} new rows.")
+                if processed_count % 1000 == 0:
+                    save_csv(all_rows, fieldnames, backup_file)
+
+    # Final save after processing all rows.
+    save_csv(all_rows, fieldnames, output_file)
+    print("Final save complete.")
+
+if __name__ == "__main__":
+    tries = 0
+    while tries < 100:
+        try:
+            crawl()
+        except Exception as e:
+            print(e)
+            print(f"Try number: {tries}")
+            tries += 1
+    

datasets/hisum/annotations/test_split.json

@@ -0,0 +1,4010 @@
+{
+    "train_keys": [
+        "video_10050",
+        "video_23626"
+    ],
+    "val_keys": [
+        "video_12904",
+        "video_18749",
+        "video_15980",
+        "video_30188",
+        "video_24745",
+        "video_13155",
+        "video_19707",
+        "video_6319",
+        "video_24335",
+        "video_28152",
+        "video_12867",
+        "video_22211",
+        "video_9424",
+        "video_20274",
+        "video_16274",
+        "video_22515",
+        "video_25545",
+        "video_10299",
+        "video_5700",
+        "video_4193",
+        "video_5489",
+        "video_8972",
+        "video_14865",
+        "video_6150",
+        "video_15131",
+        "video_4600",
+        "video_30393",
+        "video_9314",
+        "video_6700",
+        "video_22884",
+        "video_5201",
+        "video_30462",
+        "video_27157",
+        "video_23284",
+        "video_5627",
+        "video_26625",
+        "video_5569",
+        "video_19356",
+        "video_322",
+        "video_24213",
+        "video_18399",
+        "video_31099",
+        "video_31819",
+        "video_6768",
+        "video_28090",
+        "video_6051",
+        "video_16959",
+        "video_13549",
+        "video_26803",
+        "video_22428",
+        "video_1803",
+        "video_9799",
+        "video_8356",
+        "video_30613",
+        "video_456",
+        "video_8151",
+        "video_29487",
+        "video_25844",
+        "video_26869",
+        "video_29980",
+        "video_598",
+        "video_5885",
+        "video_27933",
+        "video_13343",
+        "video_15499",
+        "video_12762",
+        "video_7607",
+        "video_15863",
+        "video_24112",
+        "video_6757",
+        "video_8715",
+        "video_10181",
+        "video_10184",
+        "video_15490",
+        "video_9071",
+        "video_31788",
+        "video_17004",
+        "video_8760",
+        "video_18900",
+        "video_28802",
+        "video_2871",
+        "video_4275",
+        "video_13982",
+        "video_30745",
+        "video_14637",
+        "video_26710",
+        "video_11382",
+        "video_30162",
+        "video_31623",
+        "video_5998",
+        "video_21990",
+        "video_14170",
+        "video_15121",
+        "video_16190",
+        "video_1168",
+        "video_22057",
+        "video_26088",
+        "video_4350",
+        "video_29874",
+        "video_28055",
+        "video_25000",
+        "video_30884",
+        "video_30202",
+        "video_30965",
+        "video_2499",
+        "video_27897",
+        "video_8662",
+        "video_16830",
+        "video_1460",
+        "video_18915",
+        "video_1438",
+        "video_26008",
+        "video_5306",
+        "video_26183",
+        "video_18274",
+        "video_10368",
+        "video_28653",
+        "video_2755",
+        "video_30150",
+        "video_5790",
+        "video_17233",
+        "video_6599",
+        "video_24795",
+        "video_26427",
+        "video_6436",
+        "video_20557",
+        "video_24746",
+        "video_29237",
+        "video_19250",
+        "video_4651",
+        "video_670",
+        "video_24913",
+        "video_31515",
+        "video_6023",
+        "video_1919",
+        "video_5159",
+        "video_8457",
+        "video_29276",
+        "video_31173",
+        "video_8393",
+        "video_26465",
+        "video_27545",
+        "video_2164",
+        "video_13521",
+        "video_14539",
+        "video_6335",
+        "video_25264",
+        "video_15334",
+        "video_19572",
+        "video_9957",
+        "video_16223",
+        "video_7215",
+        "video_4136",
+        "video_5901",
+        "video_28265",
+        "video_6576",
+        "video_20682",
+        "video_5914",
+        "video_18009",
+        "video_3609",
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+        "video_2635",
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+        "video_18329",
+        "video_7261",
+        "video_30605",
+        "video_7029",
+        "video_22403",
+        "video_22516",
+        "video_6136",
+        "video_20970",
+        "video_15086",
+        "video_2001",
+        "video_1839",
+        "video_28661",
+        "video_9111",
+        "video_5464",
+        "video_7305",
+        "video_17521",
+        "video_4330",
+        "video_15845",
+        "video_29139",
+        "video_21499",
+        "video_15426",
+        "video_12853",
+        "video_10142",
+        "video_10650",
+        "video_7223",
+        "video_18564",
+        "video_13283",
+        "video_27359",
+        "video_21992",
+        "video_28378",
+        "video_25450",
+        "video_18451",
+        "video_9410",
+        "video_20336",
+        "video_25380",
+        "video_20892",
+        "video_13309",
+        "video_31277",
+        "video_13846",
+        "video_11071",
+        "video_22798",
+        "video_16169",
+        "video_1424",
+        "video_18937",
+        "video_2813",
+        "video_21993",
+        "video_12458",
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