Upload BertForSequenceClassification

README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure 
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+
+

config.json

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+{
+  "_name_or_path": "D:/datascience/Gen-AI/text-classification-model-IAB-list",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Travel",
+    "1": "Books & Literature",
+    "2": "Hobbies & Leisure",
+    "3": "Outdoors",
+    "4": "Hiking & Camping",
+    "5": "Sports",
+    "6": "Team Sports",
+    "7": "Soccer",
+    "8": "Autos & Vehicles",
+    "9": "Motor Vehicles (By Type)",
+    "10": "Off-Road Vehicles",
+    "11": "Business & Industrial",
+    "12": "Construction & Maintenance",
+    "13": "Building Materials & Supplies",
+    "14": "Arts & Entertainment",
+    "15": "Home & Garden",
+    "16": "Home Furnishings",
+    "17": "Online Communities",
+    "18": "Fishing",
+    "19": "Science",
+    "20": "Special Occasions",
+    "21": "Shopping",
+    "22": "Apparel",
+    "23": "Clothing Accessories",
+    "24": "People & Society",
+    "25": "Religion & Belief",
+    "26": "Law & Government",
+    "27": "Public Safety",
+    "28": "Reference",
+    "29": "Language Resources",
+    "30": "Foreign Language Resources",
+    "31": "Business Services",
+    "32": "E-Commerce Services",
+    "33": "Beauty & Fitness",
+    "34": "Face & Body Care",
+    "35": "Make-Up & Cosmetics",
+    "36": "Visual Art & Design",
+    "37": "Tourist Destinations",
+    "38": "Home Improvement",
+    "39": "Home & Interior Decor",
+    "40": "Legal",
+    "41": "Legal Services",
+    "42": "Jobs & Education",
+    "43": "Education",
+    "44": "Primary & Secondary Schooling (K-12)",
+    "45": "Health",
+    "46": "Substance Abuse",
+    "47": "Directories & Listings",
+    "48": "Business & Personal Listings",
+    "49": "Computers & Electronics",
+    "50": "Agriculture & Forestry",
+    "51": "Blogging Resources & Services",
+    "52": "Comics & Animation",
+    "53": "Comics",
+    "54": "Electronics & Electrical",
+    "55": "Electronic Components",
+    "56": "Music & Audio",
+    "57": "Rock Music",
+    "58": "Social Networks",
+    "59": "News",
+    "60": "Social Issues & Advocacy",
+    "61": "Charity & Philanthropy",
+    "62": "Games",
+    "63": "Gambling",
+    "64": "Colleges & Universities",
+    "65": "Food & Drink",
+    "66": "Food",
+    "67": "Baked Goods",
+    "68": "Construction & Power Tools",
+    "69": "TV & Video",
+    "70": "Movies",
+    "71": "Adult",
+    "72": "Computer & Video Games",
+    "73": "Online Media",
+    "74": "Finance",
+    "75": "Consumer Resources",
+    "76": "Coupons & Discount Offers",
+    "77": "Anime & Manga",
+    "78": "Casual Apparel",
+    "79": "Standardized & Admissions Tests",
+    "80": "Painting",
+    "81": "Internet & Telecom",
+    "82": "Web Services",
+    "83": "Web Design & Development",
+    "84": "Cooking & Recipes",
+    "85": "Transportation & Logistics",
+    "86": "Mail & Package Delivery",
+    "87": "Home Appliances",
+    "88": "Office Supplies",
+    "89": "Bed & Bath",
+    "90": "Hospitality Industry",
+    "91": "Food Service",
+    "92": "Baseball",
+    "93": "Real Estate",
+    "94": "Real Estate Services",
+    "95": "Urban & Hip-Hop",
+    "96": "Credit & Lending",
+    "97": "Loans",
+    "98": "Kids & Teens",
+    "99": "Hair Care",
+    "100": "Sensitive Subjects",
+    "101": "Lamps & Lighting",
+    "102": "Beverages",
+    "103": "Coffee & Tea",
+    "104": "Nutrition",
+    "105": "Vehicle Shopping",
+    "106": "Used Vehicles",
+    "107": "Tobacco Products",
+    "108": "Military",
+    "109": "Sporting Goods",
+    "110": "Pest Control",
+    "111": "Fitness",
+    "112": "Pharmacy",
+    "113": "Drugs & Medications",
+    "114": "Libraries & Museums",
+    "115": "Energy & Utilities",
+    "116": "Oil & Gas",
+    "117": "Packaging",
+    "118": "Writers Resources",
+    "119": "Software",
+    "120": "Business & Productivity Software",
+    "121": "Individual Sports",
+    "122": "Golf",
+    "123": "Classifieds",
+    "124": "Consumer Electronics",
+    "125": "Audio Equipment",
+    "126": "Footwear",
+    "127": "Vehicle Parts & Services",
+    "128": "Vehicle Parts & Accessories",
+    "129": "Crafts",
+    "130": "Politics",
+    "131": "Alcoholic Beverages",
+    "132": "Small Business",
+    "133": "MLM & Business Opportunities",
+    "134": "Online Image Galleries",
+    "135": "Multimedia Software",
+    "136": "Jobs",
+    "137": "Job Listings",
+    "138": "Vehicle Repair & Maintenance",
+    "139": "Online Goodies",
+    "140": "Board Games",
+    "141": "Vitamins & Supplements",
+    "142": "Beaches & Islands",
+    "143": "Music Equipment & Technology",
+    "144": "Distance Learning",
+    "145": "Gifts & Special Event Items",
+    "146": "Flowers",
+    "147": "HVAC & Climate Control",
+    "148": "Manufacturing",
+    "149": "Industrial Materials & Equipment",
+    "150": "Heavy Machinery",
+    "151": "Domestic Services",
+    "152": "Cleaning Services",
+    "153": "Oral & Dental Care",
+    "154": "TV Shows & Programs",
+    "155": "Biological Sciences",
+    "156": "Radio",
+    "157": "Racquet Sports",
+    "158": "Skin & Nail Care",
+    "159": "Banking",
+    "160": "Insurance",
+    "161": "Dance & Electronic Music",
+    "162": "Events & Listings",
+    "163": "Design",
+    "164": "Architecture",
+    "165": "Children's Clothing",
+    "166": "American Football",
+    "167": "Computer Hardware",
+    "168": "Holidays & Seasonal Events",
+    "169": "Product Reviews & Price Comparisons",
+    "170": "Agricultural Equipment",
+    "171": "Family & Relationships",
+    "172": "Family",
+    "173": "Business Operations",
+    "174": "Air Travel",
+    "175": "Trucks & SUVs",
+    "176": "Mobile & Wireless",
+    "177": "Mobile Phones",
+    "178": "Real Estate Listings",
+    "179": "Residential Sales",
+    "180": "Water Activities",
+    "181": "Boating",
+    "182": "Photographic & Digital Arts",
+    "183": "Card Games",
+    "184": "Poker & Casino Games",
+    "185": "General Reference",
+    "186": "Investing",
+    "187": "Currencies & Foreign Exchange",
+    "188": "Toys",
+    "189": "Health Conditions",
+    "190": "Government",
+    "191": "Dating & Personals",
+    "192": "Women's Clothing",
+    "193": "Fiber & Textile Arts",
+    "194": "Commercial Vehicles",
+    "195": "Candy & Sweets",
+    "196": "Public Health",
+    "197": "Medical Devices & Equipment",
+    "198": "Motorcycles",
+    "199": "Gardening & Landscaping",
+    "200": "Bathroom",
+    "201": "TV & Video Equipment",
+    "202": "Roleplaying Games",
+    "203": "Yard & Patio",
+    "204": "Humor",
+    "205": "Retail Trade",
+    "206": "Food & Grocery Retailers",
+    "207": "Computer Security",
+    "208": "Perfumes & Fragrances",
+    "209": "Chemicals Industry",
+    "210": "Cycling",
+    "211": "Photo & Video Sharing",
+    "212": "Computer Science",
+    "213": "Eyewear",
+    "214": "Accounting & Auditing",
+    "215": "Tax Preparation & Planning",
+    "216": "Performing Arts",
+    "217": "Radio Control & Modeling",
+    "218": "Athletic Apparel",
+    "219": "Renewable & Alternative Energy",
+    "220": "Pets & Animals",
+    "221": "Kitchen & Dining",
+    "222": "Textiles & Nonwovens",
+    "223": "Online Video",
+    "224": "Enterprise Technology",
+    "225": "Crime & Justice",
+    "226": "Hotels & Accommodations",
+    "227": "Security Products & Services",
+    "228": "Poetry",
+    "229": "Cookware & Diningware",
+    "230": "Motor Sports",
+    "231": "Music Reference",
+    "232": "Combat Sports",
+    "233": "Restaurants",
+    "234": "Printing & Publishing",
+    "235": "Networking",
+    "236": "Pets",
+    "237": "Mobile Apps & Add-Ons",
+    "238": "Surf & Swim",
+    "239": "Medical Facilities & Services",
+    "240": "Hospitals & Treatment Centers",
+    "241": "Desktop Computers",
+    "242": "Laptops & Notebooks",
+    "243": "Bicycles & Accessories",
+    "244": "Infectious Diseases",
+    "245": "Collectible Card Games",
+    "246": "Basketball",
+    "247": "Operating Systems",
+    "248": "Weight Loss",
+    "249": "Teaching & Classroom Resources",
+    "250": "Programming",
+    "251": "Mental Health",
+    "252": "Geographic Reference",
+    "253": "Maps",
+    "254": "Extreme Sports",
+    "255": "Communications Equipment",
+    "256": "Green Living & Environmental Issues",
+    "257": "Bus & Rail",
+    "258": "Plastics & Polymers",
+    "259": "Engineering & Technology",
+    "260": "Desserts",
+    "261": "Power Supplies",
+    "262": "World Music",
+    "263": "Antiques & Collectibles",
+    "264": "Plumbing",
+    "265": "Living Room Furniture",
+    "266": "Humanities",
+    "267": "History",
+    "268": "Weather",
+    "269": "Fashion & Style",
+    "270": "Astronomy",
+    "271": "Online Games",
+    "272": "Computer Peripherals",
+    "273": "Martial Arts",
+    "274": "Email & Messaging",
+    "275": "Sports News",
+    "276": "Mass Merchants & Department Stores",
+    "277": "Moving & Relocation",
+    "278": "Reproductive Health",
+    "279": "Undergarments",
+    "280": "Flooring",
+    "281": "Mobile & Wireless Accessories",
+    "282": "Campers & RVs",
+    "283": "Costumes",
+    "284": "Weddings",
+    "285": "Gifts",
+    "286": "Theme Parks",
+    "287": "Pharmaceuticals & Biotech",
+    "288": "Business News",
+    "289": "Service Providers",
+    "290": "Vision Care",
+    "291": "House Painting & Finishing",
+    "292": "Residential Rentals",
+    "293": "Car Rental & Taxi Services",
+    "294": "Winter Sports",
+    "295": "Visa & Immigration",
+    "296": "Aerospace & Defense",
+    "297": "Lottery",
+    "298": "Vacation Rentals & Short-Term Stays",
+    "299": "Fun & Trivia",
+    "300": "Photo & Video Services",
+    "301": "Metals & Mining",
+    "302": "Men's Clothing",
+    "303": "Cosmetic Procedures",
+    "304": "Financial Planning & Management",
+    "305": "Family-Oriented Games & Activities",
+    "306": "Home Swimming Pools, Saunas & Spas",
+    "307": "Nursing",
+    "308": "Table Games",
+    "309": "Earth Sciences",
+    "310": "Camera & Photo Equipment",
+    "311": "Spas & Beauty Services",
+    "312": "Water Sports",
+    "313": "Body Art",
+    "314": "E-Books",
+    "315": "Animal Products & Services",
+    "316": "Entertainment Industry",
+    "317": "Clubs & Organizations",
+    "318": "Offbeat",
+    "319": "Social Sciences",
+    "320": "Advertising & Marketing",
+    "321": "Grants, Scholarships & Financial Aid",
+    "322": "Laundry",
+    "323": "International Sports Competitions",
+    "324": "Vehicle Codes & Driving Laws",
+    "325": "Mathematics",
+    "326": "Addictions",
+    "327": "Fun Tests & Silly Surveys",
+    "328": "Sports Memorabilia",
+    "329": "Virtual Worlds",
+    "330": "Geology",
+    "331": "Heart & Hypertension",
+    "332": "Public Records",
+    "333": "College Sports",
+    "334": "Precious Metals",
+    "335": "Business and Consumer Services",
+    "336": "Marketing and Advertising",
+    "337": "Puzzles & Brainteasers",
+    "338": "Youth Organizations & Resources",
+    "339": "Atmospheric Science",
+    "340": "Physics",
+    "341": "Printing & Self Publishing",
+    "342": "Auctions",
+    "343": "Gas Prices & Vehicle Fueling",
+    "344": "Dictionaries & Encyclopedias",
+    "345": "Cricket",
+    "346": "Parking",
+    "347": "Australian Football",
+    "348": "Computers Electronics and Technology",
+    "349": "Social Media Networks",
+    "350": "eCommerce & Shopping",
+    "351": "Graphics Multimedia and Web Design",
+    "352": "Marriage",
+    "353": "Opera",
+    "354": "Volleyball",
+    "355": "Chemistry",
+    "356": "Drug & Alcohol Treatment",
+    "357": "Science and Education",
+    "358": "Electricity",
+    "359": "Time & Calendars",
+    "360": "Smoking & Smoking Cessation",
+    "361": "Word Games",
+    "362": "Boxing",
+    "363": "Dance",
+    "364": "Chess & Abstract Strategy Games",
+    "365": "Vehicles",
+    "366": "Other Vehicles",
+    "367": "Reference Materials",
+    "368": "Social Services",
+    "369": "Mens Health",
+    "370": "Fighting Games",
+    "371": "Funny Pictures & Videos",
+    "372": "Study Grants & Scholarships",
+    "373": "Skins, Themes & Wallpapers",
+    "374": "Law and Government",
+    "375": "Law Enforcement and Protective Services",
+    "376": "Makes and Models",
+    "377": "Drones & RC Aircraft",
+    "378": "Clip Art & Animated GIFs",
+    "379": "Massage Therapy",
+    "380": "Commodities & Futures Trading",
+    "381": "Wrestling",
+    "382": "Aging & Geriatrics",
+    "383": "Fantasy Sports",
+    "384": "Rail Transport",
+    "385": "Psychology",
+    "386": "Drawing & Coloring",
+    "387": "Rugby",
+    "388": "Acting & Theater",
+    "389": "Skiing & Snowboarding",
+    "390": "Hockey",
+    "391": "Calculators & Reference Tools",
+    "392": "Depression",
+    "393": "Philosophy",
+    "394": "Birds",
+    "395": "GPS & Navigation",
+    "396": "CAD & CAM",
+    "397": "Assisted Living & Long Term Care",
+    "398": "Fish & Aquaria",
+    "399": "Skin Conditions",
+    "400": "Biographies & Quotations",
+    "401": "Diabetes",
+    "402": "Troubled Relationships",
+    "403": "Neurological Conditions",
+    "404": "Libraries and Museums",
+    "405": "Formal Wear",
+    "406": "Emergency Services",
+    "407": "Immigration and Visas",
+    "408": "Unwanted Body & Facial Hair Removal",
+    "409": "Women's Health",
+    "410": "Die-cast & Toy Vehicles",
+    "411": "Model Trains & Railroads",
+    "412": "Internet Software",
+    "413": "Animation and Comics",
+    "414": "Textiles",
+    "415": "Food and Drink",
+    "416": "Vegetarian and Vegan",
+    "417": "Travel and Tourism",
+    "418": "Tourist Attractions",
+    "419": "Tennis",
+    "420": "Alternative and Natural Medicine",
+    "421": "Dentist and Dental Services",
+    "422": "Community and Society",
+    "423": "Decease",
+    "424": "Other Community and Society",
+    "425": "Puzzles and Brainteasers",
+    "426": "Geriatric and Aging Care",
+    "427": "Web Hosting and Domain Names",
+    "428": "Casinos",
+    "429": "Boats",
+    "430": "Lifestyle",
+    "431": "Jewelry and Luxury Products",
+    "432": "Hobbies and Leisure",
+    "433": "Models",
+    "434": "Home and Garden",
+    "435": "Gardening",
+    "436": "Holidays and Seasonal Events",
+    "437": "Antiques and Collectibles",
+    "438": "Board and Card Games",
+    "439": "Ground Transportation",
+    "440": "Running",
+    "441": "Other Hobbies and Leisure",
+    "442": "Heavy Industry and Engineering",
+    "443": "Video Games Consoles and Accessories",
+    "444": "Programming and Developer Software",
+    "445": "Other Sports",
+    "446": "Other Computers Electronics and Technology",
+    "447": "Other Finance",
+    "448": "Jobs and Career",
+    "449": "Other Jobs and Career",
+    "450": "Dictionaries and Encyclopedias",
+    "451": "Dating and Relationships",
+    "452": "Public Records and Directories",
+    "453": "Visual Arts and Design",
+    "454": "Shipping and Logistics",
+    "455": "File Sharing and Hosting",
+    "456": "Streaming & Online TV",
+    "457": "Other Science and Education",
+    "458": "Other Lifestyle",
+    "459": "Photography",
+    "460": "Other Games",
+    "461": "Jobs and Employment",
+    "462": "Search Engines",
+    "463": "Other Arts and Entertainment",
+    "464": "Fashion and Apparel",
+    "465": "Other Travel and Tourism",
+    "466": "Other Health",
+    "467": "Books and Literature",
+    "468": "Construction and Maintenance",
+    "469": "Accounting and Auditing",
+    "470": "Pets and Animals",
+    "471": "Pet Food and Supplies",
+    "472": "Banking Credit and Lending",
+    "473": "Fan Fiction",
+    "474": "Restaurant Reviews & Reservations",
+    "475": "Stocks & Bonds",
+    "476": "Other Law and Government",
+    "477": "Bingo",
+    "478": "Marketplace",
+    "479": "Price Comparison",
+    "480": "Nutrition Diets and Fitness",
+    "481": "Energy Industry",
+    "482": "Other Pets and Animals",
+    "483": "Seniors & Retirement",
+    "484": "Interior Design",
+    "485": "Literature",
+    "486": "Faith and Beliefs",
+    "487": "Gifts and Flowers",
+    "488": "Other Gambling",
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+    "Women's Clothing": 192,
+    "Women's Health": 409,
+    "Word Games": 361,
+    "World Music": 262,
+    "Wrestling": 381,
+    "Writers Resources": 118,
+    "Yard & Patio": 203,
+    "Youth Organizations & Resources": 338,
+    "eCommerce & Shopping": 350
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.37.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

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