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model_config.json
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{
"cfg": {
"model_class": "dense_v4",
"shuffle_size": 10000,
"input_sizes": {
"beg": 512,
"mid": 512,
"end": 512
},
"batch_size": 256,
"namespace": "2023-08-dense_v4",
"max_train_samples_num_per_ds_per_ct": 1000000,
"epochs": 30,
"dense_v4.input_embedding_dim": 128,
"dense_v4.step_size": 4,
"dense_v4.use_first_layernorm": true,
"dense_v4.premaxpool_dense_dim": 256,
"dense_v4.premaxpool_dense2_dim": 256,
"dense_v4.use_second_layernorm": true,
"dense_v4.spatial_dropout_rate": 0.1,
"dense_v4.dropout_rate": 0.1,
"dataset_format": "int-concat/one-hot",
"dense_v4.dense_activation": "gelu",
"cutmix_t": 0.05,
"dense_v4.augmentation_ratio": 0.0,
"wandb_mode": "online",
"max_test_samples_num_per_ds_per_ct": 10000,
"target_labels_spec": "target-label",
"ds_query": "all",
"ct_query": "all",
"tags": [
"namespace:2023-08-dense_v4"
],
"metrics": [
"acc"
],
"loss_function": "categorical_crossentropy",
"optimizer": "adam",
"augmentations_num": 0,
"return_after_summary": false,
"xgboost_model_dir": null,
"dense_v4.use_meanpool": false,
"dense_v4.use_file_size": false,
"dense_v4.padding_byte": 256
},
"train_dataset_info": {
"split_name": "train",
"ds_query": "all",
"ct_query": "all",
"batch_size": 256,
"shuffle": 10000,
"block_length": 1000,
"repeat_and_randomize": true,
"include_sha256s": false,
"input_sizes": {
"beg": 512,
"mid": 512,
"end": 512
},
"max_samples_num_per_ds_per_ct": 1000000,
"dataset_format": "int-concat/one-hot",
"cutmix_t": 0.05,
"target_labels_spec": "target-label",
"total_samples_num_upper_bound": 129000000,
"target_labels_info": {
"target_labels_spec": "target-label",
"content_types": [
"ai",
"apk",
"appleplist",
"asm",
"asp",
"batch",
"bmp",
"bzip",
"c",
"cab",
"cat",
"chm",
"coff",
"cpl",
"crx",
"cs",
"css",
"csv",
"deb",
"dex",
"dll",
"dmg",
"doc",
"docx",
"dylib",
"elf",
"emf",
"eml",
"epub",
"exe",
"flac",
"gif",
"go",
"gzip",
"hlp",
"html",
"ico",
"ini",
"internetshortcut",
"iso",
"jar",
"java",
"javabytecode",
"javascript",
"jpeg",
"json",
"ko",
"latex",
"lisp",
"lnk",
"m3u",
"macho",
"makefile",
"markdown",
"mht",
"mp3",
"mp4",
"mscompress",
"msi",
"mui",
"mum",
"ocx",
"odex",
"odp",
"ods",
"odt",
"ogg",
"outlook",
"pcap",
"pdf",
"pem",
"perl",
"php",
"png",
"postscript",
"powershell",
"ppt",
"pptx",
"python",
"pythonbytecode",
"randombytes",
"rar",
"rdf",
"rpm",
"rst",
"rtf",
"ruby",
"rust",
"scala",
"scr",
"sevenzip",
"shell",
"smali",
"so",
"sql",
"squashfs",
"svg",
"swf",
"symlinktext",
"sys",
"tar",
"tga",
"tiff",
"torrent",
"ttf",
"txt",
"vba",
"wav",
"webm",
"webp",
"winregistry",
"wmf",
"xar",
"xls",
"xlsb",
"xlsx",
"xml",
"xpi",
"xz",
"yaml",
"zip",
"zlibstream"
],
"content_types_to_ids": {
"ai": 0,
"apk": 1,
"appleplist": 2,
"asm": 3,
"asp": 4,
"batch": 5,
"bmp": 6,
"bzip": 7,
"c": 8,
"cab": 9,
"cat": 10,
"chm": 11,
"coff": 12,
"cpl": 13,
"crx": 14,
"cs": 15,
"css": 16,
"csv": 17,
"deb": 18,
"dex": 19,
"dll": 20,
"dmg": 21,
"doc": 22,
"docx": 23,
"dylib": 24,
"elf": 25,
"emf": 26,
"eml": 27,
"epub": 28,
"exe": 29,
"flac": 30,
"gif": 31,
"go": 32,
"gzip": 33,
"hlp": 34,
"html": 35,
"ico": 36,
"ini": 37,
"internetshortcut": 38,
"iso": 39,
"jar": 40,
"java": 41,
"javabytecode": 42,
"javascript": 43,
"jpeg": 44,
"json": 45,
"ko": 46,
"latex": 47,
"lisp": 48,
"lnk": 49,
"m3u": 50,
"macho": 51,
"makefile": 52,
"markdown": 53,
"mht": 54,
"mp3": 55,
"mp4": 56,
"mscompress": 57,
"msi": 58,
"mui": 59,
"mum": 60,
"ocx": 61,
"odex": 62,
"odp": 63,
"ods": 64,
"odt": 65,
"ogg": 66,
"outlook": 67,
"pcap": 68,
"pdf": 69,
"pem": 70,
"perl": 71,
"php": 72,
"png": 73,
"postscript": 74,
"powershell": 75,
"ppt": 76,
"pptx": 77,
"python": 78,
"pythonbytecode": 79,
"randombytes": 80,
"rar": 81,
"rdf": 82,
"rpm": 83,
"rst": 84,
"rtf": 85,
"ruby": 86,
"rust": 87,
"scala": 88,
"scr": 89,
"sevenzip": 90,
"shell": 91,
"smali": 92,
"so": 93,
"sql": 94,
"squashfs": 95,
"svg": 96,
"swf": 97,
"symlinktext": 98,
"sys": 99,
"tar": 100,
"tga": 101,
"tiff": 102,
"torrent": 103,
"ttf": 104,
"txt": 105,
"vba": 106,
"wav": 107,
"webm": 108,
"webp": 109,
"winregistry": 110,
"wmf": 111,
"xar": 112,
"xls": 113,
"xlsb": 114,
"xlsx": 115,
"xml": 116,
"xpi": 117,
"xz": 118,
"yaml": 119,
"zip": 120,
"zlibstream": 121
},
"content_types_num": 122,
"target_labels": [
"ai",
"apk",
"appleplist",
"asm",
"asp",
"batch",
"bmp",
"bzip",
"c",
"cab",
"cat",
"chm",
"coff",
"pebin",
"crx",
"cs",
"css",
"csv",
"deb",
"dex",
"pebin",
"dmg",
"doc",
"docx",
"macho",
"elf",
"emf",
"eml",
"epub",
"pebin",
"flac",
"gif",
"go",
"gzip",
"hlp",
"html",
"ico",
"ini",
"internetshortcut",
"iso",
"jar",
"java",
"javabytecode",
"javascript",
"jpeg",
"json",
"elf",
"latex",
"lisp",
"lnk",
"m3u",
"macho",
"makefile",
"markdown",
"mht",
"mp3",
"mp4",
"mscompress",
"msi",
"pebin",
"mum",
"pebin",
"odex",
"odp",
"ods",
"odt",
"ogg",
"outlook",
"pcap",
"pdf",
"pem",
"perl",
"php",
"png",
"postscript",
"powershell",
"ppt",
"pptx",
"python",
"pythonbytecode",
"unknown",
"rar",
"rdf",
"rpm",
"rst",
"rtf",
"ruby",
"rust",
"scala",
"pebin",
"sevenzip",
"shell",
"smali",
"elf",
"sql",
"squashfs",
"svg",
"swf",
"symlinktext",
"pebin",
"tar",
"tga",
"tiff",
"torrent",
"ttf",
"txt",
"vba",
"wav",
"webm",
"webp",
"winregistry",
"wmf",
"xar",
"xls",
"xlsb",
"xlsx",
"xml",
"xpi",
"xz",
"yaml",
"zip",
"zlibstream"
],
"target_labels_space": [
"ai",
"apk",
"appleplist",
"asm",
"asp",
"batch",
"bmp",
"bzip",
"c",
"cab",
"cat",
"chm",
"coff",
"crx",
"cs",
"css",
"csv",
"deb",
"dex",
"dmg",
"doc",
"docx",
"elf",
"emf",
"eml",
"epub",
"flac",
"gif",
"go",
"gzip",
"hlp",
"html",
"ico",
"ini",
"internetshortcut",
"iso",
"jar",
"java",
"javabytecode",
"javascript",
"jpeg",
"json",
"latex",
"lisp",
"lnk",
"m3u",
"macho",
"makefile",
"markdown",
"mht",
"mp3",
"mp4",
"mscompress",
"msi",
"mum",
"odex",
"odp",
"ods",
"odt",
"ogg",
"outlook",
"pcap",
"pdf",
"pebin",
"pem",
"perl",
"php",
"png",
"postscript",
"powershell",
"ppt",
"pptx",
"python",
"pythonbytecode",
"rar",
"rdf",
"rpm",
"rst",
"rtf",
"ruby",
"rust",
"scala",
"sevenzip",
"shell",
"smali",
"sql",
"squashfs",
"svg",
"swf",
"symlinktext",
"tar",
"tga",
"tiff",
"torrent",
"ttf",
"txt",
"unknown",
"vba",
"wav",
"webm",
"webp",
"winregistry",
"wmf",
"xar",
"xls",
"xlsb",
"xlsx",
"xml",
"xpi",
"xz",
"yaml",
"zip",
"zlibstream"
],
"target_labels_to_ids": {
"ai": 0,
"apk": 1,
"appleplist": 2,
"asm": 3,
"asp": 4,
"batch": 5,
"bmp": 6,
"bzip": 7,
"c": 8,
"cab": 9,
"cat": 10,
"chm": 11,
"coff": 12,
"crx": 13,
"cs": 14,
"css": 15,
"csv": 16,
"deb": 17,
"dex": 18,
"dmg": 19,
"doc": 20,
"docx": 21,
"elf": 22,
"emf": 23,
"eml": 24,
"epub": 25,
"flac": 26,
"gif": 27,
"go": 28,
"gzip": 29,
"hlp": 30,
"html": 31,
"ico": 32,
"ini": 33,
"internetshortcut": 34,
"iso": 35,
"jar": 36,
"java": 37,
"javabytecode": 38,
"javascript": 39,
"jpeg": 40,
"json": 41,
"latex": 42,
"lisp": 43,
"lnk": 44,
"m3u": 45,
"macho": 46,
"makefile": 47,
"markdown": 48,
"mht": 49,
"mp3": 50,
"mp4": 51,
"mscompress": 52,
"msi": 53,
"mum": 54,
"odex": 55,
"odp": 56,
"ods": 57,
"odt": 58,
"ogg": 59,
"outlook": 60,
"pcap": 61,
"pdf": 62,
"pebin": 63,
"pem": 64,
"perl": 65,
"php": 66,
"png": 67,
"postscript": 68,
"powershell": 69,
"ppt": 70,
"pptx": 71,
"python": 72,
"pythonbytecode": 73,
"rar": 74,
"rdf": 75,
"rpm": 76,
"rst": 77,
"rtf": 78,
"ruby": 79,
"rust": 80,
"scala": 81,
"sevenzip": 82,
"shell": 83,
"smali": 84,
"sql": 85,
"squashfs": 86,
"svg": 87,
"swf": 88,
"symlinktext": 89,
"tar": 90,
"tga": 91,
"tiff": 92,
"torrent": 93,
"ttf": 94,
"txt": 95,
"unknown": 96,
"vba": 97,
"wav": 98,
"webm": 99,
"webp": 100,
"winregistry": 101,
"wmf": 102,
"xar": 103,
"xls": 104,
"xlsb": 105,
"xlsx": 106,
"xml": 107,
"xpi": 108,
"xz": 109,
"yaml": 110,
"zip": 111,
"zlibstream": 112
},
"target_labels_num": 113,
"content_types_to_target_labels_ids": {
"ai": 0,
"apk": 1,
"appleplist": 2,
"asm": 3,
"asp": 4,
"batch": 5,
"bmp": 6,
"bzip": 7,
"c": 8,
"cab": 9,
"cat": 10,
"chm": 11,
"coff": 12,
"cpl": 63,
"crx": 13,
"cs": 14,
"css": 15,
"csv": 16,
"deb": 17,
"dex": 18,
"dll": 63,
"dmg": 19,
"doc": 20,
"docx": 21,
"dylib": 46,
"elf": 22,
"emf": 23,
"eml": 24,
"epub": 25,
"exe": 63,
"flac": 26,
"gif": 27,
"go": 28,
"gzip": 29,
"hlp": 30,
"html": 31,
"ico": 32,
"ini": 33,
"internetshortcut": 34,
"iso": 35,
"jar": 36,
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