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Modelfile

@@ -0,0 +1,15 @@
+# ollama modelfile auto-generated by llamafactory
+
+FROM .
+
+TEMPLATE """<bos>{{ if .System }}{{ .System }}
+
+{{ end }}{{ range .Messages }}{{ if eq .Role "user" }}<start_of_turn>user
+{{ .Content }}<end_of_turn>
+<start_of_turn>model
+{{ else if eq .Role "assistant" }}{{ .Content }}<end_of_turn>
+{{ end }}{{ end }}"""
+
+PARAMETER stop "<eos>"
+PARAMETER stop "<end_of_turn>"
+PARAMETER num_ctx 4096

added_tokens.json

@@ -0,0 +1,3 @@
+{
+  "<image_soft_token>": 262144
+}

config.json

@@ -0,0 +1,60 @@
+{
+  "architectures": [
+    "Gemma3ForConditionalGeneration"
+  ],
+  "boi_token_index": 255999,
+  "eoi_token_index": 256000,
+  "hidden_size": 5376,
+  "image_token_index": 262144,
+  "initializer_range": 0.02,
+  "mm_tokens_per_image": 256,
+  "model_type": "gemma3",
+  "text_config": {
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "attn_logit_softcapping": null,
+    "cache_implementation": "hybrid",
+    "final_logit_softcapping": null,
+    "head_dim": 128,
+    "hidden_activation": "gelu_pytorch_tanh",
+    "hidden_size": 5376,
+    "initializer_range": 0.02,
+    "intermediate_size": 21504,
+    "max_position_embeddings": 131072,
+    "model_type": "gemma3_text",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 62,
+    "num_key_value_heads": 16,
+    "query_pre_attn_scalar": 168,
+    "rms_norm_eps": 1e-06,
+    "rope_local_base_freq": 10000.0,
+    "rope_scaling": {
+      "factor": 8.0,
+      "rope_type": "linear"
+    },
+    "rope_theta": 1000000.0,
+    "sliding_window": 1024,
+    "sliding_window_pattern": 6,
+    "torch_dtype": "float32",
+    "use_cache": false,
+    "vocab_size": 262208
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.0.dev0",
+  "use_cache": true,
+  "vision_config": {
+    "attention_dropout": 0.0,
+    "hidden_act": "gelu_pytorch_tanh",
+    "hidden_size": 1152,
+    "image_size": 896,
+    "intermediate_size": 4304,
+    "layer_norm_eps": 1e-06,
+    "model_type": "siglip_vision_model",
+    "num_attention_heads": 16,
+    "num_channels": 3,
+    "num_hidden_layers": 27,
+    "patch_size": 14,
+    "torch_dtype": "float32",
+    "vision_use_head": false
+  }
+}

generation_config.json

@@ -0,0 +1,19 @@
+{
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "do_sample": true,
+  "eos_token_id": 106,
+  "pad_token_id": 0,
+  "top_k": 64,
+  "top_p": 0.95,
+  "transformers_version": "4.51.0.dev0",
+  "forced_eos_token_id": 106,
+  "length_penalty": -0.8,
+  "repetition_penalty": 1.1,
+  "temperature": 0.5,
+  "num_beams": 1,
+  "logit_bias": {
+    "106": 7.5
+  }
+
+}

model-00001-of-00005.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c84886fb6864f09bcd61f31ae2cdff868712ce21265b10ebb0076a408ab66fd3
+size 23978903728

model-00002-of-00005.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a45c1810df364638cfcd0385eb4783cb568535e6398573eccc5c347650a3267e
+size 23716887688

model-00003-of-00005.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:388735b9af45710c4f3a23b3cbc69bba4bd6fdecd86a3eb13acc54e9c39bcdd5
+size 23584765560

model-00004-of-00005.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3bcbfa0e620917a76e138a1e3a40573fd822da50d1fd7c592fd62f2318690930
+size 23849095088

model-00005-of-00005.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:67594b7e4a4c0cfaea539351885d119b118b161b06c0c6c45a98e8ac30df0eff
+size 20238663280

preprocessor_config.json

@@ -0,0 +1,29 @@
+{
+  "do_convert_rgb": null,
+  "do_normalize": true,
+  "do_pan_and_scan": null,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "Gemma3ImageProcessor",
+  "image_seq_length": 256,
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "pan_and_scan_max_num_crops": null,
+  "pan_and_scan_min_crop_size": null,
+  "pan_and_scan_min_ratio_to_activate": null,
+  "processor_class": "Gemma3Processor",
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "height": 896,
+    "width": 896
+  }
+}

processor_config.json

@@ -0,0 +1,4 @@
+{
+  "image_seq_length": 256,
+  "processor_class": "Gemma3Processor"
+}

special_tokens_map.json

@@ -0,0 +1,42 @@
+{
+  "additional_special_tokens": [
+    {
+      "content": "<end_of_turn>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false
+    }
+  ],
+  "boi_token": "<start_of_image>",
+  "bos_token": {
+    "content": "<bos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eoi_token": "<end_of_image>",
+  "eos_token": {
+    "content": "<eos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "image_token": "<image_soft_token>",
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

thai_space_tokens.json

@@ -0,0 +1,564 @@
+{
+    "146159": " ง่าย",
+    "75315": " รู้",
+    "222431": " ราช",
+    "226080": " ราศี",
+    "126170": " เจอ",
+    "174982": " แค",
+    "85657": " พระ",
+    "105998": " เดี๋ยว",
+    "194671": " หัด",
+    "116062": " หาก",
+    "171961": " กราบ",
+    "42503": " เส",
+    "130481": " ใคร",
+    "27757": " ซ",
+    "190280": " ทอง",
+    "133337": " คํา",
+    "136040": " เฮ",
+    "111151": " หลัก",
+    "136835": " อื่น",
+    "110088": " อี",
+    "36031": " ผม",
+    "74551": " เขา",
+    "63348": " มั้ย",
+    "136192": " เดิม",
+    "92411": " พบ",
+    "128279": " ธ",
+    "152421": " ฟัง",
+    "208960": " หน่อย",
+    "164876": " ไอ้",
+    "93283": " ภาพ",
+    "140102": " ราคา",
+    "228169": " ประจํา",
+    "111706": " ดัง",
+    "108713": " แก",
+    "153882": " รี",
+    "169840": " เดือน",
+    "182019": " แปร",
+    "177679": " รถ",
+    "196676": " กำ",
+    "102747": " กํา",
+    "209224": " ปลา",
+    "19614": " ด",
+    "172128": " ใหญ่",
+    "22954": " อย",
+    "46940": " เนี่ย",
+    "232492": " หลังจาก",
+    "4307": " ค",
+    "31009": " กับ",
+    "79669": " ตอน",
+    "189213": " ชั่วโมง",
+    "27203": " กัน",
+    "229460": " เหมาะ",
+    "123953": " เปิด",
+    "78046": " นั้น",
+    "179031": " ชี",
+    "27396": " วัน",
+    "27657": " เข",
+    "176191": " จุด",
+    "38344": " มัน",
+    "194812": " จังหวัด",
+    "74714": " ถึง",
+    "32327": " คน",
+    "218537": " เหน",
+    "216063": " ฟรี",
+    "227901": " ชีวิต",
+    "79763": " ศ",
+    "29662": " ประ",
+    "199522": " แจ",
+    "109952": " ถูก",
+    "183169": " แสดง",
+    "87279": " เจ้า",
+    "218614": " นอน",
+    "127604": " ไทย",
+    "183726": " เรือ",
+    "107365": " ลง",
+    "137141": " บวก",
+    "200873": " ปุ่ม",
+    "200620": " วั",
+    "136671": " เพื่อน",
+    "121982": " เรียก",
+    "66626": " คร",
+    "164330": " กรรม",
+    "104642": " ละ",
+    "170509": " ทีม",
+    "207095": " ศูนย์",
+    "115135": " คู่",
+    "199229": " อุ",
+    "82454": " บาง",
+    "156232": " คิด",
+    "13793": " ก็",
+    "65524": " ลูก",
+    "78052": " ค่า",
+    "165978": " อนุ",
+    "213459": " ใด",
+    "73529": " ใหม่",
+    "16388": " ม",
+    "149873": " ขนาด",
+    "158057": " ล่ะ",
+    "20277": " แล้ว",
+    "93313": " เรีย",
+    "103111": " เดียว",
+    "156572": " สุด",
+    "150639": " คลิก",
+    "168722": " จน",
+    "167081": " กิน",
+    "64825": " ปี",
+    "106709": " รา",
+    "88811": " สําหรับ",
+    "12212": " ท",
+    "189330": " หมาย",
+    "236691": " สง",
+    "147329": " กู",
+    "194002": " ปก",
+    "70846": " ขึ้น",
+    "130682": " หนึ่ง",
+    "130196": " เฉ",
+    "155620": " สาว",
+    "156707": " แห่ง",
+    "93607": " นั่น",
+    "23476": " ป",
+    "175697": " เพียง",
+    "97624": " กด",
+    "109374": " โอเค",
+    "127596": " ส่ง",
+    "200625": " เหรอ",
+    "53249": " เพราะ",
+    "83068": " จำ",
+    "51944": " เช",
+    "172499": " คง",
+    "176313": " สอบ",
+    "150149": " พวก",
+    "172809": " เนื่อง",
+    "25649": " เพ",
+    "64925": " อ่ะ",
+    "107905": " หลัง",
+    "132460": " ดาว",
+    "234076": " ถนน",
+    "83651": " รับ",
+    "127592": " แบ่ง",
+    "90761": " ตั้ง",
+    "120198": " หัว",
+    "105792": " เต",
+    "229381": " ชอบ",
+    "144230": " จํานวน",
+    "162660": " ภาษา",
+    "112086": " แห",
+    "207268": " กลุ่ม",
+    "38902": " เม",
+    "195767": " ณ",
+    "211662": " พิ",
+    "120897": " ห้อง",
+    "100800": " น้อย",
+    "231875": " งวด",
+    "109313": " ชื่อ",
+    "112822": " รัก",
+    "130116": " แม",
+    "222079": " บุ",
+    "176389": " พิจ",
+    "61497": " อัน",
+    "48250": " ซึ่ง",
+    "72596": " บ้าน",
+    "210753": " แอป",
+    "66826": " เป",
+    "68225": " ดี",
+    "33639": " ค่ะ",
+    "65380": " หา",
+    "105009": " ไว้",
+    "233979": " พิจิก",
+    "131043": " วิธี",
+    "115180": " เปลี่ยน",
+    "45079": " ทํา",
+    "196479": " รอบ",
+    "61472": " ใช้",
+    "209262": " สัก",
+    "103805": " ใจ",
+    "79106": " ฮะ",
+    "209984": " หนังสือ",
+    "196924": " ดิ",
+    "10265": " ห",
+    "207418": " จง",
+    "20649": " มี",
+    "208643": " หน่วย",
+    "29043": " ตัว",
+    "85705": " ฝ",
+    "16798": " นี้",
+    "123823": " หมด",
+    "145941": " ประกอบ",
+    "173008": " จด",
+    "45272": " ข้อ",
+    "234986": " ไข",
+    "182165": " พัน",
+    "198064": " หนู",
+    "17122": " ร",
+    "91623": " คลิป",
+    "45970": " นัก",
+    "51443": " ต้อง",
+    "123291": " ประเภท",
+    "226410": " คอม",
+    "143231": " โปร",
+    "163991": " ใบ",
+    "117233": " เอ่อ",
+    "226910": " อำ",
+    "82087": " สม",
+    "131870": " กว่า",
+    "23474": " ย",
+    "235303": " ทด",
+    "14881": " มา",
+    "216397": " ร่วม",
+    "181781": " เพิ่ม",
+    "223221": " เชื่อ",
+    "196553": " แพ",
+    "166864": " จัก",
+    "122656": " เล่น",
+    "177432": " เฟ",
+    "181054": " ชาว",
+    "180740": " ไหม",
+    "52723": " เนาะ",
+    "169153": " ผ่าน",
+    "195663": " ตุ",
+    "82257": " ใส่",
+    "54046": " อย่าง",
+    "83194": " ทาง",
+    "52864": " ครู",
+    "46282": " อะไร",
+    "214400": " เฉล",
+    "54374": " หน้า",
+    "59799": " โอ",
+    "141676": " ลอง",
+    "108264": " พา",
+    "134698": " สร้าง",
+    "5363": " ก",
+    "57917": " ก่อน",
+    "102683": " ถาม",
+    "153392": " น่ะ",
+    "109053": " กร",
+    "151692": " เป้า",
+    "119969": " แม่",
+    "97532": " เครื่อง",
+    "94658": " คณิต",
+    "175533": " อยาก",
+    "116873": " ชั้น",
+    "211162": " อิ",
+    "211428": " สิน",
+    "181437": " คูณ",
+    "78177": " สํา",
+    "203098": " สมการ",
+    "55632": " ฮ",
+    "104606": " แท",
+    "90262": " มาก",
+    "219664": " นาที",
+    "24053": " ถ",
+    "166968": " ผ้า",
+    "22675": " เล",
+    "216718": " กี่",
+    "190608": " ข้าง",
+    "71608": " อาจ",
+    "47416": " วิ",
+    "208917": " เอก",
+    "149905": " ประเทศ",
+    "116957": " ช่วย",
+    "123225": " เขียน",
+    "128295": " ประก",
+    "223440": " ไล",
+    "121255": " จึง",
+    "159012": " นับ",
+    "112408": " แน",
+    "83516": " ฉ",
+    "157963": " ฝึก",
+    "139153": " สะ",
+    "135819": " กําลัง",
+    "65601": " ทั้ง",
+    "69077": " น้อง",
+    "218493": " เตรียม",
+    "185962": " นา",
+    "31701": " คือ",
+    "20271": " ได้",
+    "196499": " ลํา",
+    "80450": " ด้าน",
+    "90798": " ชม",
+    "42328": " เก",
+    "81612": " ทำ",
+    "19856": " ล",
+    "172305": " ต้องการ",
+    "83289": " กระ",
+    "182238": " สา",
+    "175278": " นอกจาก",
+    "56205": " ง",
+    "49126": " ทุก",
+    "230312": " หยุด",
+    "157131": " ตัด",
+    "18525": " ผ",
+    "202178": " มอง",
+    "6228": " แ",
+    "86479": " สูตร",
+    "115332": " ต้น",
+    "42650": " จาก",
+    "137546": " กลับ",
+    "9189": " นะ",
+    "130962": " อ่าน",
+    "95944": " เกิด",
+    "192715": " หมู่",
+    "195449": " เคย",
+    "220526": " กรณี",
+    "86851": " เห็น",
+    "229371": " เดิน",
+    "233067": " อิน",
+    "229711": " เวอร์ชั่น",
+    "226930": " แก้",
+    "11603": " ที่",
+    "47716": " เอ",
+    "23192": " ไป",
+    "33719": " เด",
+    "109098": " สำหรับ",
+    "186725": " ยาก",
+    "227259": " กี้",
+    "63168": " สวัสดี",
+    "57642": " แบบ",
+    "57114": " นี่",
+    "120696": " ต่าง",
+    "152936": " ยาว",
+    "15912": " จะ",
+    "175151": " ระบบ",
+    "163558": " ไหร่",
+    "199468": " เมือง",
+    "113298": " คณิตศาสตร์",
+    "40802": " ดู",
+    "196503": " บริษัท",
+    "227312": " รวมถึง",
+    "7276": " อ",
+    "55953": " เว",
+    "27831": " ให้",
+    "188998": " มิถุนายน",
+    "68252": " ต่อ",
+    "8264": " ส",
+    "85138": " ใช่",
+    "223286": " เงี้ย",
+    "229868": " แชร์",
+    "199022": " ไม่มี",
+    "192629": " จํา",
+    "31072": " หน",
+    "100177": " บริ",
+    "171668": " เกม",
+    "214683": " ออนไลน์",
+    "217590": " นาง",
+    "192645": " แต",
+    "100612": " นํา",
+    "56583": " อ่า",
+    "230779": " ตำ",
+    "24366": " ไม่",
+    "116588": " เหมือน",
+    "224328": " แยก",
+    "63429": " ไฟ",
+    "148135": " น้ำ",
+    "75662": " พร้อม",
+    "111034": " ประมาณ",
+    "210960": " ดังนั้น",
+    "114885": " จำกัด",
+    "199073": " ฉาก",
+    "215492": " รุ่น",
+    "228266": " สาม",
+    "107374": " ราย",
+    "155325": " เศษ",
+    "190499": " ขณะ",
+    "222019": " สิง",
+    "52364": " ผู้",
+    "208174": " เวอร์",
+    "133133": " เศ",
+    "122301": " ระยะ",
+    "7749": " ไ",
+    "125051": " มุม",
+    "235343": " ขาย",
+    "134379": " บน",
+    "151258": " ไม",
+    "206366": " ช่อง",
+    "81825": " ผล",
+    "138311": " เออ",
+    "211415": " ขั้น",
+    "86627": " สำ",
+    "89111": " สามารถ",
+    "146788": " หาร",
+    "37782": " หรือ",
+    "22301": " ว่า",
+    "156239": " เด้อ",
+    "234663": " แถม",
+    "44216": " เข้า",
+    "108492": " ฟ้า",
+    "3157": " เ",
+    "119481": " ไง",
+    "144338": " สืบค้นเมื่อ",
+    "39759": " โดย",
+    "16450": " ข",
+    "110554": " สี",
+    "4838": " น",
+    "20007": " เรา",
+    "99997": " ติด",
+    "37098": " อยู่",
+    "207224": " ลด",
+    "235157": " ครอง",
+    "224056": " ตุลาคม",
+    "56764": " กล",
+    "200643": " เต็ม",
+    "234992": " สาย",
+    "158420": " รอง",
+    "12621": " พ",
+    "33347": " เรียน",
+    "22386": " ๆ",
+    "35097": " เน",
+    "75629": " เท่า",
+    "70342": " ท่าน",
+    "19302": " ช",
+    "175304": " แอ",
+    "103762": " ตอบ",
+    "150927": " โอ้",
+    "49107": " เรื่อง",
+    "210042": " ร้าน",
+    "227462": " ควร",
+    "156589": " ช่วง",
+    "109438": " หลาย",
+    "42106": " ใ",
+    "144695": " บ่",
+    "88887": " พอ",
+    "143072": " สืบค้น",
+    "49283": " เห",
+    "142153": " ล้าน",
+    "185996": " แนว",
+    "94745": " รูป",
+    "68791": " คลิ",
+    "210925": " จำนวน",
+    "69916": " เบ",
+    "18796": " การ",
+    "153012": " นิ",
+    "152321": " โม",
+    "175184": " หย",
+    "50530": " อา",
+    "124310": " มือ",
+    "31732": " แต่",
+    "62304": " อีก",
+    "115918": " แรก",
+    "183060": " ดวง",
+    "130652": " มิ",
+    "173947": " เหลือ",
+    "58777": " ระ",
+    "185149": " เก็บ",
+    "78093": " ตรง",
+    "53376": " พี่",
+    "60877": " เอา",
+    "77840": " บอก",
+    "148487": " ทำให้",
+    "225158": " โจทย์",
+    "186439": " เธอ",
+    "171647": " อืม",
+    "151247": " มูล",
+    "235802": " เนื่องจาก",
+    "208592": " โร",
+    "162837": " เลือก",
+    "188460": " จับ",
+    "10249": " ครับ",
+    "62685": " เมื่อ",
+    "129480": " เค",
+    "45878": " ฟ",
+    "230176": " คำ",
+    "70630": " หม",
+    "155813": " แนะ",
+    "78357": " ที",
+    "131814": " นึง",
+    "83498": " ตาม",
+    "52499": " คุณ",
+    "169806": " เกี่ยว",
+    "133824": " ตา",
+    "113932": " แรง",
+    "94099": " สน",
+    "220048": " เมตร",
+    "16262": " ว",
+    "97070": " บาท",
+    "174669": " เก็",
+    "94862": " รวม",
+    "43122": " เร",
+    "48435": " ด้วย",
+    "189523": " พระเจ้า",
+    "130714": " สื",
+    "147125": " จริง",
+    "9879": " ต",
+    "196238": " วัด",
+    "97452": " สอน",
+    "69414": " ขอ",
+    "135022": " สิ่ง",
+    "163171": " เง",
+    "188579": " เสียง",
+    "151482": " บท",
+    "201170": " อาท",
+    "80544": " เวลา",
+    "213124": " แล",
+    "19304": " ใน",
+    "158428": " พื้น",
+    "127257": " อย่า",
+    "122669": " โรง",
+    "114140": " เซ",
+    "89317": " เด็ก",
+    "15515": " บ",
+    "17555": " เป็น",
+    "112763": " สิ",
+    "131023": " ครั้ง",
+    "117795": " น้ํา",
+    "77777": " งาน",
+    "178424": " ยก",
+    "203932": " สถาน",
+    "117461": " เย",
+    "14675": " โ",
+    "166497": " คว",
+    "109145": " เริ่ม",
+    "49804": " เท",
+    "163711": " เสร็จ",
+    "23327": " ของ",
+    "226836": " ร้อย",
+    "9321": " จ",
+    "78135": " สู",
+    "137046": " รอ",
+    "162777": " คะแนน",
+    "55120": " ส่วน",
+    "64401": " ออก",
+    "99307": " เช่น",
+    "189437": " ตาย",
+    "198104": " บ้าง",
+    "47860": " ���พื่อ",
+    "79107": " เลข",
+    "49706": " ยัง",
+    "230456": " ด่า",
+    "18685": " คะ",
+    "221187": " อังกฤษ",
+    "38364": " เลย",
+    "225512": " เยอะ",
+    "102469": " เหล",
+    "191086": " แทน",
+    "80482": " วิชา",
+    "163980": " ชุด",
+    "135638": " ขวด",
+    "114412": " ไหน",
+    "163577": " ลักษณะ",
+    "135429": " ไฟล์",
+    "172483": " กล่าว",
+    "213077": " กม",
+    "18389": " และ",
+    "118423": " เส้น",
+    "108666": " พูด",
+    "160186": " เนื้อ",
+    "164190": " เงิน",
+    "138752": " ไอ",
+    "212038": " เด่น",
+    "56023": " ถ้า",
+    "116435": " จัด",
+    "126557": " เอง",
+    "215573": " เหตุ",
+    "118771": " อาจารย์",
+    "51564": " เจ",
+    "231876": " นิด",
+    "126099": " สนาม",
+    "219542": " อายุ",
+    "46979": " ความ",
+    "56146": " หล",
+    "172046": " แปล",
+    "105574": " น่า",
+    "128001": " นาย"
+}

tokenizer.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c
+size 4689074