From dcdb796ce4a7c285ab72afcf36c4641dc6662e11 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 12 Jun 2026 16:15:24 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: pvlabs/Chytrej2-Mini Source: Original Platform --- .gitattributes | 35 + README.md | 60 + config.json | 32 + generation_config.json | 10 + model.safetensors | 3 + tokenizer.json | 159036 ++++++++++++++++++++++++++++++++++++++ tokenizer_config.json | 16 + 7 files changed, 159192 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new 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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 diff --git a/README.md b/README.md new file mode 100644 index 0000000..1ab178d --- /dev/null +++ b/README.md @@ -0,0 +1,60 @@ +--- +language: +- en +license: apache-2.0 +pipeline_tag: text-generation +tags: +- llama +- causal-lm +- pretrained +- chytrej +- base +- tiny +library_name: transformers +datasets: +- HuggingFaceFW/fineweb-edu +--- + +# Chytrej2-Mini + +A fully custom pretrained language model built from scratch on the LLaMA architecture trained on 2B tokens of the [FineWeb Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) dataset. + +Built by [PingVortex Labs](https://github.com/PingVortexLabs). + +[![Discord](https://img.shields.io/badge/Discord-5865F2?logo=discord&logoColor=white)](https://discord.gg/5SzkjVJBs2) + +--- + +## Model Details + ++ **Parameters:** 20M ++ **Context length:** 1024 tokens ++ **Language:** English only ++ **Format:** Base model ++ **Architecture:** LLaMA ++ **License:** Apache 2.0 + +--- + +## Benchmark ++ The model achieves score of 35.77% on ARC-Easy benchmark. + +--- + +## Usage + +```python +from transformers import LlamaForCausalLM, PreTrainedTokenizerFast + +model = LlamaForCausalLM.from_pretrained("pvlabs/Chytrej2-Mini") +tokenizer = PreTrainedTokenizerFast.from_pretrained("pvlabs/Chytrej2-Mini") + +prompt = "Neural Networks are" +inputs = tokenizer(prompt, return_tensors="pt") +outputs = model.generate(**inputs, max_new_tokens=100, repetition_penalty=1.3) +print(tokenizer.decode(outputs[0])) +``` + +--- + +*Made by [PingVortex](https://pingvortex.com).* \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..6f0beee --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 2, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 384, + "initializer_range": 0.02, + "intermediate_size": 1024, + "max_position_embeddings": 1024, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 6, + "num_hidden_layers": 5, + "num_key_value_heads": 2, + "pad_token_id": 3, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "tie_word_embeddings": true, + 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"max": 21815, + "Ġentails": 21816, + "Ġ08": 21817, + "ĠReviews": 21818, + "ĠRonald": 21819, + "Altern": 21820, + "phase": 21821, + "ĠGay": 21822, + "blind": 21823, + "Ġsentenced": 21824, + "osomes": 21825, + "ente": 21826, + "Ġinnoc": 21827, + "Ġsuspicion": 21828, + "isans": 21829, + "Ġantip": 21830, + "ĠSchw": 21831, + "chin": 21832, + "ĠSurface": 21833, + "Ġpits": 21834, + "Ġdyes": 21835, + "ĠGun": 21836, + "omi": 21837, + "igrams": 21838, + "illas": 21839, + "ÅĤ": 21840, + "Ġobliged": 21841, + "opath": 21842, + "Ġmoderately": 21843, + "ĠOdys": 21844, + "Ġfibr": 21845, + "Ġhips": 21846, + "Ġbedroom": 21847, + "Ġbilateral": 21848, + "uki": 21849, + "ĠHoney": 21850, + "Ġundermine": 21851, + "AMA": 21852, + "Ġammunition": 21853, + "ĠWere": 21854, + "Ġ108": 21855, + "ĠPassover": 21856, + "ĠCave": 21857, + "Ur": 21858, + "Ġdonate": 21859, + "EPA": 21860, + "Ġinefficient": 21861, + "Ġ½": 21862, + "Ġfortress": 21863, + "Ġscared": 21864, + "Ġdistortion": 21865, + "edical": 21866, + "eca": 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"Ġassistants": 21917, + "ĠSocrates": 21918, + "African": 21919, + "East": 21920, + "ĠWear": 21921, + "Wild": 21922, + "build": 21923, + "ĠMesopotam": 21924, + "Ġhelpless": 21925, + "balanced": 21926, + "Local": 21927, + "ENCE": 21928, + "ĠMAT": 21929, + "ibia": 21930, + "Ġaspirations": 21931, + "ĠPoverty": 21932, + "Ġrud": 21933, + "Ġconspiracy": 21934, + "Ġ1893": 21935, + "Ġclots": 21936, + "Far": 21937, + "Ġrainbow": 21938, + "Ġtuna": 21939, + "prom": 21940, + "Ġretard": 21941, + "ĠBelt": 21942, + "Ġfreight": 21943, + "º": 21944, + "Ġbytes": 21945, + "ĠFifth": 21946, + "ternally": 21947, + "Ġmidnight": 21948, + "Dou": 21949, + "ĠLancet": 21950, + "enberg": 21951, + "before": 21952, + "agascar": 21953, + "Ġinsult": 21954, + "Ġhorr": 21955, + "Ġmangro": 21956, + "Ġbeautifully": 21957, + "Ġvastly": 21958, + "ilitary": 21959, + "racted": 21960, + "former": 21961, + "ĠAdobe": 21962, + "ĠIX": 21963, + "Ġusable": 21964, + "Ġtatto": 21965, + "Ġsorry": 21966, + "absor": 21967, + "PG": 21968, 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"NT": 23115, + "short": 23116, + "ĠCraig": 23117, + "artments": 23118, + "Ġinfer": 23119, + "ĠNy": 23120, + "ĠEdison": 23121, + "Ġ1876": 23122, + "ĠFoster": 23123, + "Äĩ": 23124, + "Ġantis": 23125, + "ĠOECD": 23126, + "Ġidi": 23127, + "ĠIPCC": 23128, + "Ġelectrolyte": 23129, + "::": 23130, + "Ġmilligrams": 23131, + "Bio": 23132, + "ĠHort": 23133, + "ĠKrishna": 23134, + "Ġprogressed": 23135, + "untary": 23136, + "ĠConfuc": 23137, + "ĠSeg": 23138, + "ĠCapitol": 23139, + "urized": 23140, + "Ġstandpoint": 23141, + "Ġadvisor": 23142, + "idelity": 23143, + "Ġtrench": 23144, + "Ġfishery": 23145, + "Ġbathing": 23146, + "ghai": 23147, + "ĠEnlightenment": 23148, + "Ġinvertebrates": 23149, + "itted": 23150, + "ĠExploration": 23151, + "Ġrally": 23152, + "Ġtitanium": 23153, + "iman": 23154, + "Ġsta": 23155, + "LR": 23156, + "Ġtrademark": 23157, + "Ġswings": 23158, + "Ġconfigurations": 23159, + "Show": 23160, + "Ġoutdated": 23161, + "IND": 23162, + "ĠHTTP": 23163, + "Ġunemployed": 23164, + 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"ĠMarketing": 23365, + "ĠPhilippine": 23366, + "ĠCanaan": 23367, + "Ġrecycl": 23368, + "ĠShell": 23369, + "arag": 23370, + "ĠMetal": 23371, + "ĠPlain": 23372, + "Ġbackbone": 23373, + "represented": 23374, + "Ġupside": 23375, + "System": 23376, + "Ġstripped": 23377, + "ĠVinc": 23378, + "Ġdisinteg": 23379, + "Ġconfigured": 23380, + "ĠSherman": 23381, + "ĠTE": 23382, + "Ġenthusiasts": 23383, + "Ġpedestrian": 23384, + "ĠCCS": 23385, + "ĠNSW": 23386, + "rystal": 23387, + "Ep": 23388, + "Ġspat": 23389, + "ĠFellow": 23390, + "Ġsmarter": 23391, + "ĠEcosystem": 23392, + "Ġassemblies": 23393, + "Ġstatewide": 23394, + "Ġmiscar": 23395, + "Ġpronounce": 23396, + "Ġweaving": 23397, + "Ġrhin": 23398, + "izarre": 23399, + "miah": 23400, + "Ġaperture": 23401, + "Ġmanipulated": 23402, + "Technology": 23403, + "Ġcatastrophe": 23404, + "ĠSax": 23405, + "Ġdentists": 23406, + "Ġpledge": 23407, + "Ġdisputed": 23408, + "Ġmodifying": 23409, + "acic": 23410, + "Ġprivileged": 23411, + "hee": 23412, + "Ġmessenger": 23413, + "Ġinverse": 23414, + "hero": 23415, + "Ġspaced": 23416, + "Ġtowel": 23417, + "ĠTag": 23418, + "106": 23419, + "oku": 23420, + "Stat": 23421, + "Ġoriginates": 23422, + "Sen": 23423, + "imo": 23424, + "ĠSaul": 23425, + "recogn": 23426, + "mult": 23427, + "emp": 23428, + "ĠEmployment": 23429, + "Ġquotation": 23430, + "Ġgras": 23431, + "California": 23432, + "ĠTrain": 23433, + "Ġapplicants": 23434, + "flowers": 23435, + "Fire": 23436, + "Ġhive": 23437, + "Ġspraying": 23438, + "ĠUSS": 23439, + "ĠCareer": 23440, + "phot": 23441, + "Ġprominence": 23442, + ")/": 23443, + "Ġsuperst": 23444, + "Ġinvitation": 23445, + "haw": 23446, + "Ġaffiliated": 23447, + "Ñĭ": 23448, + "Ġbonus": 23449, + "ĠPersia": 23450, + "Ġ1859": 23451, + "Pacific": 23452, + "Ġlocks": 23453, + "mate": 23454, + "Ġovaries": 23455, + "Ġincorrectly": 23456, + "Ġbrowse": 23457, + "Ġregulator": 23458, + "Ġballot": 23459, + "ĠNSA": 23460, + "Ġimplicated": 23461, + "unit": 23462, + "Ġuprising": 23463, + "wy": 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"ĠLunar": 27094, + "ĠKeyn": 27095, + "Ġwhoever": 27096, + "ICK": 27097, + "ĠCann": 27098, + "dyn": 27099, + "Ġ(+": 27100, + "iev": 27101, + "shima": 27102, + "Healthy": 27103, + "Ġlocality": 27104, + "Ġundertook": 27105, + "ĠAnatomy": 27106, + "Ġgatherings": 27107, + "ĠBailey": 27108, + "processing": 27109, + "Ġfirewall": 27110, + "Box": 27111, + "ĠConstruct": 27112, + "Ġforthcoming": 27113, + "itates": 27114, + "ousand": 27115, + "ribers": 27116, + "Requ": 27117, + "ĠRebecca": 27118, + "Ġsprayed": 27119, + "Ġtertiary": 27120, + "ĠInitial": 27121, + "isi": 27122, + "Ġfiss": 27123, + "Ġorchestra": 27124, + "ĠRevere": 27125, + "saw": 27126, + "Ġrides": 27127, + "Ġmyocard": 27128, + "Ġlockdown": 27129, + "Ġretal": 27130, + "Ġacquainted": 27131, + "ĠNGO": 27132, + "ĠCOP": 27133, + "Ġmounds": 27134, + "Ġsubconscious": 27135, + "Ġconstructions": 27136, + "Ġactu": 27137, + "Ġdenotes": 27138, + "Ġapex": 27139, + "Ġ210": 27140, + "ogas": 27141, + "Ġlesbian": 27142, + "ĠWise": 27143, + 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27193, + "physical": 27194, + "Ġsuperconduct": 27195, + "Acts": 27196, + "Ġcrowned": 27197, + "!!!": 27198, + "Ġtestament": 27199, + "Ġchromat": 27200, + "Ġtokens": 27201, + "gina": 27202, + "ĠEssentially": 27203, + "Ġration": 27204, + "Ġpharmacist": 27205, + "ĠAside": 27206, + "ĠDegree": 27207, + "MAN": 27208, + "Ġdunes": 27209, + "intensity": 27210, + "ĠPatterns": 27211, + "Ġspecialised": 27212, + "anine": 27213, + "ĠTouch": 27214, + "Ġsow": 27215, + "ĠHers": 27216, + "Ġhypothyroidism": 27217, + "otypic": 27218, + "ĠWhilst": 27219, + "Ġutensils": 27220, + "ĠCanterbury": 27221, + "Camp": 27222, + "ĠMÄģ": 27223, + "Ġfellowship": 27224, + "Ġreused": 27225, + "Ġdiploma": 27226, + "ĠOptim": 27227, + "ĠMagnetic": 27228, + "Ġpredictor": 27229, + "Week": 27230, + "Ġconduction": 27231, + "ĠHil": 27232, + "Ġherein": 27233, + "Ġbroadcasting": 27234, + "Ġrashes": 27235, + "Ġeccentric": 27236, + "Ġintegers": 27237, + "odor": 27238, + "antics": 27239, + "Ġparaph": 27240, + "hey": 27241, + "ĠVert": 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27638, + "Ġpenguins": 27639, + "Ġbanning": 27640, + "ĠEggs": 27641, + "ĠThousands": 27642, + "Ġrectum": 27643, + "ĠRah": 27644, + "Regular": 27645, + "Ġaroma": 27646, + "deep": 27647, + "Ġsympath": 27648, + "ĠSwan": 27649, + "Ġmedically": 27650, + "Ġintracellular": 27651, + "Feed": 27652, + "Ġbottlen": 27653, + "ĠMapping": 27654, + "Ġdiscriminatory": 27655, + "Ġspeculative": 27656, + "ĠDop": 27657, + "Ġ1835": 27658, + "WC": 27659, + "Ġlur": 27660, + "vine": 27661, + "Ġmenstruation": 27662, + "ĠJacques": 27663, + "157": 27664, + "Aud": 27665, + "Ġforested": 27666, + "Ġconsonant": 27667, + "Ġambiguity": 27668, + "ĠEthiopian": 27669, + "ĠSEL": 27670, + "Ġrested": 27671, + "Ġempires": 27672, + "aines": 27673, + "ĠDisplay": 27674, + "Ġskeletons": 27675, + "Ġforeground": 27676, + "Tell": 27677, + "ĠReally": 27678, + "||-": 27679, + "OA": 27680, + "atology": 27681, + "azard": 27682, + "Ġcirculated": 27683, + "ĠLearners": 27684, + "onement": 27685, + "Ġwelcoming": 27686, + "Ġneurom": 27687, + 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27839, + "ĠInventory": 27840, + "Ġimpending": 27841, + "ĠTradition": 27842, + "Ġflourishing": 27843, + "Ġrental": 27844, + "ĠGest": 27845, + "ifestyle": 27846, + "Ġhydroelectric": 27847, + "Ġsandwich": 27848, + "Ġdivergence": 27849, + "Ġquotations": 27850, + "Ġindefinitely": 27851, + "ku": 27852, + "Ġtenderness": 27853, + "Ġfirefighters": 27854, + "Ġfinanced": 27855, + "Ġwoodlands": 27856, + "ĠSpaniards": 27857, + "Group": 27858, + "ĠBibli": 27859, + "ĠNorthwestern": 27860, + "Ġerg": 27861, + "ABLE": 27862, + "Neg": 27863, + "entional": 27864, + "Ġaureus": 27865, + "ĠRehabilitation": 27866, + "aseous": 27867, + "HOW": 27868, + "Ġuniformly": 27869, + "ĠHut": 27870, + "Ġlodge": 27871, + "ĠWalt": 27872, + "Ġstrategically": 27873, + "Ġscenery": 27874, + "Ġfronts": 27875, + "ĠEdwin": 27876, + "Ġlumbar": 27877, + "ĠRomeo": 27878, + "Ġamyloid": 27879, + "ĠNowadays": 27880, + "Ġoysters": 27881, + "Ġexcre": 27882, + "ĠSanti": 27883, + "Ġpotting": 27884, + "Ġmythical": 27885, + "nm": 27886, + "ĠNewsp": 27887, + "Character": 27888, + "ĠFIG": 27889, + "ephal": 27890, + "ĠIsles": 27891, + "Monday": 27892, + "Ġspells": 27893, + "ĠImmune": 27894, + "ĠOccasionally": 27895, + "ussed": 27896, + "Ġmisunderstood": 27897, + "Ġtout": 27898, + "Ġcorrecting": 27899, + "ĠESL": 27900, + "Ġhacking": 27901, + "ĠGael": 27902, + "hering": 27903, + "Ġpalate": 27904, + "ĠConnection": 27905, + "Ġrampant": 27906, + "Carthy": 27907, + "ĠCul": 27908, + "Ġdecorate": 27909, + "ĠCoordinator": 27910, + "claimer": 27911, + "Ġdemographics": 27912, + "ĠSquadron": 27913, + "Ġkel": 27914, + "Ġnotify": 27915, + "heet": 27916, + "Ġtectonic": 27917, + "adjust": 27918, + "Ġpeptides": 27919, + "Ġtempting": 27920, + "iential": 27921, + "ĠDawn": 27922, + "ĠMineral": 27923, + "IZ": 27924, + "fighting": 27925, + "Ġelectrically": 27926, + "phasis": 27927, + "ĠBin": 27928, + "ĠFrog": 27929, + "ĠOceanic": 27930, + "Ġcorrelates": 27931, + "Ġinterd": 27932, + "ĠClim": 27933, + "ĠInfluence": 27934, + "ĠFrequency": 27935, + "nour": 27936, + "Ġfertilized": 27937, + "Ġovary": 27938, + "dard": 27939, + "traditional": 27940, + "ĠVedic": 27941, + "Ġwaterproof": 27942, + "Ġcreams": 27943, + "ĠTrop": 27944, + "oodles": 27945, + "Ġcortical": 27946, + "Ġrefresh": 27947, + "ĠLithuania": 27948, + "Ġpatrons": 27949, + "Ġexhibiting": 27950, + "Ġpenis": 27951, + "visible": 27952, + "mare": 27953, + "Scott": 27954, + "ĠGerald": 27955, + "ĠKas": 27956, + "ieves": 27957, + "agnet": 27958, + "ĠFunctions": 27959, + "ĠBS": 27960, + "Ġclad": 27961, + "Ġriches": 27962, + "Ġcirculatory": 27963, + "Ġagitation": 27964, + "Ġcampuses": 27965, + "urai": 27966, + "bler": 27967, + "Ġfrightened": 27968, + "wic": 27969, + "ichever": 27970, + "steine": 27971, + "Determ": 27972, + "ĠSchmidt": 27973, + "HP": 27974, + "Ġdischarges": 27975, + "ĠNSF": 27976, + "ĠMennon": 27977, + "Ġdistal": 27978, + "Ġstuffed": 27979, + "ĠWer": 27980, + "ĠAstroph": 27981, + "Ġfiner": 27982, + "Ġregenerative": 27983, + "Ġ1815": 27984, + "Ġinsulated": 27985, + 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"impact": 28590, + "ĠBosnia": 28591, + "Ġswap": 28592, + "Ġbrethren": 28593, + "ĠRama": 28594, + "furt": 28595, + "Ġprovoked": 28596, + "Ġgestational": 28597, + "ineteenth": 28598, + "Ġglowing": 28599, + "Ġpyl": 28600, + "ĠAj": 28601, + "aji": 28602, + "ĠQU": 28603, + "ĠAttack": 28604, + "Ġcrane": 28605, + "Ġrins": 28606, + "ĠAsked": 28607, + "Ġlign": 28608, + "ĠTelevision": 28609, + "FIG": 28610, + "Ġlawsuits": 28611, + "hm": 28612, + "Ġdumped": 28613, + "Ġninety": 28614, + "ilience": 28615, + "dx": 28616, + "ĠAlps": 28617, + "ĠAircraft": 28618, + "ĠHispanics": 28619, + "ĠHann": 28620, + "ĠLuckily": 28621, + "ĠAzerbaijan": 28622, + "uds": 28623, + "avement": 28624, + "Na": 28625, + "Ġextrap": 28626, + "ĠHeath": 28627, + "Ġshields": 28628, + "Ġabnormally": 28629, + "ĠPon": 28630, + "Ġ1775": 28631, + "360": 28632, + "य": 28633, + "ĠTraditionally": 28634, + "Ġcanyon": 28635, + "Ġparticipatory": 28636, + "Ġtreatise": 28637, + "fair": 28638, + "Germany": 28639, + "ĠGly": 28640, + "Ġ133": 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"Ġpropriet": 28690, + "Ġtributaries": 28691, + "ĠMorrison": 28692, + "Ever": 28693, + "Process": 28694, + "Ġvigilant": 28695, + "ĠCay": 28696, + "oan": 28697, + "Ġtrunks": 28698, + "actly": 28699, + "itin": 28700, + "Ġblooming": 28701, + "Ġfavors": 28702, + "Ġmarching": 28703, + "Ġrevisions": 28704, + "ĠSuppose": 28705, + "Ġtearing": 28706, + "ĠEquity": 28707, + "mag": 28708, + "Ġoyster": 28709, + "ĠEstate": 28710, + "ĠHeights": 28711, + "andescent": 28712, + "ĠPhone": 28713, + "ĠHI": 28714, + "ĠYose": 28715, + "ĠIB": 28716, + "Ġindustrialization": 28717, + "elo": 28718, + "Ġdesignate": 28719, + "Ġtutors": 28720, + "Ġdecipher": 28721, + "ATH": 28722, + "Den": 28723, + "ceae": 28724, + "Ġcircuitry": 28725, + "hra": 28726, + "Ġindexes": 28727, + "ĠStructural": 28728, + "Lib": 28729, + "ĠCarth": 28730, + "Ġstature": 28731, + "Ġfug": 28732, + "Ġdragged": 28733, + "record": 28734, + "Ġawaiting": 28735, + "ĠOpera": 28736, + "ĠTeeth": 28737, + "Ġoverr": 28738, + "Ġhomelessness": 28739, + 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