From f2e90b170ad3bdc42cd6210d620d0a591fef4e49 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 12 Oct 2026 03:03:19 +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: meadbee/Yuna-130M-Conversation Source: Original Platform --- .gitattributes | 36 + Assets/info.png | 3 + README.md | 218 + config.json | 33 + generation_config.json | 10 + model.safetensors | 3 + tokenizer.json | 119272 ++++++++++++++++++++++++++++++++++++++ tokenizer_config.json | 11 + 8 files changed, 119586 insertions(+) create mode 100644 .gitattributes create mode 100644 Assets/info.png 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 file mode 100644 index 0000000..1d8c3d3 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +*.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 +Assets/info.png filter=lfs diff=lfs merge=lfs -text diff --git a/Assets/info.png b/Assets/info.png new file mode 100644 index 0000000..5d4bd6d --- /dev/null +++ b/Assets/info.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2101769c75a627f728f920120bf5822486f1f29be765079a088ffd460cf4318 +size 1800014 diff --git a/README.md b/README.md new file mode 100644 index 0000000..1215156 --- /dev/null +++ b/README.md @@ -0,0 +1,218 @@ +--- +language: +- en +library_name: transformers +pipeline_tag: text-generation +tags: +- llama +- causal-lm +- gqa +- conversational +- roleplay +- fine-tuned +- yuna +--- + +# YunaGPT-124M V1 Conversation + +**A compact, single-turn conversation and character role-play model.** + +![Parameters](https://img.shields.io/badge/parameters-124%2C445%2C376-35c7e8) +![Context](https://img.shields.io/badge/context-2%2C048-9b72e8) +![Stage](https://img.shields.io/badge/stage-conversation_SFT-9b72e8) +![SFT tokens](https://img.shields.io/badge/conversation_tokens-~3.79M-9b72e8) +![Status](https://img.shields.io/badge/status-experimental-orange) + +> **Important:** This model was trained to produce one assistant or character reply from one user turn. It has no built-in memory and is not a reliable factual or safety-aligned assistant. + +

+ YunaGPT-124M V1 architecture and training infographic +

+ +## Run on google Colab for free online: +[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)]( +https://colab.research.google.com/github/jordanmckin/Yuna_130m_Colab/blob/main/Yuna_130M_Conversation_Colab.ipynb +) + + +## Overview + +YunaGPT-124M V1 Conversation continues from the final Story checkpoint and adds response-only conversation SFT. Its specialty is short dialogue and character role-play: an optional character description and one user message are provided as context, and the model generates one assistant reply. + +The training data was deliberately flattened into independent user/assistant exchanges. The model was not trained to predict both sides of an ongoing transcript, and it does not remember earlier calls unless an application supplies context manually. + +## Project background + +Yuna began as a 30M-parameter educational language-model project inspired by Sebastian Raschka's *Build a Large Language Model (From Scratch)*. It later moved to Hugging Face's native LLaMA implementation and became a home-hardware experiment using an RTX 3090. The broader project explores instruction following, creative writing, role-play, synthetic Final Fantasy X knowledge, and preference optimization. + +The model may write plausible franchise dialogue or lore while inventing details. Do not rely on it as a factual source. + +## Model summary + +| Item | Value | +|---|---:| +| Parameters | **124,445,376** | +| Model class | `LlamaForCausalLM` | +| Training stage | Character/conversation SFT | +| Lineage | Base → Story → Conversation | +| Training exchanges | **47,625** | +| Validation exchanges | **5,298** | +| Recorded conversation tokens | Approximately **3.79 million** | +| Context length | **2,048 tokens** | +| Maximum trained user turn | 600 tokens | +| Maximum trained response | 512 tokens | +| Vocabulary | **24,000 tokens** | +| Tokenizer | Byte-level BPE | +| Weight format | `safetensors`, FP32 | +| Primary language | English | + +## Prompt format + +This checkpoint uses a custom role-play format, not the instruction format used by the Instruct and Story variants. + +With a character description: + +```text +### Character: +{character_or_persona} + +### User: +{message} + +### Assistant: +``` + +Without a character description: + +```text +### User: +{message} + +### Assistant: +``` + +The headings and blank lines are part of the training format. A standard `tokenizer.apply_chat_template(...)` call is not equivalent for this release. + +## Run it yourself + +```bash +pip install torch transformers +``` + +```python +import torch +from transformers import AutoModelForCausalLM, AutoTokenizer + +model_id = "YOUR_USERNAME/YunaGPT-124M-V1-Conversation" + +tokenizer = AutoTokenizer.from_pretrained(model_id) +model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype="auto") +model.eval() + + +def format_conversation_prompt(message: str, character: str = "") -> str: + parts = [] + if character.strip(): + parts.append(f"### Character:\n{character.strip()}") + parts.append(f"### User:\n{message.strip()}") + parts.append("### Assistant:\n") + return "\n\n".join(parts) + + +prompt = format_conversation_prompt( + message="I found this strange key outside the library. Do you recognize it?", + character=( + "Mira is a friendly village librarian who is curious, patient, " + "and fond of old adventure stories." + ), +) +inputs = tokenizer(prompt, return_tensors="pt") + +with torch.no_grad(): + output = model.generate( + **inputs, + max_new_tokens=220, + do_sample=True, + temperature=0.8, + top_p=0.9, + repetition_penalty=1.1, + pad_token_id=tokenizer.pad_token_id, + eos_token_id=tokenizer.eos_token_id, + ) + +new_tokens = output[0, inputs["input_ids"].shape[1]:] +print(tokenizer.decode(new_tokens, skip_special_tokens=True).strip()) +``` + +Replace the placeholder repository name with the final model ID or a local folder. Keeping replies below roughly 512 new tokens is closest to the response lengths seen during training. + +## Architecture + +| Component | Configuration | +|---|---:| +| Architecture | Decoder-only Transformer | +| Attention | Grouped-Query Attention (GQA) | +| Hidden size | 576 | +| Intermediate size | 2,048 | +| Layers | 25 | +| Attention heads | 9 | +| Key/value heads | 3 | +| Activation | SiLU / SwiGLU feed-forward blocks | +| Normalization | RMSNorm, epsilon `1e-6` | +| Position encoding | RoPE, theta `10,000` | +| Maximum positions | 2,048 | +| Input/output embeddings | Tied | + +## Conversation training + +This checkpoint was fine-tuned for one epoch on `youndukn/ROLE_PLAY_INSTRUCT` using: + +- 47,625 flattened training exchanges; +- 5,298 held-out test exchanges; +- optional character/persona context; +- one user turn followed by one assistant response; +- response-only loss with an explicit EOS target; +- a learning rate of `2.5e-5` and batch size 1. + +The run recorded approximately 3.79 million processed tokens. Internal validation loss reached approximately **1.65** near the end of training. This is a dataset-specific next-token metric, not evidence of general conversational quality or safety. + +The uploaded weights exactly match the final epoch-1 conversation checkpoint. Source dataset terms and attribution requirements remain applicable. + +## Intended uses + +- Single-turn character and role-play responses. +- Short conversational experiments with human supervision. +- Educational study of response-only dialogue fine-tuning. +- Local prototyping of character interfaces. + +## Limitations and safety + +Expected limitations include: + +- no persistent memory and limited multi-turn consistency; +- character drift, repetition, role-label leakage, or speaking for the user; +- hallucinated facts and unreliable real-world advice; +- weak reasoning and instruction following outside role-play dialogue; +- sensitivity to persona wording and sampling settings; +- generation of stereotypes, manipulative dialogue, sexual content, offensive language, or other unsafe material inherited from training data; +- possible reproduction of phrases or information from source data. + +Do not use this model for emotional dependency, impersonation, medical or mental-health support, high-impact advice, moderation, surveillance, or unsupervised public deployment. Make fictional framing clear to users and provide human oversight. + +## Evaluation status + +No standardized dialogue, role-play, factuality, bias, toxicity, privacy, or safety benchmarks are included. The internal validation loss only measures prediction on the held-out source split. + +## Related variants + +- **Base:** raw next-token completion checkpoint. +- **Instruct:** general single-turn instruction SFT branch with a different prompt wrapper. +- **Story:** creative-writing checkpoint that directly precedes this variant. + +## License and attribution + +No model-weight license was declared in the project metadata when this card was prepared. Add an explicit license before public distribution. A model license does not override the source datasets' licenses, terms, or attribution requirements. + +--- + +**YunaGPT-124M V1 Conversation is an experimental role-play model. Keep its use fictional, supervised, and transparent.** diff --git a/config.json b/config.json new file mode 100644 index 0000000..6cbe3d5 --- /dev/null +++ b/config.json @@ -0,0 +1,33 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 0, + "dtype": "float32", + "eos_token_id": 1, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 576, + "initializer_range": 0.02, + "intermediate_size": 2048, + "max_position_embeddings": 2048, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 9, + "num_hidden_layers": 25, + "num_key_value_heads": 3, + "pad_token_id": 3, + "pretraining_tp": 1, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "tie_word_embeddings": true, + "transformers_version": "5.13.1", + "unk_token_id": 2, + "use_cache": true, + "vocab_size": 24000 +} diff --git a/generation_config.json b/generation_config.json new file mode 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17716, + "Ġpsoriasis": 17717, + "Ġfighters": 17718, + "Ġhipp": 17719, + "utt": 17720, + "rah": 17721, + "Ġ111": 17722, + "kee": 17723, + "ĠWoman": 17724, + "ĠRoy": 17725, + "agara": 17726, + "Ġenamel": 17727, + "Ġadhere": 17728, + "Ġrisen": 17729, + "Ġvisc": 17730, + "Ġretrieved": 17731, + "Ġbrew": 17732, + "beat": 17733, + "ringing": 17734, + "Ġaccessing": 17735, + "Ġreactors": 17736, + "Ġreportedly": 17737, + "Ġembark": 17738, + "Ġcorrected": 17739, + "Ġswept": 17740, + "ĠSurgery": 17741, + "ydia": 17742, + "ĠAtlanta": 17743, + "Ġsupplementation": 17744, + "Introduction": 17745, + "Ġbutterfly": 17746, + "ĠHorse": 17747, + "Ġpenetrate": 17748, + "between": 17749, + "ogeneous": 17750, + "Ġlandfill": 17751, + "Rad": 17752, + "uce": 17753, + "Ġsized": 17754, + "Ġforum": 17755, + "adron": 17756, + "ĠHC": 17757, + "Ġimplicit": 17758, + "ĠJam": 17759, + "ountain": 17760, + "Ġoverload": 17761, + "Ġray": 17762, + "Ġdecimal": 17763, + "ictional": 17764, + "Ġbuses": 17765, + "Ġdigging": 17766, 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17818, + "Ġchlorine": 17819, + "Ġreminds": 17820, + "Ġcatastrophic": 17821, + "Join": 17822, + "ĠLebanon": 17823, + "Sah": 17824, + "inators": 17825, + "onian": 17826, + "Ġrenov": 17827, + "Ġcongregation": 17828, + "ĠManc": 17829, + "ĠPositive": 17830, + "Ġformulas": 17831, + "ccessful": 17832, + "Ask": 17833, + "ĠBlog": 17834, + "iami": 17835, + "Ġ1934": 17836, + "party": 17837, + "Ġflooded": 17838, + "Text": 17839, + "defined": 17840, + "Ġoxidative": 17841, + "Ġdisadvantage": 17842, + "Ġdesktop": 17843, + "Ġcondemned": 17844, + "grass": 17845, + "lad": 17846, + "inas": 17847, + "ĠSources": 17848, + "ĠWatson": 17849, + "ĠFuk": 17850, + "Ġker": 17851, + "ĠInsect": 17852, + "Ġformations": 17853, + "Ġreflex": 17854, + "Ġpredisp": 17855, + "ĠEmploy": 17856, + "Ġrotor": 17857, + "Ġhormonal": 17858, + "Ġimmigrant": 17859, + "ĠAPI": 17860, + "ĠErn": 17861, + "ĠFactors": 17862, + "Ġeighteenth": 17863, + "ĠIndividuals": 17864, + "Ġseafood": 17865, + "Ġenergetic": 17866, + "master": 17867, + "Ġwand": 17868, + "ivial": 17869, + "ĠLaur": 17870, + "ĠLeft": 17871, + "Ġpeat": 17872, + "Ġunderw": 17873, + "Ġformulation": 17874, + "Ġvisibility": 17875, + "Ġopera": 17876, + "ĠWarren": 17877, + "Ġcatar": 17878, + "boards": 17879, + "Ġintegrating": 17880, + "Ġharbor": 17881, + "Ġwaist": 17882, + "1992": 17883, + "ĠPCB": 17884, + "ĠSummary": 17885, + "Ġthreads": 17886, + "Ġbucket": 17887, + "Ġbasketball": 17888, + "Professor": 17889, + "Below": 17890, + "NI": 17891, + "Set": 17892, + "ÙĨ": 17893, + "ĠEver": 17894, + "Ġobl": 17895, + "cycle": 17896, + "ĠDeal": 17897, + "Ġpredator": 17898, + "ottom": 17899, + "Ġmassage": 17900, + "Ġredist": 17901, + "ĠRegiment": 17902, + "Ġbandwidth": 17903, + "Ġdropping": 17904, + "Ġinclined": 17905, + "ür": 17906, + "Ġinnate": 17907, + "ĠIncreased": 17908, + "Ġchromosomes": 17909, + "Ġpenalty": 17910, + "Ġbeside": 17911, + "Ġshrimp": 17912, + "FP": 17913, + "KE": 17914, + "eh": 17915, + "pace": 17916, + "Ñĥ": 17917, + "omat": 17918, + "Ġlbs": 17919, 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"Ġsuspic": 18021, + "Phot": 18022, + "ĠHolland": 18023, + "ĠPsychological": 18024, + "Ġinhibitors": 18025, + "Ġreminded": 18026, + "ĠPalestinian": 18027, + "Ġcertificates": 18028, + "Ġluxury": 18029, + "pherd": 18030, + "Ġinheritance": 18031, + "Page": 18032, + "growing": 18033, + "mium": 18034, + "pine": 18035, + "town": 18036, + "uart": 18037, + "inos": 18038, + "alph": 18039, + "rof": 18040, + "ĠPick": 18041, + "essed": 18042, + "techn": 18043, + "ourge": 18044, + "ousing": 18045, + "Ġadvers": 18046, + "Ġroses": 18047, + "issa": 18048, + "ĠIndependent": 18049, + "ennon": 18050, + "Ġ1907": 18051, + "ĠDetroit": 18052, + "ĠNazis": 18053, + "Ġcommodities": 18054, + "Ġspontaneous": 18055, + "ĠPittsburgh": 18056, + "GI": 18057, + "Watch": 18058, + "looking": 18059, + "Ġpaired": 18060, + "ĠTab": 18061, + "ĠSold": 18062, + "essive": 18063, + "user": 18064, + "eston": 18065, + "ockey": 18066, + "places": 18067, + "entials": 18068, + "ĠGeneva": 18069, + "Ġsalts": 18070, + "ĠAustrian": 18071, 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"ĠMayo": 18123, + "Ġinstitute": 18124, + "Ġnationally": 18125, + "Ġofferings": 18126, + "Ġsandy": 18127, + "Moreover": 18128, + "Ġpronunciation": 18129, + "transmit": 18130, + "Ġsubsidies": 18131, + "Ġscalp": 18132, + "Ġinverte": 18133, + "Making": 18134, + "kers": 18135, + "mund": 18136, + "Ġawards": 18137, + "Ġcath": 18138, + "Ġcemetery": 18139, + "Ġdedication": 18140, + "ĠTower": 18141, + "Ġgad": 18142, + "image": 18143, + "ĠNH": 18144, + "ĠStop": 18145, + "ĠChand": 18146, + "Ġaftermath": 18147, + "ommended": 18148, + "Ġslip": 18149, + "Ġviewer": 18150, + "hibition": 18151, + "Ġrecipient": 18152, + "Ġstimulates": 18153, + "Ġparadox": 18154, + "Ġsiege": 18155, + "ĠHalloween": 18156, + "doms": 18157, + "heim": 18158, + "Ġsaint": 18159, + "Ġsulph": 18160, + "start": 18161, + "ĠAle": 18162, + "romb": 18163, + "ĠFab": 18164, + "Ġlethal": 18165, + "ĠNumbers": 18166, + "pless": 18167, + "ĠThor": 18168, + "Ġ1922": 18169, + "Ġscler": 18170, + "phthalm": 18171, + "Ġevenly": 18172, + "Ġcharter": 18173, + "Ġantimicro": 18174, + "Ġmarble": 18175, + "ometers": 18176, + "ĠGenetic": 18177, + "Ġlengthy": 18178, + "ĠInterior": 18179, + "ĠVolunt": 18180, + "Ġresidue": 18181, + "ĠOperations": 18182, + "ĠBangladesh": 18183, + "Ġpublisher": 18184, + "Ġdismissed": 18185, + "ĠNepal": 18186, + "Ġintricate": 18187, + "ĠBengal": 18188, + "Lead": 18189, + "Ġfog": 18190, + "Ġranged": 18191, + "Ġsystematically": 18192, + "Ġcurric": 18193, + "ĠCooper": 18194, + "Ġfauna": 18195, + "ĠAssociate": 18196, + "Ġinspiring": 18197, + "ĠDivine": 18198, + "Ġmagnificent": 18199, + "ĠBenedict": 18200, + "gate": 18201, + "iw": 18202, + "mg": 18203, + "Ġtan": 18204, + "Ġameric": 18205, + "Ġnectar": 18206, + "Ġure": 18207, + "ĠBald": 18208, + "usp": 18209, + "ĠNearly": 18210, + "ĠJay": 18211, + "Ġjunction": 18212, + "Ġconson": 18213, + "ribing": 18214, + "Ġspeeches": 18215, + "ĠGeography": 18216, + "Ġsuffers": 18217, + "Ġcompanions": 18218, + "Ġnewsletter": 18219, + "Ġsmartphones": 18220, + "ĠSmithsonian": 18221, + "Ġunsafe": 18222, + "Ġpursued": 18223, + "Ġlipid": 18224, + "Ġpelvic": 18225, + "ĠOfficer": 18226, + "Ġbronch": 18227, + "rella": 18228, + "Ġdisparities": 18229, + "ĠRepresentatives": 18230, + "Try": 18231, + "Types": 18232, + "corn": 18233, + "Ġdip": 18234, + "Ġstigma": 18235, + "Ġcongen": 18236, + "ĠMig": 18237, + "ĠFL": 18238, + "ĠLav": 18239, + "Ġspike": 18240, + "ighty": 18241, + "ultan": 18242, + "ccoli": 18243, + "ailure": 18244, + "Ġneeding": 18245, + "Ġsurplus": 18246, + "owned": 18247, + "Ġfollic": 18248, + "Ġdeposition": 18249, + "ĠWhatever": 18250, + "Ġpurity": 18251, + "Ġplantations": 18252, + "Ġversa": 18253, + "Ġpersonalized": 18254, + "Example": 18255, + "Ġsediments": 18256, + "indust": 18257, + "Ġremarkably": 18258, + "ĠBreak": 18259, + "Ġveterinary": 18260, + "Ġfestivals": 18261, + "ĠPhotos": 18262, + "ĠUkrain": 18263, + "Ġstereotypes": 18264, + "Ġpancreatic": 18265, + "Ġexplosive": 18266, + "ĠFisheries": 18267, + "Ġsketch": 18268, + "Ġceramic": 18269, + "Ġgratitude": 18270, + "Ġenergies": 18271, + "ĠCompanies": 18272, + "Ġdiscontin": 18273, + "OG": 18274, + "Ġcaste": 18275, + "sever": 18276, + "ĠTel": 18277, + "ĠCave": 18278, + "amorph": 18279, + "ĠPS": 18280, + "ĠPerm": 18281, + "umble": 18282, + "ĠHD": 18283, + "ĠGand": 18284, + "Ġresin": 18285, + "ĠStyle": 18286, + "Ġchewing": 18287, + "Ġbelievers": 18288, + "Ġyoungest": 18289, + "Ġphotons": 18290, + "ĠGoals": 18291, + "help": 18292, + "ĠComment": 18293, + "Ġ1908": 18294, + "ĠBreast": 18295, + "ustainability": 18296, + "Ġexceeded": 18297, + "ĠTraditional": 18298, + "Ġbombs": 18299, + "Ġmicrobiome": 18300, + "Jewish": 18301, + "Effect": 18302, + "NP": 18303, + "Ġtiles": 18304, + "atable": 18305, + "Ġpad": 18306, + "anthrop": 18307, + "Ġstap": 18308, + "thms": 18309, + "ĠPages": 18310, + "assador": 18311, + "Ġbackup": 18312, + "Ġmaize": 18313, + "Ġeducating": 18314, + "Ġforemost": 18315, + "ĠAdvent": 18316, + "Ġtextiles": 18317, + "Ġpolicymakers": 18318, + "Ġ1952": 18319, + "ĠSenator": 18320, + "Ġroofs": 18321, + "ĠPopular": 18322, + "ĠOperation": 18323, + "Ġeighth": 18324, + "Ġnickel": 18325, + "established": 18326, + "OH": 18327, + "UST": 18328, + "ĠThreat": 18329, + "rys": 18330, + "acking": 18331, + "ĠStay": 18332, + "Ġneedles": 18333, + "Ġrepairs": 18334, + "Ġcertainty": 18335, + "ĠZika": 18336, + "Ġgrounded": 18337, + "Ġconductor": 18338, + "Ġdispos": 18339, + "Without": 18340, + "ĠComplex": 18341, + "ĠSpecifically": 18342, + "Ġmurdered": 18343, + "agonal": 18344, + "ĠRefuge": 18345, + "Ġbombing": 18346, + "ĠFilip": 18347, + "impse": 18348, + "Ġcomposer": 18349, + "Ġpancreas": 18350, + "developed": 18351, + "Ġbarrels": 18352, + "ĠArchitecture": 18353, + "Ġlifespan": 18354, + "omi": 18355, + "Ġlamps": 18356, + "ĠMak": 18357, + "ĠED": 18358, + "ĠRAM": 18359, + "Ġshipped": 18360, + "Ġ1923": 18361, + "Ġdetox": 18362, + "Ġendorse": 18363, + "Ġairborne": 18364, + "Ġimproper": 18365, + "Ġdescended": 18366, + "Ġtradem": 18367, + 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"comed": 18417, + "Ġshortages": 18418, + "loor": 18419, + "ĠQuick": 18420, + "Ġ1932": 18421, + "ĠServer": 18422, + "ĠTreasury": 18423, + "Ġmorphology": 18424, + "Ġdatasets": 18425, + "Ġpixel": 18426, + "Ġmulch": 18427, + "James": 18428, + "onation": 18429, + "orable": 18430, + "Ġproceeds": 18431, + "Ġheater": 18432, + "ĠBranch": 18433, + "Ġnotions": 18434, + "ĠInsp": 18435, + "Ġracing": 18436, + "Ġdiscern": 18437, + "Ġpatents": 18438, + "ĠTeach": 18439, + "Ġseparating": 18440, + "Ġmisleading": 18441, + "ALL": 18442, + "stitutional": 18443, + "ĠEconomy": 18444, + "Ġregulates": 18445, + "Ġregulators": 18446, + "Ġdecorative": 18447, + "Ġspinning": 18448, + "Ġlegitim": 18449, + "Ġstrands": 18450, + "ĠSalmonella": 18451, + "Ġacoustic": 18452, + "1000": 18453, + "Air": 18454, + "filled": 18455, + "Ġbother": 18456, + "Ġmaker": 18457, + "ĠCatherine": 18458, + "ĠDest": 18459, + "ĠRing": 18460, + "ĠRural": 18461, + "ĠFew": 18462, + "ĠLA": 18463, + "Ġenforced": 18464, + "ĠKel": 18465, + "Ġsheer": 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"Ġideally": 21895, + "spot": 21896, + "ographics": 21897, + "ĠSevere": 21898, + "Ġhardest": 21899, + "ĠOrd": 21900, + "Ġsentenced": 21901, + "Ġholders": 21902, + "Ġlogo": 21903, + "Ġtaxation": 21904, + "Ġpacking": 21905, + "ĠFlag": 21906, + "Ġmalignant": 21907, + "Ġdissolve": 21908, + "Ġcontempor": 21909, + "Ġsanit": 21910, + "Ġneighbouring": 21911, + "Ġpushes": 21912, + "Ġbonding": 21913, + "Carbon": 21914, + "ĠStarting": 21915, + "Scientific": 21916, + "ĠLeonard": 21917, + "ĠNortheast": 21918, + "Ġtoddler": 21919, + "Japanese": 21920, + "Journal": 21921, + "mir": 21922, + "ï¬": 21923, + "Ġtheolog": 21924, + "Ġserm": 21925, + "Ġprag": 21926, + "arg": 21927, + "arcer": 21928, + "Ġrejo": 21929, + "Ġlupus": 21930, + "iduous": 21931, + "rable": 21932, + "ĠSweet": 21933, + "Ġstern": 21934, + "ĠCant": 21935, + "ĠCemetery": 21936, + "ĠHz": 21937, + "ortic": 21938, + "Ġranc": 21939, + "ĠEston": 21940, + "ĠJen": 21941, + "Ġresent": 21942, + "ipel": 21943, + "solete": 21944, + "ĠYemen": 21945, 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"Ġcopying": 21995, + "Ġfireworks": 21996, + "Ġcustomized": 21997, + "ĠScholars": 21998, + "ITE": 21999, + "Ġsupplemented": 22000, + "ĠCareer": 22001, + "ĠWoods": 22002, + "ĠPanama": 22003, + "ĠListen": 22004, + "ĠMulti": 22005, + "Ġrabies": 22006, + "Ġadvisable": 22007, + "Ġdictators": 22008, + "Ġcocoa": 22009, + "ĠIsaiah": 22010, + "foundland": 22011, + "Ġcontraceptive": 22012, + "ĠVeterans": 22013, + "ĠVaccine": 22014, + "Ġsuburban": 22015, + "ĠRonald": 22016, + "ĠArnold": 22017, + "Ġunderwent": 22018, + "Ġgraphene": 22019, + "East": 22020, + "Sam": 22021, + "Works": 22022, + "oam": 22023, + "onial": 22024, + "Ġbury": 22025, + "Ġbilateral": 22026, + "Ġfins": 22027, + "Ġdad": 22028, + "Ġbeak": 22029, + "Ġginger": 22030, + "Ġstair": 22031, + "Ġstagger": 22032, + "Ġwhis": 22033, + "ĠBath": 22034, + "ĠWat": 22035, + "ogues": 22036, + "obiles": 22037, + "Ġregain": 22038, + "Ġ1820": 22039, + "ĠReality": 22040, + "1988": 22041, + "Ġclassify": 22042, + "Ġtreasures": 22043, + "Ġprominence": 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"Ġdestined": 22295, + "Ġsexes": 22296, + "ĠPeak": 22297, + "Ġheavens": 22298, + "ĠPerry": 22299, + "Ġmisuse": 22300, + "Ġtransferring": 22301, + "Ġsells": 22302, + "Ġfabrication": 22303, + "Ġtriggering": 22304, + "Ġadvisor": 22305, + "ĠHTTP": 22306, + "Ġirrevers": 22307, + "Ġattainment": 22308, + "Ġrichest": 22309, + "Ġaspirations": 22310, + "ĠJennifer": 22311, + "Ġundesirable": 22312, + "Ġunacceptable": 22313, + "Nor": 22314, + "PF": 22315, + "Ġinward": 22316, + "Ġinverse": 22317, + "ilitary": 22318, + "important": 22319, + "ĠSomething": 22320, + "ĠClement": 22321, + "acit": 22322, + "Ġvi": 22323, + "ppe": 22324, + "Ġcancell": 22325, + "ĠLane": 22326, + "ourt": 22327, + "ĠJobs": 22328, + "Ġimprison": 22329, + "avoid": 22330, + "Ġaccustomed": 22331, + "Ġprisons": 22332, + "arker": 22333, + "Ġflank": 22334, + "ĠReh": 22335, + "ĠReich": 22336, + "Ġprotons": 22337, + "Ġdaytime": 22338, + "Ġantigen": 22339, + "Ġdiffusion": 22340, + "Ġsincere": 22341, + "Ġinvestor": 22342, + "iscus": 22343, 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"Ġpraised": 22393, + "Ġprohibit": 22394, + "Ġtickets": 22395, + "ĠSandy": 22396, + "Ġsubscription": 22397, + "ĠIndonesian": 22398, + "Ġpioneers": 22399, + "Ġisotopes": 22400, + "Ġassassination": 22401, + "Pot": 22402, + "Psych": 22403, + "aution": 22404, + "blow": 22405, + "kn": 22406, + "local": 22407, + "ï": 22408, + "rev": 22409, + "Ġsinking": 22410, + "ilian": 22411, + "Ġrelic": 22412, + "âĢł": 22413, + "etes": 22414, + "raz": 22415, + "ĠSed": 22416, + "uli": 22417, + "Ġdeities": 22418, + "ĠEST": 22419, + "ĠLuck": 22420, + "ĠOA": 22421, + "ĠThan": 22422, + "Ġunm": 22423, + "ĠKin": 22424, + "Ġflare": 22425, + "Ġsmugg": 22426, + "Ġpresidents": 22427, + "Ġtransgender": 22428, + "Ġmodulation": 22429, + "gyz": 22430, + "Ġmonarchy": 22431, + "ĠRevelation": 22432, + "Ġbooster": 22433, + "Ġactivism": 22434, + "meal": 22435, + "Ġcultured": 22436, + "Stat": 22437, + "Ġsunset": 22438, + "Chinese": 22439, + "Ġtendons": 22440, + "Ġcrab": 22441, + "Ġdenying": 22442, + "Ġtumour": 22443, + "Ġkilograms": 22444, + "Ġambiguous": 22445, + "Ġneighbours": 22446, + "Ġfolding": 22447, + "ĠSatellite": 22448, + "diagn": 22449, + "ĠDuncan": 22450, + "Ġhesitate": 22451, + "Ġtoddlers": 22452, + "Ġrifle": 22453, + "ĠPiranha": 22454, + "Mexic": 22455, + "Tur": 22456, + "take": 22457, + "aras": 22458, + "Ġmoll": 22459, + "ente": 22460, + "ĠTamil": 22461, + "cemia": 22462, + "odont": 22463, + "ĠMale": 22464, + "Ġcholera": 22465, + "unctions": 22466, + "Ġnotorious": 22467, + "ĠGaz": 22468, + "Ġplac": 22469, + "Ġknot": 22470, + "Ġinfertility": 22471, + "Ġovercoming": 22472, + "awi": 22473, + "Ġeditions": 22474, + "Ġ1881": 22475, + "ĠNewfoundland": 22476, + "Ġdonate": 22477, + "Ġwarns": 22478, + "Ġrealism": 22479, + "ĠExcell": 22480, + "Ġbald": 22481, + "Ġstripped": 22482, + "ĠBoeing": 22483, + "ajo": 22484, + "Ġthicker": 22485, + "Ġtuning": 22486, + "ĠDiscover": 22487, + "Ġrestrictive": 22488, + "innati": 22489, + "Ġstringent": 22490, + "Ġmandated": 22491, + "Ġherbicides": 22492, + "volume": 22493, + "ĠProtestants": 22494, + "Ġreferend": 22495, + "ĠSacred": 22496, + "Ġpilgrims": 22497, + "Ġprioritize": 22498, + "ĠVoice": 22499, + "ĠMorocco": 22500, + "ĠSalvador": 22501, + "Coll": 22502, + "Written": 22503, + "nik": 22504, + "Ġtyr": 22505, + "Ġetym": 22506, + "ĠTou": 22507, + "cemic": 22508, + "ĠWelfare": 22509, + "Ġseated": 22510, + "ĠNad": 22511, + "ĠGru": 22512, + "Ġhelium": 22513, + "ĠHeavy": 22514, + "Ġmediation": 22515, + "ĠClare": 22516, + "ĠPlaces": 22517, + "annon": 22518, + "ĠCalendar": 22519, + "enna": 22520, + "ĠActually": 22521, + "Altern": 22522, + "Almost": 22523, + "ĠHarold": 22524, + "ĠCharter": 22525, + "STEM": 22526, + "atinum": 22527, + "ĠAviation": 22528, + "Ġgardeners": 22529, + "colm": 22530, + "ĠConflict": 22531, + "ĠBalance": 22532, + "ĠRestoration": 22533, + "Ġmemorable": 22534, + "ĠPassover": 22535, + "Ġsweeteners": 22536, + "Ġendorsed": 22537, + "gated": 22538, + "grams": 22539, + "ÃĤ": 22540, + "Ġaided": 22541, + "Ġsab": 22542, + 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"Ġbarn": 23046, + "Ġmusician": 23047, + "ĠPreservation": 23048, + "Ġvitality": 23049, + "ICEF": 23050, + "Ġfrontal": 23051, + "metics": 23052, + "Ġrecycl": 23053, + "Ġfleas": 23054, + "Ġrugged": 23055, + "Ġamplifier": 23056, + "aisy": 23057, + "Ġrefrigerant": 23058, + "ĠScriptures": 23059, + "Ġstrawberries": 23060, + "Ġincubation": 23061, + "ĠRapid": 23062, + "Ġpeasants": 23063, + "Ġadrenal": 23064, + "Ġpunctuation": 23065, + "Ġnotebook": 23066, + "Ġneutrality": 23067, + "bly": 23068, + "liter": 23069, + "Ġtasty": 23070, + "Ġhardship": 23071, + "Ġnap": 23072, + "ĠTrain": 23073, + "ĠPDI": 23074, + "ĠBert": 23075, + "ĠFou": 23076, + "icals": 23077, + "ĠLan": 23078, + "Ġcompartment": 23079, + "ancell": 23080, + "Ġunite": 23081, + "ensen": 23082, + "1985": 23083, + "1984": 23084, + "104": 23085, + "Ġdemocr": 23086, + "ĠCoch": 23087, + "ĠCOPD": 23088, + "itching": 23089, + "ĠAntib": 23090, + "Ġjoins": 23091, + "Ġcollaborators": 23092, + "ĠBelize": 23093, + "adden": 23094, + "Ġnavy": 23095, 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"Enter": 23145, + "Ġtutoring": 23146, + "Ġjumped": 23147, + "Ġexpeditions": 23148, + "Ġdrafted": 23149, + "ĠCharleston": 23150, + "Ġtoilets": 23151, + "Ġexpenditures": 23152, + "Ġisotope": 23153, + "Ġdwellings": 23154, + "Ġsuburbs": 23155, + "ĠKazakh": 23156, + "Ġsubmerged": 23157, + "\":": 23158, + ":-": 23159, + "FI": 23160, + "Joseph": 23161, + "hl": 23162, + "Ġhips": 23163, + "oden": 23164, + "ĠMack": 23165, + "Ġ118": 23166, + "opus": 23167, + "ĠHod": 23168, + "Ġperoxide": 23169, + "Ġunman": 23170, + "iev": 23171, + "lections": 23172, + "ĠRein": 23173, + "ĠButler": 23174, + "Ġantip": 23175, + "Ġhappier": 23176, + "brids": 23177, + "Ġradon": 23178, + "ĠUSGS": 23179, + "ĠMedal": 23180, + "ippers": 23181, + "short": 23182, + "Ġfirewall": 23183, + "Ġdebilitating": 23184, + "Ġpleasing": 23185, + "Ġhydrated": 23186, + "Ġcontractor": 23187, + "Ġcircumference": 23188, + "Ġbeautifully": 23189, + "Ġrenewal": 23190, + "Ġambig": 23191, + "ĠGettysburg": 23192, + "ocyte": 23193, + "ĠASD": 23194, 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