commit a6e6aaffb200c0406f4dbe47cdeed7a38b72faa8 Author: ModelHub XC Date: Mon Aug 31 08:50:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: jaweed123/TinyJLLM Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..5c83e2d --- /dev/null +++ b/.gitattributes @@ -0,0 +1,38 @@ +*.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 +gguf/learnllm-100m-f16.gguf filter=lfs diff=lfs merge=lfs -text +gguf/learnllm-100m-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text +gguf/learnllm-100m-q8_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..2d9abab --- /dev/null +++ b/README.md @@ -0,0 +1,91 @@ +--- +language: +- en +license: mit +tags: +- learnllm +- fineweb +- pytorch +- llama +- bpe +- from-scratch +library_name: transformers +pipeline_tag: text-generation +base_model: jaweed123/TinyJLLM +--- + +# TinyJLLM — 100M-parameter small language model built from scratch + +A decoder-only Transformer (~102.5M parameters) pretrained **from random +initialization** on ~5 GB of FineWeb (`sample-10BT`), 3 epochs / 108,000 +optimizer steps. Built as a fully educational pipeline (LearnLLM Run #2): +custom 32K byte-level BPE tokenizer, from-scratch Transformer, sharded +uint16 data pipeline, BF16 training, and verified exports. + +**Final metrics:** validation loss 3.50 (perplexity 33.1); the best +checkpoint (step 89K) reached 3.48 / 32.6. + +## Model details + +| Property | Value | +|---|---| +| Parameters | 102,450,432 (~102.5M) | +| Architecture | Llama-style decoder-only: RMSNorm, RoPE (half-split), SwiGLU, tied embeddings, no biases | +| Layers / heads / head_dim | 11 / 12 / 64 | +| Context length | 512 | +| Vocabulary | 32,000 (custom byte-level BPE, ` ` = 0-3) | +| Pretraining data | FineWeb sample-10BT, ~5.37 GB raw, 1.75M documents | +| Tokens seen | 3.54B (3 epochs) | +| Hardware | RTX 4060 8 GB, ~30K tok/s (torch.compile) | +| Precision | BF16 mixed precision, FP32 master weights | + +## Intended use + +- Educational reference: inspect a small, complete, honest pretraining run. +- Qualitative experimentation: prompt it (it follows prompts *as text*; it + is a **base model** — no instruction tuning yet). +- A base for further stages (SFT, DPO, domain fine-tuning). + +Known limitations: small scale ⇒ repetition in long generations, weak +instruction following, limited world knowledge. + +## Usage + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +model = AutoModelForCausalLM.from_pretrained("jaweed123/TinyJLLM") +tokenizer = AutoTokenizer.from_pretrained("jaweed123/TinyJLLM") + +prompt = "The future of AI is" +inputs = tokenizer(prompt, return_tensors="pt") +out = model.generate(**inputs, max_new_tokens=50, temperature=0.8, top_k=50, top_p=0.95) +print(tokenizer.decode(out[0])) +``` + +### llama.cpp / GGUF + +The repo also ships GGUF files under `gguf/` (F16, Q8_0, Q4_K_M) — load +directly with llama.cpp or `llama-cpp-python`. + +## Training details + +- Custom 32K byte-level BPE (trained on a 512 MB FineWeb sample). +- Tokens stored once as uint16 shards (591 train + 6 validation). +- AdamW (lr 3e-4, wd 0.1, decay/no-decay groups), warmup 1,000 + cosine + to 1e-5, effective batch 64 (32,768 tokens/step), gradient clipping 1.0. +- Full run: ~35 h on an RTX 4060. + +## Files + +- `config.json` — Llama-compatible config (`LlamaForCausalLM`) +- `model.safetensors` — FP32 weights +- `tokenizer.json` / `tokenizer_config.json` — custom BPE +- `generation_config.json` — decoding defaults +- `gguf/` — llama.cpp formats + +## Acknowledgments + +FineWeb (HuggingFaceFW), Hugging Face `tokenizers` / `datasets`, +PyTorch, llama.cpp. Built with the LearnLLM educational pipeline +(`src/learnllm` at the project repository). \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..8a0be19 --- /dev/null +++ b/config.json @@ -0,0 +1,43 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "model_type": "llama", + "vocab_size": 32000, + "max_position_embeddings": 512, + "hidden_size": 768, + "intermediate_size": 2048, + "num_hidden_layers": 11, + "num_attention_heads": 12, + "head_dim": 64, + "rms_norm_eps": 1e-05, + "rope_theta": 10000.0, + "tie_word_embeddings": true, + "hidden_act": "silu", + "initializer_range": 0.02, + "bos_token_id": 2, + "eos_token_id": 3, + "pad_token_id": 0, + "torch_dtype": "bfloat16", + "learnllm": { + "vocab_size": 32000, + "context_length": 512, + "d_model": 768, + "n_layers": 11, + "n_heads": 12, + "head_dim": null, + "ffn_dim": 2048, + "dropout": 0.0, + "bias": false, + "tie_embeddings": true, + "norm_type": "rmsnorm", + "norm_eps": 1e-05, + "activation": "swiglu", + "position_encoding": "rope", + "rope_theta": 10000.0, + "rope_scaling": null, + "initializer_range": 0.02, + "model_type": "llama", + "architecture_note": "Learned from scratch; parameter names follow the Llama convention so transformers/PEFT/GGUF tools can consume it." + } +} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..4bda92e 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"Ġstair": 16811, + "ĠFIG": 16812, + "ixon": 16813, + "ortune": 16814, + "Ġalgorithms": 16815, + "Ġplaintiff": 16816, + "Ġorgans": 16817, + "Ġ83": 16818, + "Ġdrone": 16819, + "Ġactivated": 16820, + "ĠIncludes": 16821, + "finitely": 16822, + "ĠSchedule": 16823, + "Ġbicycle": 16824, + "ambers": 16825, + "oped": 16826, + "Ġrider": 16827, + "ĠNice": 16828, + "Ġscattered": 16829, + "ĠMedium": 16830, + "Ġreflecting": 16831, + "ĠCleaning": 16832, + "Ġanalyses": 16833, + "Due": 16834, + "Law": 16835, + "rene": 16836, + "ĠTu": 16837, + "ĠTask": 16838, + "ĠKap": 16839, + "Ġcommunicating": 16840, + "Ġtechnically": 16841, + "sterdam": 16842, + "Ġprede": 16843, + "Ġmounting": 16844, + "ĠTag": 16845, + "ĠWes": 16846, + "Ġcomf": 16847, + "ĠEmm": 16848, + "umbs": 16849, + "Ġmoder": 16850, + "Ġactivist": 16851, + "ropract": 16852, + "Ġhonors": 16853, + "owntown": 16854, + "represent": 16855, + "Alex": 16856, + "die": 16857, + "ĠBald": 16858, + "ulatory": 16859, + "ĠHV": 16860, + "Ġshifted": 16861, + 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"paralle": 21667, + "lters": 21668, + "gencies": 21669, + "Ġdepths": 21670, + "xxxx": 21671, + "Ġventilation": 21672, + "Ġcompromised": 21673, + "ĠTribune": 21674, + "ĠBulgar": 21675, + "Ġseamlessly": 21676, + "Ġdioxide": 21677, + "Ġcaffeine": 21678, + "SN": 21679, + "oices": 21680, + "Ġstumbled": 21681, + "Ġproxy": 21682, + "artments": 21683, + "Ġaftermath": 21684, + "ĠPeru": 21685, + "agnetic": 21686, + "Ġrainbow": 21687, + "Ġphilanthrop": 21688, + "Ġsymbolic": 21689, + "utenant": 21690, + "ĠNoble": 21691, + "ĠEmployee": 21692, + "ĠPowder": 21693, + "ĠNigerian": 21694, + "Service": 21695, + "Ġslope": 21696, + "ĠMile": 21697, + "ĠMakes": 21698, + "Ġasian": 21699, + "ĠHockey": 21700, + "ĠDuck": 21701, + "ĠDana": 21702, + "osion": 21703, + "Ġdod": 21704, + "Ġoutlines": 21705, + "Ġdispro": 21706, + "Ġcoil": 21707, + "ĠRehab": 21708, + "Ġblamed": 21709, + "2021": 21710, + "Ġtranscription": 21711, + "Ġchecklist": 21712, + "chez": 21713, + "ĠNewsletter": 21714, + "Ġthreaten": 21715, + "THER": 21716, + "Upon": 21717, + "ĠDevice": 21718, + "ĠCreating": 21719, + "Ġembarrassed": 21720, + "Ġrustic": 21721, + "Ġalpha": 21722, + "ĠFlorence": 21723, + "Bank": 21724, + "FREE": 21725, + "iott": 21726, + "pol": 21727, + "ĠHO": 21728, + "ĠDash": 21729, + "Ġrude": 21730, + "umen": 21731, + "ductor": 21732, + "ĠStrength": 21733, + "Ġundergoing": 21734, + "Ġflush": 21735, + "aughty": 21736, + "Ġcardiac": 21737, + "Ġdefinite": 21738, + "Ġcolonies": 21739, + "Ġgateway": 21740, + "ĠRapids": 21741, + "Ġrouter": 21742, + "Ġenacted": 21743, + "?'": 21744, + "Ġox": 21745, + "oust": 21746, + "Ġbishop": 21747, + "ĠPie": 21748, + "ĠBin": 21749, + "Ġexcel": 21750, + "Ġsuites": 21751, + "Ġuphold": 21752, + "Ġquiz": 21753, + "Ġdescent": 21754, + "Ġmodular": 21755, + "Ġdetrim": 21756, + "Ġrefurb": 21757, + "ĠMarkets": 21758, + "Ġverb": 21759, + "Ġstickers": 21760, + "Ġdatas": 21761, + "Ġaccumulated": 21762, + "Throughout": 21763, + "ĠFabric": 21764, + "ĠConservative": 21765, + "ĠGardner": 21766, + "call": 21767, + "mic": 21768, + "Ġcensus": 21769, + "urations": 21770, + "esteem": 21771, + "ĠRaf": 21772, + "Ġvoy": 21773, + "opal": 21774, + "opening": 21775, + "ĠNy": 21776, + "Ġunsuccess": 21777, + "Ġimpaired": 21778, + "Ġhardcore": 21779, + "ĠAttend": 21780, + "ANK": 21781, + "ĠBoot": 21782, + "Ġredirect": 21783, + "Ġfixes": 21784, + "placement": 21785, + "ĠLoans": 21786, + "ĠPurple": 21787, + "Ġaxis": 21788, + "holm": 21789, + "Ġstereo": 21790, + "Ġdubbed": 21791, + "ĠAnswer": 21792, + "ĠSustainable": 21793, + "ĠCurtis": 21794, + "Latest": 21795, + "Capt": 21796, + "East": 21797, + "duty": 21798, + "official": 21799, + "anical": 21800, + "aris": 21801, + "ĠGHz": 21802, + "ĠOption": 21803, + "ocal": 21804, + "uckle": 21805, + "Ġmindful": 21806, + "ĠMeyer": 21807, + "ĠDirectory": 21808, + "Company": 21809, + "Ġspreads": 21810, + "ĠBreast": 21811, + "ĠBerg": 21812, + "ĠErn": 21813, + "Ġremembers": 21814, + "ĠMethodist": 21815, + "profits": 21816, + "ĠIntegrated": 21817, + "ĠAlbany": 21818, + "Less": 21819, + "Park": 21820, + "court": 21821, + "ciliation": 21822, + "pieces": 21823, + "Ġserm": 21824, + "Ġwig": 21825, + "Ġgn": 21826, + "ĠSadd": 21827, + "Ġprose": 21828, + "ĠDanish": 21829, + "ĠGD": 21830, + "ĠGain": 21831, + "arte": 21832, + "ĠNurse": 21833, + "oso": 21834, + "ignant": 21835, + "Thomas": 21836, + "Ġblades": 21837, + "ĠCompos": 21838, + "before": 21839, + "connected": 21840, + "otta": 21841, + "ĠSpread": 21842, + "Ġmarriages": 21843, + "ĠMedal": 21844, + "ĠAcid": 21845, + "Ġlocking": 21846, + "Level": 21847, + "Ġpalace": 21848, + "Ġirrelevant": 21849, + "irstyles": 21850, + "ĠSpecifically": 21851, + "Ġcomfy": 21852, + "FW": 21853, + "Vict": 21854, + "ĠCooking": 21855, + "Ġproc": 21856, + "ĠHang": 21857, + "ĠRated": 21858, + "ĠGiant": 21859, + "ĠChin": 21860, + "ondo": 21861, + "Ġgrim": 21862, + "Ġgenerosity": 21863, + "Ġideally": 21864, + "ĠConsequently": 21865, + "Ġpromin": 21866, + "ATER": 21867, + "olecular": 21868, + "Ġsorted": 21869, + "ĠEvidence": 21870, + "ĠSubst": 21871, + "????": 21872, + "Girl": 21873, + "Ġdots": 21874, + "ĠFernand": 21875, + "istine": 21876, + "ĠOlive": 21877, + "Ġupwards": 21878, + "awi": 21879, + "ĠSyndrome": 21880, + "Ġconception": 21881, + "ĠSerge": 21882, + "ĠWellness": 21883, + "Ġcapitalism": 21884, + "Ġdiagnose": 21885, + "Ġregistering": 21886, + "ĠMuhammad": 21887, + "ĠEVERY": 21888, + "ão": 21889, + "Aud": 21890, + "ĠCMS": 21891, + "ĠMAY": 21892, + "ĠWWE": 21893, + "anting": 21894, + "Ġquir": 21895, + "assium": 21896, + "Ġarter": 21897, + "Ġspear": 21898, + "forest": 21899, + "Ġconfined": 21900, + "Ġpaints": 21901, + "Ġparcel": 21902, + "ĠAbove": 21903, + "ĠDrink": 21904, + "ĠDisp": 21905, + "LECT": 21906, + "Ġthrilling": 21907, + "content": 21908, + "Ġrebound": 21909, + "Ġtrendy": 21910, + "ĠRomans": 21911, + "Prep": 21912, + "Simply": 21913, + "ĠBurns": 21914, + "Ġnonsense": 21915, + "Ġcocoa": 21916, + "\").": 21917, + "Ve": 21918, + "sn": 21919, + "Ñķ": 21920, + "isch": 21921, + "enes": 21922, + "arin": 21923, + "ĠMerr": 21924, + "Ġorchestra": 21925, + "ĠLith": 21926, + "Ġmeats": 21927, + "aca": 21928, + "ĠKumar": 21929, + "Ġamino": 21930, + "ĠUnique": 21931, + "Ġminus": 21932, + "ĠAmber": 21933, + "Ġoriginated": 21934, + "Ġquestionnaire": 21935, + "Ġphilosophical": 21936, + "Ġparameter": 21937, + "Ġpreceded": 21938, + "Ġdesserts": 21939, + "ĠParticipants": 21940, + "Ġcontamination": 21941, + "ĠAthletic": 21942, + "Ġtranqu": 21943, + "Bring": 21944, + "Fit": 21945, + "Ġthats": 21946, + "Ġresigned": 21947, + "Ġcovenant": 21948, + "Ġservants": 21949, + "Ġdownward": 21950, + "Ġdiscoura": 21951, + "Ġconfirms": 21952, + "Ġfirearms": 21953, + "Ġstraps": 21954, + "Ġmentioning": 21955, + "Ġdryer": 21956, + "Ġsurveyed": 21957, + "Ġjuvenile": 21958, + "Ġdecreases": 21959, + "Ġlaughs": 21960, + "Ġprivileged": 21961, + "Ġmetabolic": 21962, + "Ġpistol": 21963, + "Ġberries": 21964, + "stars": 21965, + "Ġgru": 21966, + "oland": 21967, + "Ġatop": 21968, + "ĠFew": 21969, + "ĠLed": 21970, + "Ġrall": 21971, + "ĠND": 21972, + "Ġchorus": 21973, + "commit": 21974, + "Ġcomeback": 21975, + "ĠCanadians": 21976, + "Ġauthorization": 21977, + "Ġvolatility": 21978, + "Ġstripped": 21979, + "Ġdrawers": 21980, + "Ġdefended": 21981, + "ĠPeterson": 21982, + "Ġnominee": 21983, + "Ġpumping": 21984, + "Ġhello": 21985, + "ĠAlternative": 21986, + "ĠSundays": 21987, + "Ġpedestrian": 21988, + "bt": 21989, + "lia": 21990, + "Ġcitations": 21991, + "quartered": 21992, + "ĠNine": 21993, + "Ġupright": 21994, + "Ġpeaks": 21995, + "Ġcolony": 21996, + "Ġyoungsters": 21997, + "cellent": 21998, + "ĠQuinn": 21999, + "ĠArtists": 22000, + "Ġdepicted": 22001, + "ĠDetect": 22002, + "Ġgallon": 22003, + "iasis": 22004, + "ĠBroadcast": 22005, + "ĠRenew": 22006, + "Ġrefugee": 22007, + "European": 22008, + "Ġrescued": 22009, + "Ġprotagonist": 22010, + "Ġcocaine": 22011, + "225": 22012, + "GO": 22013, + "Run": 22014, + "Ġtense": 22015, + "Ġaired": 22016, + "Ġcache": 22017, + "Ġpam": 22018, + "ĠCind": 22019, + "Ġneural": 22020, + "ĠInvent": 22021, + "Ġplayful": 22022, + "Ġrepository": 22023, + "Ġobscure": 22024, + "ĠSolomon": 22025, + "Ġmortgages": 22026, + "ĠAlexand": 22027, + "ĠAtlas": 22028, + "ĠMcCarthy": 22029, + "ĠKnowing": 22030, + "ĠRuby": 22031, + "ĠFemale": 22032, + "Ġfurnishings": 22033, + "Ġendorsed": 22034, + "Bur": 22035, + "Discover": 22036, + "Six": 22037, + "cats": 22038, + "saving": 22039, + "Ġmornings": 22040, + "Ġlodge": 22041, + "idas": 22042, + "imo": 22043, + "ĠBread": 22044, + "ĠWoo": 22045, + "ĠHear": 22046, + "ĠTheme": 22047, + "estead": 22048, + "Ġneon": 22049, + "Ġspider": 22050, + "Ġpopped": 22051, + "Ġinsists": 22052, + "ĠShannon": 22053, + "Ġsuccessor": 22054, + "Ġ170": 22055, + "ĠMeg": 22056, + "ĠGrill": 22057, + "ĠWorldwide": 22058, + "Ġtonnes": 22059, + "ĠAttack": 22060, + "Ġnecklace": 22061, + "India": 22062, + "Ġguitarist": 22063, + "Ġhomeowner": 22064, + "Ġbracelet": 22065, + "Prote": 22066, + "mun": 22067, + "Ġsnapped": 22068, + "Ġot": 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"Ġnewcom": 22121, + "Ġconscience": 22122, + "meg": 22123, + "Ġexclude": 22124, + "Ġcritique": 22125, + "ollo": 22126, + "Ġviolate": 22127, + "ĠDesigns": 22128, + "Ġdecorate": 22129, + "ĠLighting": 22130, + "Ġpolyester": 22131, + "ĠNobel": 22132, + "ĠFerguson": 22133, + "Cat": 22134, + "LO": 22135, + "Sty": 22136, + "cry": 22137, + "national": 22138, + "Ġdermat": 22139, + "rians": 22140, + "estones": 22141, + "ĠGreens": 22142, + "Ġappliance": 22143, + "Ġdisgu": 22144, + "Ġkeeper": 22145, + "Ġpersonals": 22146, + "Ġpresidency": 22147, + "Ġgrowers": 22148, + "Ġprepares": 22149, + "oxy": 22150, + "ĠSTEM": 22151, + "Ġreliance": 22152, + "Ġbelongings": 22153, + "Ġreinforced": 22154, + "Ġaltitude": 22155, + "Ġdiligence": 22156, + "ĠGilbert": 22157, + "ĠOttawa": 22158, + "ĠEnsure": 22159, + "Ġbacterial": 22160, + "ignty": 22161, + "Age": 22162, + "Di": 22163, + "MO": 22164, + "rolet": 22165, + "Ġweighed": 22166, + "Ġanest": 22167, + "ĠHTC": 22168, + "Ġcob": 22169, + "Ġunderwater": 22170, + 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