From a03539ef19eec4e1f1666a79c6718d5a03c5c114 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 21 Aug 2026 22:56:31 +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: Henry665/Walkie-Code-0.5B Source: Original Platform --- .gitattributes | 35 + README.md | 153 + config.json | 24 + generation_config.json | 5 + merges.txt | 65279 ++++++++ model.safetensors | 3 + tokenizer.json | 326706 ++++++++++++++++++++++++++++++++++++++ vocab.json | 1 + 8 files changed, 392206 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 vocab.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.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 diff --git a/README.md b/README.md new file mode 100644 index 0000000..106980e --- /dev/null +++ b/README.md @@ -0,0 +1,153 @@ +--- +license: apache-2.0 +language: +- en +- code +tags: +- code +- python +- causal-lm +- walkie +- dapo +library_name: transformers +pipeline_tag: text-generation +--- + +# Walkie-Code-0.5B + +**Walkie-Code-0.5B** is a ~501M parameter decoder-only language model focused on **Python code generation**. It is the flagship model from the [LLM Walk-Through](https://github.com/HenryNotTheKing/LLM-Walk-Through) project — an educational and engineering effort to walk through modern LLM design from modular components to a full training pipeline. + +This checkpoint is the **DAPO RL best** model after: **17B-token pretraining → KodCode SFT → DAPO reinforcement learning**. + +> **Note on config format:** weights are exported in a Qwen3-compatible layout (`model_type: qwen3`) because Walkie shares the same structural primitives (RMSNorm, SwiGLU, GQA, QK-Norm). This is an export convention for Transformers/vLLM compatibility — the model is **Walkie-Code-0.5B**, not an official Qwen release. + +## Model Summary + +| Item | Value | +|------|-------| +| Parameters | ~501M | +| Architecture | 24-layer decoder, hidden 1280, GQA 4:1 (20Q / 5KV) | +| Context length | 4096 tokens | +| Vocab size | 65536 (BPE) | +| FFN | SwiGLU, d_ffn=3456 | +| Position encoding | RoPE (θ=5×10⁵) | +| Training stages | Pretrain → SFT → DAPO RL | +| Best RL method | DAPO (Direct Advantage Policy Optimization) | + +## Benchmark Results + +Evaluated on HumanEval, HumanEval+, MBPP, MBPP+ with **n=8**, temperature=0.2, top_p=0.95, sandbox execution. + +### Macro average (this checkpoint) + +| Metric | Score | +|--------|------:| +| pass@1 | **37.6%** | +| pass@4 | **43.6%** | +| pass@8 | **46.6%** | + +### Per-dataset pass@1 + +| Dataset | pass@1 | +|---------|-------:| +| HumanEval+ | 34.1% | +| HumanEval | 36.1% | +| MBPP | 42.1% | +| MBPP+ | 38.3% | + +### Comparison vs Qwen2.5-0.5B-Instruct (pass@1 macro) + +| Model | Macro pass@1 | +|-------|-------------:| +| Qwen2.5-0.5B-Instruct | 36.7% | +| **Walkie-Code-0.5B (this)** | **38.4%** (+1.7 pp) | + +### Full training pipeline (macro pass@1) + +| Stage | pass@1 | pass@8 | +|-------|-------:|-------:| +| SFT | 33.7% | 41.4% | +| DAPO (this checkpoint) | 37.6% | 46.6% | + +## Training Details + +**Pretraining (~17B tokens, code-heavy ~70%)** +- The Stack v2 Python, StarCoder Python Edu, FineWeb Edu, FineMath, OPC Annealing +- Two-stage WSD schedule (main 89% + anneal 11%) +- Muon + AdamW mixed optimizer, FlashAttention-2 + +**SFT** +- KodCode-V1-SFT-R1 (~246k samples), DeepSeek-R1 generated solutions +- Instruct/complete Python function generation, ~2.6 epochs + +**RL (DAPO)** +- KodCode-V1-RL (~12k filtered samples) +- Online rollout with code sandbox rewards (pass/fail) +- Dynamic group filtering + clipped policy gradient (ε_l=0.2, ε_h=0.28) + +## Usage + +### Transformers + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +model_id = "Henry665/Walkie-Code-0.5B" + +tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True) +model = AutoModelForCausalLM.from_pretrained( + model_id, + torch_dtype=torch.bfloat16, + device_map="auto", + trust_remote_code=True, +) + +prompt = "user: Write a Python function to check if a number is prime.\nassistant:" +inputs = tokenizer(prompt, return_tensors="pt").to(model.device) +outputs = model.generate(**inputs, max_new_tokens=256, temperature=0.2, top_p=0.95) +print(tokenizer.decode(outputs[0], skip_special_tokens=True)) +``` + +### vLLM + +```bash +vllm serve Henry665/Walkie-Code-0.5B --dtype auto --max-model-len 4096 +``` + +### Prompt format + +Training used a simple dialog template: + +``` +user: +assistant: +``` + +For code benchmarks, plain `user:` / `assistant:` text prompts are recommended. + +## Limitations + +- Specialized for **Python code generation**; general chat / multilingual ability is limited. +- Small scale (0.5B); not competitive with much larger models on broad reasoning. +- Exported as Qwen3-compatible config for tooling — verify behavior matches Walkie training setup. +- Benchmark scores depend on prompt template, sandbox, and sampling settings. + +## Citation & Links + +- Project: [LLM Walk-Through](https://github.com/HenryNotTheKing/LLM-Walk-Through) +- Architecture: RMSNorm, RoPE, GQA, SwiGLU, QK-Norm, Muon optimizer +- RL method: DAPO (dynamic filtering + clipped surrogate) + +```bibtex +@misc{walkie-code-0.5b, + title={Walkie-Code-0.5B: A Modular 0.5B Python Code LLM}, + author={LLM Walk-Through Team}, + year={2026}, + howpublished={\url{https://huggingface.co/Henry665/Walkie-Code-0.5B}} +} +``` + +## License + +Apache 2.0 diff --git a/config.json b/config.json new file mode 100644 index 0000000..0b700ac --- /dev/null +++ b/config.json @@ -0,0 +1,24 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "model_type": "qwen3", + "vocab_size": 65536, + "hidden_size": 1280, + "intermediate_size": 3456, + "num_hidden_layers": 24, + "num_attention_heads": 20, + "num_key_value_heads": 5, + "head_dim": 64, + "max_position_embeddings": 4096, + "rms_norm_eps": 1e-06, + "rope_theta": 500000.0, + "attention_bias": false, + "tie_word_embeddings": true, + "hidden_act": "silu", + "torch_dtype": "bfloat16", + "bos_token_id": null, + "eos_token_id": 0, + "pad_token_id": 1, + "use_cache": true +} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..1c737c4 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,5 @@ +{ + "bos_token_id": null, + "eos_token_id": 0, + "pad_token_id": 1 +} \ No newline at end of file diff --git a/merges.txt b/merges.txt new file mode 100644 index 0000000..f398f32 --- /dev/null +++ b/merges.txt @@ -0,0 +1,65279 @@ +#version: 0.2 +Ġ Ġ +ĠĠ ĠĠ +Ġ t +i n +e r +Ġ a +ĠĠ Ġ +o n +h e +r e +a t +ĠĠĠĠ ĠĠĠĠ +Ġ s +o r +e n +Ġt he +e s +i s 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"Ġours": 16119, + "Ġessay": 16120, + "ĠSix": 16121, + "ĠPay": 16122, + "tok": 16123, + "Ġlogits": 16124, + "347": 16125, + "beat": 16126, + "Zero": 16127, + "Ġtight": 16128, + "Ġpub": 16129, + "Ġmapped": 16130, + "356": 16131, + "ĠAlgorithm": 16132, + "azure": 16133, + "Ġsteam": 16134, + "Ġcooling": 16135, + "Dropout": 16136, + "ĠInf": 16137, + "ĊĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ": 16138, + "Ġ1970": 16139, + "385": 16140, + "mbox": 16141, + "Ġcharacterized": 16142, + "Ġscientist": 16143, + "ĠMeasurement": 16144, + "ç®Ĺ": 16145, + "Ġinnov": 16146, + "Person": 16147, + "ĠCr": 16148, + "exact": 16149, + "\",\".": 16150, + "Ġnoticed": 16151, + "$${\\": 16152, + "$$\\\\[": 16153, + "Ġ$\\,": 16154, + "solut": 16155, + "Ġexpensive": 16156, + "descriptor": 16157, + "ymes": 16158, + "ĠPrice": 16159, + "ĠCounting": 16160, + "ĠDivis": 16161, + "\"'": 16162, + "AK": 16163, + "law": 16164, + "Ġwhites": 16165, + "Ġ450": 16166, + "))/": 16167, + "Ġmete": 16168, + "ĠDownload": 16169, + "gle": 16170, + "tter": 16171, + "Ġcere": 16172, + "Ġmigr": 16173, + "rik": 16174, + "ository": 16175, + "Ġxs": 16176, + "==>": 16177, + "Ġqueries": 16178, + "reamble": 16179, + "Ġcontrols": 16180, + "ĠPredict": 16181, + "ĠLogar": 16182, + "Ġdebate": 16183, + "recursive": 16184, + "FV": 16185, + "iq": 16186, + "Ġ```": 16187, + "arv": 16188, + "Ġmc": 16189, + "ĠBatch": 16190, + "Ġentering": 16191, + "Ġobtaining": 16192, + "Starting": 16193, + "Ġcultures": 16194, + "predicted": 16195, + "æĹ¥": 16196, + "ìĿ´": 16197, + "Ġmistake": 16198, + "Ġworry": 16199, + "Both": 16200, + "rak": 16201, + "}}-": 16202, + "Ġargv": 16203, + "Adding": 16204, + "ĠCalculating": 16205, + "Ġthreads": 16206, + "Utils": 16207, + "rins": 16208, + "Åĵ": 16209, + "ê°": 16210, + "ĠBill": 16211, + "Ġlets": 16212, + "Ġobtuse": 16213, + "Ġneck": 16214, + "Ġminimize": 16215, + "377": 16216, + "Ġsupporting": 16217, + "}-{": 16218, + "Ġindependently": 16219, + "(('": 16220, + "fam": 16221, + "Ġsports": 16222, + "ifer": 16223, + "667": 16224, + "ал": 16225, + "Ġemployed": 16226, + "Ġclockwise": 16227, + "Ġgradually": 16228, + "Ġinline": 16229, + "Ġdiam": 16230, + "346": 16231, + "Ġinfinitely": 16232, + "Ġtraveling": 16233, + "ZD": 16234, + "[...,": 16235, + "elled": 16236, + "ĊĠĠĠĠĊĠĠĠĠĠĠĠ": 16237, + "504": 16238, + "formatter": 16239, + "Ġattachment": 16240, + "695": 16241, + "Regression": 16242, + "Ġmitochond": 16243, + "Lz": 16244, + "bø": 16245, + "iph": 16246, + "ravel": 16247, + "associ": 16248, + "ĠmaxLen": 16249, + "Ġgrew": 16250, + "498": 16251, + "Ġsucc": 16252, + "CHANT": 16253, + "CEPT": 16254, + "Ġharder": 16255, + "Ġdominant": 16256, + "Pat": 16257, + "bib": 16258, + "Ġsaving": 16259, + "Ġpdb": 16260, + "stamp": 16261, + "337": 16262, + "ĠUnits": 16263, + "707": 16264, + "374": 16265, + "Ġslices": 16266, + "Ġcylindrical": 16267, + "FeeField": 16268, + "Ġmoisture": 16269, + "stro": 16270, + "impl": 16271, + "ocy": 16272, + "Ġcommission": 16273, + "ĠProportion": 16274, + "Ġ192": 16275, + "755": 16276, + "Ġpeoples": 16277, + "Ġcircuits": 16278, + "Ġstraightforward": 16279, + "Ġillustrated": 16280, + "umbnail": 16281, + "({\\": 16282, + "/\\": 16283, + "=('": 16284, + "Ġtenth": 16285, + "ĠPAR": 16286, + "arts": 16287, + "Ġresistor": 16288, + "acer": 16289, + "ĠComment": 16290, + "confirm": 16291, + "Ġignoring": 16292, + "ÂĿÂijÂİ": 16293, + "permutations": 16294, + "Ġtrapezium": 16295, + "iotics": 16296, + "Hi": 16297, + "ĠUSA": 16298, + "Ġformatted": 16299, + "}}_{": 16300, + "263": 16301, + "759": 16302, + "357": 16303, + "ICULAR": 16304, + "recogn": 16305, + "Ġlatitude": 16306, + "SERVER": 16307, + "Ġviolence": 16308, + "Fill": 16309, + "lined": 16310, + "xFF": 16311, + "Ġsr": 16312, + "sek": 16313, + "aded": 16314, + "Ġstrain": 16315, + "Ġchildhood": 16316, + "Qos": 16317, + "lbl": 16318, + "stellar": 16319, + "ĠNum": 16320, + "izable": 16321, + "2008": 16322, + "tiles": 16323, + "OUTPUT": 16324, + "Ġfighting": 16325, + "Ġearned": 16326, + "ú": 16327, + "irt": 16328, + "ipart": 16329, + "Ġpointer": 16330, + "242": 16331, + "ĠSuper": 16332, + "Ġstrongly": 16333, + "ĠMoreover": 16334, + "adecimal": 16335, + "Uz": 16336, + "pandas": 16337, + "Ġtends": 16338, + "}{{\\": 16339, + "ĠKModel": 16340, + "703": 16341, + "Ġworldwide": 16342, + "retri": 16343, + "Ġrotating": 16344, + "иÑĤ": 16345, + "AddressCode": 16346, + "Ġrevealed": 16347, + "Ġretrieve": 16348, + "bp": 16349, + "inline": 16350, + "idal": 16351, + "ĠSize": 16352, + "ĠFilter": 16353, + "Ġnotification": 16354, + "escape": 16355, + "366": 16356, + "TypeError": 16357, + "Ġassociation": 16358, + "ilaterals": 16359, + "ascade": 16360, + "Ġthermal": 16361, + "Will": 16362, + "iA": 16363, + "Ġcurrency": 16364, + "Ġ#:": 16365, + "Ġexcluded": 16366, + "Ġflour": 16367, + "ĠRequired": 16368, + "Ġdesert": 16369, + "ggle": 16370, + "Multiple": 16371, + ";\\;\\;\\;\\": 16372, + "Ġreinforce": 16373, + "Ip": 16374, + "__))": 16375, + "Ġshock": 16376, + "shapes": 16377, + "Ġoverride": 16378, + "Imag": 16379, + "Ġlinearly": 16380, + "Ġbiology": 16381, + "completed": 16382, + "ĠZealand": 16383, + "CHANTABILITY": 16384, + "DIS": 16385, + "Ġanxiety": 16386, + "ĠThink": 16387, + "trl": 16388, + "ITNESS": 16389, + "Almost": 16390, + "combinations": 16391, + "Horizontal": 16392, + "Ġty": 16393, + "Ġ([": 16394, + "ĠConnection": 16395, + "starting": 16396, + "Ġrecurrence": 16397, + "attack": 16398, + ">>>": 16399, + "Recall": 16400, + "Environment": 16401, + "Ġwildlife": 16402, + "GN": 16403, + "Need": 16404, + "hydro": 16405, + "jo": 16406, + "xor": 16407, + "};": 16408, + "stacle": 16409, + "Ġxn": 16410, + "slots": 16411, + "ĠListNode": 16412, + "Ġutility": 16413, + "Ġcomprehension": 16414, + "Ġfurn": 16415, + "people": 16416, + "overty": 16417, + "alignment": 16418, + "Ġaggress": 16419, + "SecurityID": 16420, + "Preamble": 16421, + "èĩ": 16422, + "ĠEnum": 16423, + "ĠEastern": 16424, + "disabled": 16425, + "Define": 16426, + "Constant": 16427, + "8552": 16428, + "Ġroutine": 16429, + "pire": 16430, + "rhs": 16431, + "ĠÄ": 16432, + "Ġdm": 16433, + "Ġlazy": 16434, + "Ġnotion": 16435, + "ĠHall": 16436, + "issance": 16437, + "ICATION": 16438, + "Ġkeeps": 16439, + "Ġethnic": 16440, + "Ġmedications": 16441, + "Extension": 16442, + "bz": 16443, + "kre": 16444, + "elly": 16445, + "ivo": 16446, + "oprot": 16447, + "contract": 16448, + "ĠThank": 16449, + "Ġmetals": 16450, + "etailed": 16451, + "ISS": 16452, + "Ġcer": 16453, + "udge": 16454, + "906": 16455, + "Ġreaching": 16456, + "VALUE": 16457, + "writing": 16458, + "ĠWITH": 16459, + "Ġmoral": 16460, + "relevant": 16461, + "/-": 16462, + "217": 16463, + "cX": 16464, + "vit": 16465, + "idents": 16466, + "Ġrv": 16467, + "ĠFrequency": 16468, + "ishment": 16469, + "604": 16470, + "Ġintersecting": 16471, + "ĠTopic": 16472, + "Ġoccupied": 16473, + "PV": 16474, + "Ġspon": 16475, + "Ġredis": 16476, + "Ġclassical": 16477, + "regation": 16478, + "ĠAddress": 16479, + "Ġmanufacturing": 16480, + "å¿": 16481, + "erne": 16482, + "Ġ-(": 16483, + "Ġran": 16484, + "Ġresize": 16485, + "453": 16486, + "Ġbackwards": 16487, + "basis": 16488, + "CREATE": 16489, + "建": 16490, + "gas": 16491, + "inch": 16492, + "ashes": 16493, + "tection": 16494, + "SES": 16495, + "transl": 16496, + "relationship": 16497, + "LIED": 16498, + "ĠBiology": 16499, + "AlterField": 16500, + "ĠAns": 16501, + "obe": 16502, + "Combin": 16503, + "Ġsecant": 16504, + "Ġaudience": 16505, + "#----------------------------------------------------------------": 16506, + "Lines": 16507, + "Ux": 16508, + "sampler": 16509, + "Ġfle": 16510, + "una": 16511, + "oster": 16512, + "193": 16513, + "487": 16514, + "Ġentropy": 16515, + "Ġdownward": 16516, + "Ġdrinking": 16517, + "CHAN": 16518, + "ä½į": 16519, + "Dark": 16520, + "Ġct": 16521, + "ĠSAT": 16522, + "ewrite": 16523, + "probability": 16524, + "Ġadvice": 16525, + "specs": 16526, + "Ġreceiving": 16527, + "ĠRecord": 16528, + "ucky": 16529, + "Enable": 16530, + "Assignment": 16531, + "åĬ¡": 16532, + "Ġvegetables": 16533, + "ĠPARTICULAR": 16534, + "(âĪĴ": 16535, + "Bind": 16536, + "CAP": 16537, + "Rat": 16538, + "asible": 16539, + "ĠTalk": 16540, + "Ġstret": 16541, + "Ġcanvas": 16542, + "Ġconfused": 16543, + "Ġencountered": 16544, + "Ben": 16545, + "Oct": 16546, + "\\%": 16547, + "Ġfabric": 16548, + "rob": 16549, + "Ġfloating": 16550, + ":[": 16551, + "Nu": 16552, + "Tl": 16553, + "è·": 16554, + "Ġtweet": 16555, + "ĠJup": 16556, + "Expand": 16557, + "394": 16558, + "Ġpercentile": 16559, + "trial": 16560, + "Ġpreferred": 16561, + "HB": 16562, + "rals": 16563, + "hea": 16564, + "ĠJava": 16565, + "Ġspecim": 16566, + "ĠSubject": 16567, + "normalized": 16568, + "adjust": 16569, + "Ġsatisfied": 16570, + "CHECK": 16571, + "Ġchromosome": 16572, + "Ġequivalence": 16573, + "LDO": 16574, + "soup": 16575, + "Ġcents": 16576, + "season": 16577, + "ĠPick": 16578, + "4012": 16579, + "ynchron": 16580, + "riday": 16581, + "488": 16582, + "ruction": 16583, + "Ġbackup": 16584, + "2003": 16585, + "Ġsuccessive": 16586, + "å§ĭ": 16587, + "Rs": 16588, + "TD": 16589, + "ju": 16590, + "kb": 16591, + "Ġprox": 16592, + "161": 16593, + "stdin": 16594, + "æľŁ": 16595, + "Ġsurprising": 16596, + "$)": 16597, + "SIM": 16598, + "jar": 16599, + "kor": 16600, + "rp": 16601, + "ĠMC": 16602, + "ĠBest": 16603, + "262": 16604, + "³³³³³³": 16605, + "][::-": 16606, + "cience": 16607, + "Ġstops": 16608, + "Ġtokenizer": 16609, + "ĠMedical": 16610, + "////////": 16611, + "Raw": 16612, + "Ġanimation": 16613, + "Ġ\\\\\\\\": 16614, + "appings": 16615, + "Ġdistant": 16616, + "506": 16617, + "ĠScott": 16618, + "åĬ¨": 16619, + "Ġmountains": 16620, + "Ġrarely": 16621, + "Ġburning": 16622, + "Ġvowels": 16623, + "elenium": 16624, + "Ġri": 16625, + "Ġdeploy": 16626, + "boBox": 16627, + "Ġlateral": 16628, + "Ġcris": 16629, + "Ġrecursion": 16630, + "/*": 16631, + "=.": 16632, + "Ġops": 16633, + "ivatives": 16634, + "creation": 16635, + "Ġbaseline": 16636, + "UNK": 16637, + "Notes": 16638, + "Ġsalary": 16639, + "combined": 16640, + "Ġpredators": 16641, + "Rob": 16642, + "eness": 16643, + "Ġbon": 16644, + "Ġrul": 16645, + "ĠRat": 16646, + "Ġcoverage": 16647, + "food": 16648, + "Ġstructural": 16649, + "Runner": 16650, + "âĸĪâĸĪâĸĪâĸĪ": 16651, + "æĹ¶éĹ´": 16652, + "Cannot": 16653, + "Scc": 16654, + "mse": 16655, + "ila": 16656, + "ĠAmazon": 16657, + "Ġranging": 16658, + "ĠDrop": 16659, + "ĠRD": 16660, + "ĠRS": 16661, + "Regex": 16662, + "DELETE": 16663, + "777": 16664, + "Processor": 16665, + "PreambleAddressCode": 16666, + "Fh": 16667, + "iminal": 16668, + "\")),": 16669, + "ĠPercentage": 16670, + "oled": 16671, + "Ġtou": 16672, + "onical": 16673, + "Ġvo": 16674, + "Ġconserv": 16675, + "647": 16676, + "708": 16677, + "bling": 16678, + "Steps": 16679, + "DEFINE": 16680, + "ĠTraining": 16681, + "atoms": 16682, + "ĠLICENSE": 16683, + "override": 16684, + "Ġsymmet": 16685, + "SccPreambleAddressCode": 16686, + "Func": 16687, + "\\\":": 16688, + "åĻ": 16689, + "Ġwatching": 16690, + "705": 16691, + "ĠElementary": 16692, + "ĠMERCHANTABILITY": 16693, + "mysql": 16694, + "izz": 16695, + "ONT": 16696, + "Ġpicked": 16697, + "ĠCOPY": 16698, + "ĠCircles": 16699, + "Ġstyles": 16700, + "NY": 16701, + "tear": 16702, + "ald": 16703, + "Ġliv": 16704, + "Ġbears": 16705, + "ĠMach": 16706, + "Ġvals": 16707, + "dicts": 16708, + "lineEdit": 16709, + "888": 16710, + "од": 16711, + "assertIsInstance": 16712, + "Mer": 16713, + "xp": 16714, + "Ġ³³": 16715, + "Ġfrac": 16716, + "Ġdial": 16717, + "science": 16718, + "idespread": 16719, + "ĠWeek": 16720, + "LEFT": 16721, + "backends": 16722, + "ĠPlus": 16723, + "recip": 16724, + "}+{": 16725, + "Subject": 16726, + "Ġ&=&": 16727, + "aurant": 16728, + "Ġcompetition": 16729, + "ç±»åŀĭ": 16730, + "ĠCatholic": 16731, + "elv": 16732, + "Ġstmt": 16733, + "ÂłĠÂłĠÂł": 16734, + "Ġ\\{": 16735, + "Fields": 16736, + "ifty": 16737, + "baseline": 16738, + "(...": 16739, + "Um": 16740, + "inations": 16741, + "Ġdc": 16742, + "Ġ119": 16743, + "Ġ220": 16744, + "Ġsensors": 16745, + "folio": 16746, + "RESULT": 16747, + "Ġtribes": 16748, + "sell": 16749, + "ĠTABLE": 16750, + "ĠSaf": 16751, + "Ġlistener": 16752, + "Ġ1960": 16753, + "659": 16754, + "decre": 16755, + "ĠÏĨ": 16756, + "Ġradicals": 16757, + "Ġgallons": 16758, + "Ġnu": 16759, + "Ġchunks": 16760, + "Ġtruly": 16761, + "Ġgenerates": 16762, + "$\\$": 16763, + "Ġnonzero": 16764, + "Ġposted": 16765, + "population": 16766, + "Pointer": 16767, + "Adam": 16768, + "Ġrequirement": 16769, + "ĠSkills": 16770, + "Writing": 16771, + "Ġbuff": 16772, + "Ġproven": 16773, + "ĠsizePolicy": 16774, + "species": 16775, + "Objects": 16776, + "CLIENT": 16777, + "FG": 16778, + "б": 16779, + "Ġmob": 16780, + "olar": 16781, + "Ġresultant": 16782, + "806": 16783, + "642": 16784, + "Arr": 16785, + "Ġexisted": 16786, + "Running": 16787, + "UPDATE": 16788, + "binding": 16789, + "Ġunusual": 16790, + "Final": 16791, + "school": 16792, + "æŁ¥": 16793, + "ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ": 16794, + "ĠEp": 16795, + "Ġcontem": 16796, + "119909": 16797, + "ĠIns": 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25574, + "yi": 25575, + "Ãı": 25576, + "Ġ(=": 25577, + "ĠSeven": 25578, + "ripetal": 25579, + "Ġnoting": 25580, + "ĠUTC": 25581, + "Ġsolely": 25582, + "conda": 25583, + "Ġrelu": 25584, + "containing": 25585, + "overwrite": 25586, + "Unicode": 25587, + "ĠAsync": 25588, + "Subscription": 25589, + "ÑĤо": 25590, + "ukary": 25591, + "(\",\")": 25592, + "ĠMachiavelli": 25593, + "515": 25594, + "DG": 25595, + "Fri": 25596, + "Patch": 25597, + "PLAY": 25598, + "Sound": 25599, + "fart": 25600, + "gca": 25601, + "already": 25602, + "lek": 25603, + "ĠdB": 25604, + "odi": 25605, + "ĠCI": 25606, + "Ġrg": 25607, + "Ġ\\'": 25608, + "``}`": 25609, + "Ġjaw": 25610, + "ellom": 25611, + "ceptions": 25612, + "Ġcooperation": 25613, + "čĊčĊčĊĠĠĠ": 25614, + "returncode": 25615, + "Ġoffsets": 25616, + "Ġmarking": 25617, + "DIRE": 25618, + "Ġinsurance": 25619, + "ooper": 25620, + "HOW": 25621, + "waypoint": 25622, + "读": 25623, + "Ġcollisions": 25624, + "Ġanalytical": 25625, + "ĠAccept": 25626, + "ĠDavis": 25627, + "å½¢": 25628, + "è´¥": 25629, + "Ġdescriptive": 25630, + "bellion": 25631, + "Ġradicand": 25632, + ".!": 25633, + "Isl": 25634, + "QColor": 25635, + "rss": 25636, + "æ·": 25637, + "arithmetic": 25638, + "Ġpays": 25639, + "Ġnerves": 25640, + "Ġresemble": 25641, + "Ġthrust": 25642, + "uru": 25643, + "ĠTW": 25644, + "ĠCAN": 25645, + "clamation": 25646, + "enspace": 25647, + "ĠKen": 25648, + "disconnect": 25649, + "Ġfeels": 25650, + "Ġexplor": 25651, + "Soft": 25652, + "Ġcorrected": 25653, + "ðŁĴ": 25654, + "AGES": 25655, + "Ġindication": 25656, + "ĠNeander": 25657, + "ĠObjects": 25658, + "ĠEmperor": 25659, + "Ġpulses": 25660, + "Ġflipped": 25661, + "ä¹ī": 25662, + "ĠVertex": 25663, + "ĠAlembic": 25664, + "ĠPakistan": 25665, + "+(-": 25666, + "FONT": 25667, + "Router": 25668, + "Tex": 25669, + "bread": 25670, + "cels": 25671, + "dS": 25672, + "dash": 25673, + "fir": 25674, + "kve": 25675, + "lies": 25676, + "rim": 25677, + "tup": 25678, + "yk": 25679, + "Ġsieve": 25680, + "orion": 25681, + "along": 25682, + "Ġmarch": 25683, + "asympt": 25684, + "igating": 25685, + "ĠCUBE": 25686, + "ems": 25687, + "resolved": 25688, + "Ġunstable": 25689, + "Ġdisclaimer": 25690, + "plicas": 25691, + "ønn": 25692, + "Ġsprite": 25693, + "ĠâĪij": 25694, + "paren": 25695, + "ListView": 25696, + "Ġreflections": 25697, + "Ġmodifications": 25698, + "ĠRespon": 25699, + "761": 25700, + "Partition": 25701, + "Ġstacked": 25702, + "ĠGrav": 25703, + "speech": 25704, + "лÑı": 25705, + "ек": 25706, + "Ġstimuli": 25707, + "è½½": 25708, + "IGNORE": 25709, + "Ġinstructor": 25710, + "Ġlegislative": 25711, + "Ġaliases": 25712, + "Ġtunnel": 25713, + "JT": 25714, + "PAT": 25715, + "gun": 25716, + "lod": 25717, + "pj": 25718, + "pangram": 25719, + "sensitive": 25720, + "tour": 25721, + "Ġ................................": 25722, + "Ġsperm": 25723, + "Ġinconsistent": 25724, + "stroke": 25725, + "uristic": 25726, + "plified": 25727, + "ĠCLA": 25728, + "ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ": 25729, + "ĠMess": 25730, + "putation": 25731, + "valence": 25732, + "obil": 25733, + "States": 25734, + "Producer": 25735, + "557": 25736, + "polation": 25737, + "Ġderivation": 25738, + "riteria": 25739, + "Ġimpulse": 25740, + "transformed": 25741, + "ä»İ": 25742, + "ĠActive": 25743, + "Ġnorms": 25744, + "ак": 25745, + "Ġfluores": 25746, + "Ġrecursively": 25747, + "Converter": 25748, + "Ġinterpolate": 25749, + "Ġinjuries": 25750, + "Ġnineteenth": 25751, + "Ġtackle": 25752, + "Bank": 25753, + "Dy": 25754, + "HAND": 25755, + "NER": 25756, + "tet": 25757, + "Ġfoci": 25758, + "stages": 25759, + "Ġgithub": 25760, + "ĠNat": 25761, + "Anim": 25762, + "slag": 25763, + "串": 25764, + "ROW": 25765, + "Ġqt": 25766, + "874": 25767, + "ĠPhase": 25768, + "dropna": 25769, + "Ġimplementing": 25770, + "learner": 25771, + "ĠGuided": 25772, + "Ġscreening": 25773, + "Ġglobals": 25774, + "regularizer": 25775, + "æİ§": 25776, + "ĠEventually": 25777, + "Radio": 25778, + "ouncement": 25779, + "Ġskeletal": 25780, + "@@@@": 25781, + "Ġimmunity": 25782, + "Payload": 25783, + "ĠCTORATstpSPReq": 25784, + "Ġsubstituted": 25785, + "7103": 25786, + "830": 25787, + "Got": 25788, + "QFont": 25789, + "Uy": 25790, + "mpi": 25791, + "mÃ¥l": 25792, + "mennes": 25793, + "ìĪĺ": 25794, + "inl": 25795, + "leave": 25796, + "Ġmongo": 25797, + "Ġwash": 25798, + "ĠVed": 25799, + "Ġcounterclockwise": 25800, + "perturbed": 25801, + "902": 25802, + "=\\\"": 25803, + "ADAPTER": 25804, + "specified": 25805, + "ahoo": 25806, + "CONST": 25807, + "extraction": 25808, + "IRTU": 25809, + "asjoner": 25810, + "ïģ°": 25811, + "ĠSweden": 25812, + "017": 25813, + "Rx": 25814, + "growth": 25815, + "esides": 25816, + "aras": 25817, + "Ġ1100": 25818, + "intermediate": 25819, + "ÂłĠÂłĠ": 25820, + "ĠRoom": 25821, + "Ġ550": 25822, + "eneration": 25823, + "forge": 25824, + "ALC": 25825, + "Ġinvite": 25826, + "Ġinvari": 25827, + "cdk": 25828, + "authentication": 25829, + "Ġ¼": 25830, + "POCH": 25831, + "snake": 25832, + "ĠRegions": 25833, + "Ġfacial": 25834, + "ĠHandle": 25835, + "Embedding": 25836, + "ĠAgriculture": 25837, + "ĠEQUATIONS": 25838, + "Ġavoided": 25839, + "dro": 25840, + "lj": 25841, + "zones": 25842, + "Ġtidal": 25843, + "anne": 25844, + "Ġ\"|": 25845, + "ĠNobel": 25846, + "agtail": 25847, + "Ġcanonical": 25848, + "Ġensemble": 25849, + "Ġfeathers": 25850, + "Ġthinks": 25851, + "graduate": 25852, + "Ġstriking": 25853, + "ĠRemote": 25854, + "天": 25855, + "Ġcollective": 25856, + "Ġappropriately": 25857, + "spectrum": 25858, + "bÃ¥t": 25859, + "Development": 25860, + "madgraphMLM": 25861, + "724": 25862, + "BAC": 25863, + "Bounds": 25864, + "GMAT": 25865, + "Hard": 25866, + "Scope": 25867, + "XZ": 25868, + "hull": 25869, + "Ġig": 25870, + "Ġinquiry": 25871, + "Ġmb": 25872, + "raf": 25873, + "abbr": 25874, + "enders": 25875, + "ĠNine": 25876, + "ĠMarg": 25877, + "Ġkindergarten": 25878, + "addItem": 25879, + "spi": 25880, + "amping": 25881, + "TEMP": 25882, + "Asset": 25883, + "ĠSimulation": 25884, + "Ġpotassium": 25885, + "Ġgroundwater": 25886, + "ĠLeague": 25887, + "ĠLeibn": 25888, + "Ġpredicate": 25889, + "CRIPT": 25890, + "Ġtaxonomy": 25891, + "Ġmultic": 25892, + "Ġuniformly": 25893, + "Ġgathering": 25894, + "Important": 25895, + "Ġshrink": 25896, + "Ġnewspapers": 25897, + "Ġsuddenly": 25898, + "ĠPsychology": 25899, + "ĠPortuguese": 25900, + "Currency": 25901, + "House": 25902, + "Meter": 25903, + "bond": 25904, + "tids": 25905, + "uu": 25906, + "anal": 25907, + "Ġrear": 25908, + "Ġ148": 25909, + "rait": 25910, + "Ġthrive": 25911, + "uta": 25912, + "Ġgates": 25913, + "Ġforgot": 25914, + "conflict": 25915, + "ĠDays": 25916, + "9954": 25917, + "loadtxt": 25918, + "contained": 25919, + "cdn": 25920, + "Ġcontinents": 25921, + "Ġartic": 25922, + "ĠParser": 25923, + "ĠLetter": 25924, + "ĠPrim": 25925, + "IPTOR": 25926, + "00000020": 25927, + "ĠGeneric": 25928, + "IVES": 25929, + "normalsize": 25930, + "ÑĢа": 25931, + "ilitary": 25932, + "ĠValidate": 25933, + "ĠAlternatively": 25934, 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"ĠCommutative": 26042, + "èĤ¡ä¸ľ": 26043, + "wrapped": 26044, + "Ġwarrant": 26045, + "+\"\\": 26046, + "JR": 26047, + "QFrame": 26048, + "dC": 26049, + "gren": 26050, + "pent": 26051, + "qq": 26052, + "youtube": 26053, + "alist": 26054, + "Ġfy": 26055, + "Ġdv": 26056, + "Ġlarvae": 26057, + "Ġ(<": 26058, + "ommer": 26059, + "Ġbeach": 26060, + "ĠNile": 26061, + "oren": 26062, + "orest": 26063, + "Ġhepat": 26064, + "peri": 26065, + "Ġ['[": 26066, + "Ġdetermination": 26067, + "slide": 26068, + "Ġâģ": 26069, + "{}]": 26070, + "Ġbricks": 26071, + "ĠOrleans": 26072, + "Ġnamespaced": 26073, + "ãģ¨": 26074, + "multiplication": 26075, + "Ġgoverned": 26076, + "DateField": 26077, + "ĊĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ": 26078, + "permalink": 26079, + "Ġprofound": 26080, + "Ġharsh": 26081, + "dominal": 26082, + "asjonene": 26083, + "æĿ¡": 26084, + "Ġcalibration": 26085, + "Explore": 26086, + "018": 26087, + "427": 26088, + "Half": 26089, + "Iy": 26090, + "ë¦": 26091, + "Ġ×": 26092, + "especially": 26093, + "Ġdated": 26094, + "igue": 26095, + "Ġstood": 26096, + "Ġ540": 26097, + "ĠHu": 26098, + "Ġunused": 26099, + "argmin": 26100, + "ecycle": 26101, + "scratch": 26102, + "owned": 26103, + "askin": 26104, + "Ġendless": 26105, + "Ġoverrid": 26106, + "Ġflies": 26107, + "Ġinvisible": 26108, + "ropic": 26109, + "eader": 26110, + "Ġboats": 26111, + "cellaneous": 26112, + "Atom": 26113, + "computer": 26114, + "Ġ'*'": 26115, + "ĠPacket": 26116, + "Ġpositively": 26117, + "Catalog": 26118, + "]`": 26119, + "dB": 26120, + "fpath": 26121, + "¬ółģ": 26122, + "ìĸ": 26123, + "ĠCM": 26124, + "ĠNation": 26125, + "kee": 26126, + "die": 26127, + "Ġoblig": 26128, + "Ġfrappe": 26129, + "grouped": 26130, + "771": 26131, + "Ġguest": 26132, + "Ġtriggers": 26133, + "Ġbusy": 26134, + "ENDPOINT": 26135, + "paid": 26136, + "ä¿®": 26137, + "ĠAustria": 26138, + "ĠNevada": 26139, + ")âĪĴ": 26140, + "Ji": 26141, + "Jk": 26142, + "QWidget": 26143, + "eos": 26144, + "Ġthesis": 26145, + "Ġinject": 26146, + "urches": 26147, + "Ġ'@": 26148, + "ĠTip": 26149, + "Ġviable": 26150, + "ĠGH": 26151, + "Ġcontributes": 26152, + "dirpath": 26153, + "ĠΩ": 26154, + "OTHER": 26155, + "Ġgenetics": 26156, + "ĠINPUT": 26157, + "Ġglue": 26158, + "ĠTransport": 26159, + "误": 26160, + "SkillLoop": 26161, + "Ġconsistently": 26162, + "Ġratings": 26163, + "organic": 26164, + "ĉĉĉĉĉĉĉĉ": 26165, + "Ġmedicines": 26166, + "assertIsNone": 26167, + "ĠSamuel": 26168, + "taxonomy": 26169, + "Rotation": 26170, + "Ġeruptions": 26171, + "Ġincredibly": 26172, + "itkMeshD": 26173, + "Ġtomorrow": 26174, + "035": 26175, + "523": 26176, + "Cong": 26177, + "Hum": 26178, + "HCF": 26179, + "father": 26180, + "lip": 26181, + "mgr": 26182, + "onen": 26183, + "ctypes": 26184, + "stav": 26185, + "Ġhl": 26186, + "quic": 26187, + "adas": 26188, + "Ġstating": 26189, + "ĠRain": 26190, + "gettext": 26191, + "Ġshots": 26192, + "rics": 26193, + "anners": 26194, + "Ġ182": 26195, + "University": 26196, + 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