commit c26a8662a5faf694c77e3ce73b7ff0c08f5e8ed4 Author: ModelHub XC Date: Mon Aug 10 05:45:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: SEN-AGI/sable-mini-30m-preview Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..89a3399 --- /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 +benchmark.png filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..aa2d628 --- /dev/null +++ b/README.md @@ -0,0 +1,69 @@ +--- +language: +- en +license: apache-2.0 +tags: +- causal-lm +- llama +- sable +- small-language-model +pipeline_tag: text-generation +--- + +# 🖤 Sable-Mini-30M (Preview) + +**Sable-Mini** is a 30M parameter causal language model trained on approximately **3–4B tokens**. It is the flagship of the Sable tiny model family, balancing compact size with capable text generation. + +> ⚠️ **This is a preview release** — expect improvements in future versions. + +## 📊 Benchmark Results + +Evaluated with the [LM Evaluation Harness](https://github.com/EleutherAI/lm-evaluation-harness): + +| Benchmark | Accuracy | Metric | +| :--- | :---: | :---: | +| **BoolQ** | **57.5%** | `acc` | +| **PIQA** | **57.8%** | `acc_norm` | +| **WinoGrande** | **53.3%** | `acc` | +| **ARC-Easy** | **39.0%** | `acc_norm` | +| **HellaSwag** | **28.1%** | `acc_norm` | +| **Lambada** | **11.7%** | `acc` | + +![Benchmark Graph](benchmark.png) + +## 🚀 Quick Start + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +tokenizer = AutoTokenizer.from_pretrained("yourorg/sable-mini-30m-preview") +model = AutoModelForCausalLM.from_pretrained("yourorg/sable-mini-30m-preview") + +inputs = tokenizer("The future of tiny models is", return_tensors="pt") +outputs = model.generate(**inputs, max_new_tokens=50) +print(tokenizer.decode(outputs[0], skip_special_tokens=True)) +``` + +## 🏗️ Model Details + +| Property | Value | +|----------|-------| +| Parameters | 30M | +| Architecture | Llama-style decoder | +| Training tokens | ~3–4B | +| Context length | ← add yours | +| Vocab size | ← add yours | + +## ⚠️ Limitations + +- Preview release — not recommended for production use +- Limited knowledge due to small parameter count +- May produce biased or incorrect outputs + +## 📜 License + +Apache 2.0 — free for commercial and research use. + +--- + +*Part of the Sable family 🖤 — tiny models, sharp minds.* diff --git a/benchmark.png b/benchmark.png new file mode 100644 index 0000000..5cbbb59 --- /dev/null +++ b/benchmark.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c62960b25adf9ae7773f2d420cf4e035b2ceb951e3ac79c439631de90ffbfd45 +size 94002 diff --git a/config.json b/config.json new file mode 100644 index 0000000..11b6df1 --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "float16", + "eos_token_id": 2, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 512, + "initializer_range": 0.02, + "intermediate_size": 1024, + "max_position_embeddings": 1024, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 8, + "num_hidden_layers": 8, + "num_key_value_heads": 4, + "pad_token_id": 0, + "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", + "use_cache": false, + "vocab_size": 24000 +} diff --git a/eval_results.json b/eval_results.json new file mode 100644 index 0000000..cebab8d --- /dev/null +++ b/eval_results.json @@ -0,0 +1,443 @@ +{ + "results": { + "arc_easy": { + "name": "arc_easy", + "alias": "arc_easy", + 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"perplexity_stderr,none": 47.08239338640588, + "acc,none": 0.11663108868620221, + "acc_stderr,none": 0.004471881565476763 + }, + "boolq": { + "name": "boolq", + "alias": "boolq", + "sample_len": 3270, + "acc,none": 0.5749235474006116, + "acc_stderr,none": 0.008646316159373297 + } + }, + "group_subtasks": {}, + "configs": { + "arc_easy": { + "task": "arc_easy", + "dataset_path": "allenai/ai2_arc", + "dataset_name": "ARC-Easy", + "training_split": "train", + "validation_split": "validation", + "test_split": "test", + "doc_to_text": "Question: {{question}}\nAnswer:", + "doc_to_target": "{{choices.label.index(answerKey)}}", + "unsafe_code": false, + "doc_to_choice": "{{choices.text}}", + "description": "", + "target_delimiter": " ", + "fewshot_delimiter": "\n\n", + "fewshot_config": { + "sampler": "default", + "split": null, + "process_docs": null, + "fewshot_indices": null, + "samples": null, + "doc_to_text": "Question: {{question}}\nAnswer:", + "doc_to_choice": "{{choices.text}}", + "doc_to_target": "{{choices.label.index(answerKey)}}", + "gen_prefix": null, + "fewshot_delimiter": "\n\n", + "target_delimiter": " " + }, + "num_fewshot": 0, + "metric_list": [ + { + "metric": "acc", + "aggregation": "mean", + "higher_is_better": true + }, + { + "metric": "acc_norm", + "aggregation": "mean", + "higher_is_better": true + } + ], + "output_type": "multiple_choice", + "repeats": 1, + "should_decontaminate": true, + "doc_to_decontamination_query": "Question: {{question}}\nAnswer:", + "metadata": { + "version": 1.0, + "config_source": "/usr/local/lib/python3.12/dist-packages/lm_eval/tasks/arc/arc_easy.yaml" + } + }, + "boolq": { + "task": "boolq", + "dataset_path": "aps/super_glue", + "dataset_name": "boolq", + "training_split": "train", + "validation_split": "validation", + "doc_to_text": "{{passage}}\nQuestion: {{question}}?\nAnswer:", + "doc_to_target": "label", + "unsafe_code": false, + "doc_to_choice": [ + "no", + "yes" + ], + "description": "", + "target_delimiter": " ", + "fewshot_delimiter": "\n\n", + "fewshot_config": { + "sampler": "default", + "split": null, + "process_docs": null, + "fewshot_indices": null, + "samples": null, + "doc_to_text": "{{passage}}\nQuestion: {{question}}?\nAnswer:", + "doc_to_choice": [ + "no", + "yes" + ], + "doc_to_target": "label", + "gen_prefix": null, + "fewshot_delimiter": "\n\n", + "target_delimiter": " " + }, + "num_fewshot": 0, + "metric_list": [ + { + "metric": "acc" + } + ], + "output_type": "multiple_choice", + "repeats": 1, + "should_decontaminate": true, + "doc_to_decontamination_query": "passage", + "metadata": { + "version": 2.0, + "config_source": "/usr/local/lib/python3.12/dist-packages/lm_eval/tasks/super_glue/boolq/default.yaml" + } + }, + "hellaswag": { + "task": "hellaswag", + "dataset_path": "Rowan/hellaswag", + "training_split": "train", + "validation_split": "validation", + "process_docs": "def process_docs(dataset: datasets.Dataset) -> datasets.Dataset:\n def _process_doc(doc):\n ctx = doc[\"ctx_a\"] + \" \" + doc[\"ctx_b\"].capitalize()\n out_doc = {\n \"query\": preprocess(doc[\"activity_label\"] + \": \" + ctx),\n \"choices\": [preprocess(ending) for ending in doc[\"endings\"]],\n \"gold\": int(doc[\"label\"]),\n }\n return out_doc\n\n return dataset.map(_process_doc)\n", + "doc_to_text": "{{query}}", + "doc_to_target": "{{label}}", + "unsafe_code": false, + "doc_to_choice": "choices", + "description": "", + "target_delimiter": " ", + "fewshot_delimiter": "\n\n", + "fewshot_config": { + "sampler": "default", + "split": null, + "process_docs": "", + "fewshot_indices": null, + "samples": null, + "doc_to_text": "{{query}}", + "doc_to_choice": "choices", + "doc_to_target": "{{label}}", + "gen_prefix": null, + "fewshot_delimiter": "\n\n", + "target_delimiter": " " + }, + "num_fewshot": 0, + "metric_list": [ + { + "metric": "acc", + "aggregation": "mean", + "higher_is_better": true + }, + { + "metric": "acc_norm", + "aggregation": "mean", + "higher_is_better": true + } + ], + "output_type": "multiple_choice", + "repeats": 1, + "should_decontaminate": false, + "metadata": { + "version": 1.0, + "config_source": "/usr/local/lib/python3.12/dist-packages/lm_eval/tasks/hellaswag/hellaswag.yaml" + } + }, + "lambada_openai": { + "task": "lambada_openai", + "dataset_path": "EleutherAI/lambada_openai", + "dataset_name": "default", + "test_split": "test", + "doc_to_text": "{{text.split(' ')[:-1]|join(' ')}}", + "doc_to_target": "{{' '+text.split(' ')[-1]}}", + "unsafe_code": false, + "description": "", + "target_delimiter": " ", + "fewshot_delimiter": "\n\n", + "fewshot_config": { + "sampler": "default", + "split": null, + "process_docs": null, + "fewshot_indices": null, + "samples": null, + "doc_to_text": "{{text.split(' ')[:-1]|join(' ')}}", + "doc_to_choice": null, + "doc_to_target": "{{' '+text.split(' ')[-1]}}", + "gen_prefix": null, + "fewshot_delimiter": "\n\n", + "target_delimiter": " " + }, + "num_fewshot": 0, + "metric_list": [ + { + "metric": "perplexity", + "aggregation": "perplexity", + "higher_is_better": false + }, + { + "metric": "acc", + "aggregation": "mean", + "higher_is_better": true + } + ], + "output_type": "loglikelihood", + "repeats": 1, + "should_decontaminate": true, + "doc_to_decontamination_query": "{{text}}", + "metadata": { + "version": 1.0, + "config_source": "/usr/local/lib/python3.12/dist-packages/lm_eval/tasks/lambada/lambada_openai.yaml" + } + }, + "piqa": { + "task": "piqa", + "dataset_path": "baber/piqa", + "training_split": "train", + "validation_split": "validation", + "doc_to_text": "Question: {{goal}}\nAnswer:", + "doc_to_target": "label", + "unsafe_code": false, + "doc_to_choice": "{{[sol1, sol2]}}", + "description": "", + "target_delimiter": " ", + "fewshot_delimiter": "\n\n", + "fewshot_config": { + "sampler": "default", + "split": null, + "process_docs": null, + "fewshot_indices": null, + "samples": null, + "doc_to_text": "Question: {{goal}}\nAnswer:", + "doc_to_choice": "{{[sol1, sol2]}}", 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doc[\"sentence\"][idx:].strip()\n", + "unsafe_code": false, + "doc_to_choice": "def doc_to_choice(doc):\n idx = doc[\"sentence\"].index(\"_\")\n options = [doc[\"option1\"], doc[\"option2\"]]\n return [doc[\"sentence\"][:idx] + opt for opt in options]\n", + "description": "", + "target_delimiter": " ", + "fewshot_delimiter": "\n\n", + "fewshot_config": { + "sampler": "default", + "split": null, + "process_docs": null, + "fewshot_indices": null, + "samples": null, + "doc_to_text": "", + "doc_to_choice": "", + "doc_to_target": "", + "gen_prefix": null, + "fewshot_delimiter": "\n\n", + "target_delimiter": " " + }, + "num_fewshot": 0, + "metric_list": [ + { + "metric": "acc", + "aggregation": "mean", + "higher_is_better": true + } + ], + "output_type": "multiple_choice", + "repeats": 1, + "should_decontaminate": true, + "doc_to_decontamination_query": "sentence", + "metadata": { + "version": 1.0, + "config_source": "/usr/local/lib/python3.12/dist-packages/lm_eval/tasks/winogrande/default.yaml" + } + } + }, + "versions": { + "arc_easy": 1.0, + "boolq": 2.0, + "hellaswag": 1.0, + "lambada_openai": 1.0, + "piqa": 1.0, + "winogrande": 1.0 + }, + "n-shot": { + "arc_easy": 0, + "boolq": 0, + "hellaswag": 0, + "lambada_openai": 0, + "piqa": 0, + "winogrande": 0 + }, + "higher_is_better": { + "arc_easy": { + "acc": true, + "acc_norm": true + }, + "boolq": { + "acc": true + }, + "hellaswag": { + "acc": true, + "acc_norm": true + }, + "lambada_openai": { + "perplexity": false, + "acc": true + }, + "piqa": { + "acc": true, + "acc_norm": true + }, + "winogrande": { + "acc": true + } + }, + "n-samples": { + "arc_easy": { + "original": 2376, + "effective": 2376 + }, + "hellaswag": { + "original": 10042, + "effective": 10042 + }, + "piqa": { + "original": 1838, + "effective": 1838 + }, + "winogrande": { + "original": 1267, + "effective": 1267 + }, + "lambada_openai": { + "original": 5153, + "effective": 5153 + }, + "boolq": { + "original": 3270, + "effective": 3270 + } + }, + "config": { + "model": "./eval_ckpt", + "model_args": null, + "model_num_parameters": 31171072, + "model_dtype": "torch.float16", + "model_revision": "main", + "model_sha": "", + "batch_size": null, + "batch_sizes": [ + 64 + ], + "device": null, + "use_cache": null, + "limit": null, + "bootstrap_iters": 100000, + "gen_kwargs": null, + "random_seed": 0, + "numpy_seed": 1234, + "torch_seed": 1234, + "fewshot_seed": 1234 + }, + "git_hash": null, + "date": 1785579361.9488611, + "pretty_env_info": "PyTorch version: 2.11.0+cu128\nIs debug build: False\nCUDA used to build PyTorch: 12.8\nROCM used to build PyTorch: N/A\n\nOS: Ubuntu 22.04.5 LTS (x86_64)\nGCC version: (Ubuntu 11.4.0-1ubuntu1~22.04.3) 11.4.0\nClang version: Could not collect\nCMake version: version 3.31.10\nLibc version: glibc-2.35\n\nPython version: 3.12.13 (main, Mar 4 2026, 09:23:07) [GCC 11.4.0] (64-bit runtime)\nPython platform: Linux-6.6.122+-x86_64-with-glibc2.35\nIs CUDA available: True\nCUDA runtime version: 12.8.93\nCUDA_MODULE_LOADING set to: \nGPU models and configuration: GPU 0: Tesla T4\nNvidia driver version: 580.82.07\ncuDNN version: Probably one of the following:\n/usr/lib/x86_64-linux-gnu/libcudnn.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_adv.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_cnn.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_engines_precompiled.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_engines_runtime_compiled.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_graph.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_heuristic.so.9.8.0\n/usr/lib/x86_64-linux-gnu/libcudnn_ops.so.9.8.0\nIs XPU available: False\nHIP runtime version: N/A\nMIOpen runtime version: N/A\nIs XNNPACK available: True\nCaching allocator config: N/A\n\nCPU:\nArchitecture: x86_64\nCPU op-mode(s): 32-bit, 64-bit\nAddress sizes: 46 bits physical, 48 bits virtual\nByte Order: Little Endian\nCPU(s): 2\nOn-line CPU(s) list: 0,1\nVendor ID: GenuineIntel\nModel name: Intel(R) Xeon(R) CPU @ 2.00GHz\nCPU family: 6\nModel: 85\nThread(s) per core: 2\nCore(s) per socket: 1\nSocket(s): 1\nStepping: 3\nBogoMIPS: 4000.30\nFlags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm mpx avx512f avx512dq rdseed adx smap clflushopt clwb avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves arat md_clear arch_capabilities\nHypervisor vendor: KVM\nVirtualization type: full\nL1d cache: 32 KiB (1 instance)\nL1i cache: 32 KiB (1 instance)\nL2 cache: 1 MiB (1 instance)\nL3 cache: 38.5 MiB (1 instance)\nNUMA node(s): 1\nNUMA node0 CPU(s): 0,1\nVulnerability Gather data sampling: Not affected\nVulnerability Indirect target selection: Vulnerable\nVulnerability Itlb multihit: Not affected\nVulnerability L1tf: Mitigation; PTE Inversion\nVulnerability Mds: Vulnerable; SMT Host state unknown\nVulnerability Meltdown: Vulnerable\nVulnerability Mmio stale data: Vulnerable\nVulnerability Reg file data sampling: Not affected\nVulnerability Retbleed: Vulnerable\nVulnerability Spec rstack overflow: Not affected\nVulnerability Spec store bypass: Vulnerable\nVulnerability Spectre v1: Vulnerable: __user pointer sanitization and usercopy barriers only; no swapgs barriers\nVulnerability Spectre v2: Vulnerable; IBPB: disabled; STIBP: disabled; PBRSB-eIBRS: Not affected; BHI: Vulnerable\nVulnerability Srbds: Not affected\nVulnerability Tsa: Not affected\nVulnerability Tsx async abort: Vulnerable\nVulnerability Vmscape: Not affected\n\nVersions of relevant libraries:\n[pip3] intel-cmplr-lib-ur==2025.3.3\n[pip3] intel-openmp==2025.3.3\n[pip3] mkl==2025.3.1\n[pip3] numpy==2.0.2\n[pip3] nvidia-cublas-cu12==12.8.4.1\n[pip3] nvidia-cuda-cupti-cu12==12.8.90\n[pip3] nvidia-cuda-nvrtc-cu12==12.8.93\n[pip3] nvidia-cuda-runtime-cu12==12.8.90\n[pip3] nvidia-cudnn-cu12==9.19.0.56\n[pip3] nvidia-cufft-cu12==11.3.3.83\n[pip3] nvidia-curand-cu12==10.3.9.90\n[pip3] nvidia-cusolver-cu12==11.7.3.90\n[pip3] nvidia-cusparse-cu12==12.5.8.93\n[pip3] nvidia-cusparselt-cu12==0.7.1\n[pip3] nvidia-nccl-cu12==2.28.9\n[pip3] nvidia-nvjitlink-cu12==12.8.93\n[pip3] nvidia-nvtx-cu12==12.8.90\n[pip3] nvtx==0.2.15\n[pip3] onemkl-license==2025.3.1\n[pip3] optree==0.19.1\n[pip3] tbb==2022.3.1\n[pip3] tcmlib==1.5.0\n[pip3] torch==2.11.0+cu128\n[pip3] torchao==0.10.0\n[pip3] torchaudio==2.11.0+cu128\n[pip3] torchcodec==0.11.0+cu128\n[pip3] torchdata==0.11.0\n[pip3] torchsummary==1.5.1\n[pip3] torchtune==0.6.1\n[pip3] torchvision==0.26.0+cu128\n[pip3] triton==3.6.0\n[pip3] umf==1.0.3\n[conda] Could not collect", + "transformers_version": "5.13.1", + "lm_eval_version": "0.4.12", + 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23264, + "oscience": 23265, + "ĠWoll": 23266, + "ĠRib": 23267, + "Ġnotorious": 23268, + "ogging": 23269, + "Ġlever": 23270, + "ghai": 23271, + "agons": 23272, + "ĠInterm": 23273, + "ĠStay": 23274, + "ĠKrist": 23275, + "Ġnoct": 23276, + "Ġ1855": 23277, + "Ġformidable": 23278, + "ĠProb": 23279, + "ĠWhole": 23280, + "Ġartific": 23281, + "Ġendured": 23282, + "Ġexploded": 23283, + "Ġvisc": 23284, + "Ġdemons": 23285, + "relations": 23286, + "ĠNeeds": 23287, + "én": 23288, + "IDA": 23289, + "ĠPeoples": 23290, + "chez": 23291, + "Ġpsychiat": 23292, + "Ġstripped": 23293, + "Ġcitrus": 23294, + "Ġrouting": 23295, + "Ġclinically": 23296, + "Ġdeadline": 23297, + "ĠReformation": 23298, + "Share": 23299, + "Ġbuds": 23300, + "carbons": 23301, + "Ġrestrictive": 23302, + "Doctors": 23303, + "Enter": 23304, + "Often": 23305, + "Ġtombs": 23306, + "ĠLevels": 23307, + "Ġexcavated": 23308, + "Ġbinds": 23309, + "Ġderivatives": 23310, + "Ġrelieved": 23311, + "ĠNATO": 23312, + "Ġhelicopter": 23313, + "othelioma": 23314, + "esthetics": 23315, + "phinx": 23316, + "waukee": 23317, + "DT": 23318, + "Put": 23319, + "Prior": 23320, + "Self": 23321, + "grand": 23322, + "kil": 23323, + "yll": 23324, + "zel": 23325, + "Ġcush": 23326, + "Ġbotanical": 23327, + "Ġinund": 23328, + "ĠTA": 23329, + "idad": 23330, + "cemia": 23331, + "ĠSul": 23332, + "ĠCad": 23333, + "ĠIrene": 23334, + "Ġstove": 23335, + "ĠPam": 23336, + "ĠPCR": 23337, + "estead": 23338, + "ĠWays": 23339, + "ĠFailure": 23340, + "ĠNF": 23341, + "unit": 23342, + "ĠOracle": 23343, + "Ġconscientious": 23344, + "Ġfeather": 23345, + "henge": 23346, + "Ġinvitation": 23347, + "Ġrefusing": 23348, + "ĠProbably": 23349, + "Ġdiscrep": 23350, + "ĠRehabilitation": 23351, + "Ġprogrammers": 23352, + "Ġbehold": 23353, + "atorium": 23354, + "Ġfinances": 23355, + "Ġappearances": 23356, + "ĠOrth": 23357, + "SAT": 23358, + "ĠGoals": 23359, + "anni": 23360, + "untary": 23361, + "Ġmarketplace": 23362, + "ĠProgressive": 23363, + "ĠTraffic": 23364, + 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"Ġlowers": 23416, + "too": 23417, + "Ġelusive": 23418, + "Ġswell": 23419, + "ĠCalvin": 23420, + "ennia": 23421, + "Ġharbour": 23422, + "haus": 23423, + "USDA": 23424, + "ĠNavajo": 23425, + "Ġtriglycer": 23426, + "Ġdissolve": 23427, + "Ġhunted": 23428, + "ĠSupplement": 23429, + "ĠAttila": 23430, + "Ġpraised": 23431, + "erential": 23432, + "Ġsculptures": 23433, + "Ġflavors": 23434, + "Ġparasitic": 23435, + "Ġsatisfying": 23436, + "Ġflourish": 23437, + "ĠLeader": 23438, + "Ġhalluc": 23439, + "Ġpacemaker": 23440, + "ĠProcessing": 23441, + "Ġpapal": 23442, + "urdy": 23443, + "Ġcomposting": 23444, + "Ġtricky": 23445, + "Ġapostles": 23446, + "ĠDominican": 23447, + "Ġpledged": 23448, + "ĠSalmonella": 23449, + "efficients": 23450, + "Ġacquaintance": 23451, + "ĠGonz": 23452, + "Cust": 23453, + "Language": 23454, + "Location": 23455, + "Men": 23456, + "Works": 23457, + "Welcome": 23458, + "borg": 23459, + "cents": 23460, + "coll": 23461, + "ión": 23462, + "Ġsank": 23463, + "Ġfines": 23464, + "omination": 23465, + "Ġgears": 23466, + "utral": 23467, + "Ġonboard": 23468, + "adata": 23469, + "Ġyarn": 23470, + "ĠMull": 23471, + "thus": 23472, + "istine": 23473, + "ĠBond": 23474, + "ĠHR": 23475, + "oreg": 23476, + "osit": 23477, + "ĠWitch": 23478, + "Ġvi": 23479, + "ĠGren": 23480, + "ĠLLC": 23481, + "pta": 23482, + "ĠJess": 23483, + "ĠUran": 23484, + "Ġpeb": 23485, + "Ġsurname": 23486, + "1971": 23487, + "ĠClim": 23488, + "Ġ127": 23489, + "Ġbiosphere": 23490, + "ĠOrb": 23491, + "NAT": 23492, + "Ġplacenta": 23493, + "Ġsums": 23494, + "authors": 23495, + "Ġobservance": 23496, + "ĠActually": 23497, + "askat": 23498, + "IND": 23499, + "ĠMeet": 23500, + "ĠPrepar": 23501, + "ĠTradition": 23502, + "Ġpackaged": 23503, + "Ġacquainted": 23504, + "Ġinformational": 23505, + "Ġwinners": 23506, + "ĠMacmillan": 23507, + "stonec": 23508, + "Ġsanctions": 23509, + "Ġjuices": 23510, + "Ġtherapists": 23511, + "ĠPotter": 23512, + "ĠContinue": 23513, + "Ġsuspects": 23514, + "Ġreversal": 23515, + "ĠGhost": 23516, + "Ġpersuade": 23517, + "ĠIsaiah": 23518, + "Ġbombers": 23519, + "Ġconstituent": 23520, + "Ġtricks": 23521, + "Ġtransmitting": 23522, + "Ġsocioeconomic": 23523, + "Ġentrepreneur": 23524, + "ĠGandhi": 23525, + "Ġjewelry": 23526, + "Ġteaspoon": 23527, + "Lab": 23528, + "aah": 23529, + "bard": 23530, + "forth": 23531, + "poor": 23532, + "zig": 23533, + "rex": 23534, + "Ġwipe": 23535, + "Ġphe": 23536, + "Ġdire": 23537, + "utures": 23538, + "ĠSke": 23539, + "Ġsting": 23540, + "Ġstagger": 23541, + "ĠMining": 23542, + "ĠPly": 23543, + "Ġaloud": 23544, + "ĠHub": 23545, + "anders": 23546, + "ĠWake": 23547, + "Ġshalt": 23548, + "Ġspells": 23549, + "ocra": 23550, + "perm": 23551, + "ĠThought": 23552, + "Ġjungle": 23553, + "ĠKirk": 23554, + "Ġtracing": 23555, + "Ġregain": 23556, + "centered": 23557, + "Ġdistortion": 23558, + "Ġgrouping": 23559, + "128": 23560, + "apses": 23561, + "Ġdrains": 23562, + "forces": 23563, + "Ġmotives": 23564, + "Ġsummon": 23565, + "Ġredness": 23566, + "Ġredemption": 23567, + "Altern": 23568, + "Ġdiagnosing": 23569, + "ĠISO": 23570, + "Ġcardboard": 23571, + "ĠDisp": 23572, + "ĠPatent": 23573, + "ĠTransfer": 23574, + "ĠMorning": 23575, + "Ġdistinctly": 23576, + "Ġabsorbs": 23577, + "ilitating": 23578, + "rologic": 23579, + "ĠEngineer": 23580, + "Ġseniors": 23581, + "ĠCareer": 23582, + "ĠVisitors": 23583, + "ĠCreating": 23584, + "Ġsporting": 23585, + "ĠFerdinand": 23586, + "Ġceliac": 23587, + "ĠSepar": 23588, + "ĠInterestingly": 23589, + "Ġtransistor": 23590, + "ĠRochester": 23591, + "stonecraft": 23592, + "\">": 23593, + "119": 23594, + "Size": 23595, + "Tom": 23596, + "nl": 23597, + "zh": 23598, + "Ġtanning": 23599, + "Ġpaired": 23600, + "arius": 23601, + "Ġmunicipality": 23602, + "Ġlac": 23603, + "otomy": 23604, + "ĠCAD": 23605, + "Ġheel": 23606, + "Ġlem": 23607, + "plasia": 23608, + "Ġcontend": 23609, + "Ġhash": 23610, + "Ġunb": 23611, + "Ġunin": 23612, + "Ġwhooping": 23613, + "ĠKier": 23614, + "identified": 23615, + "Ġretaining": 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"rable": 23665, + "ĠSV": 23666, + "ĠStern": 23667, + "ĠDogs": 23668, + "ĠEuch": 23669, + "ruce": 23670, + "phony": 23671, + "Ġindispens": 23672, + "Ġhumming": 23673, + "orned": 23674, + "Ġinsomnia": 23675, + "ahan": 23676, + "Ġconfuse": 23677, + "ĠSeason": 23678, + "ographics": 23679, + "Ġ1789": 23680, + "ĠExc": 23681, + "behavior": 23682, + "ĠMarriage": 23683, + "Ġnationalist": 23684, + "Ġdrastic": 23685, + "enna": 23686, + "ĠStudio": 23687, + "Ġslows": 23688, + "ĠMeyer": 23689, + "ĠGovernments": 23690, + "Ġwoodlands": 23691, + "Ġbottled": 23692, + "ĠArchived": 23693, + "Ġmerits": 23694, + "Ġtroop": 23695, + "Ġthicker": 23696, + "ĠLaboratories": 23697, + "ĠSocialist": 23698, + "ĠGrace": 23699, + "eye": 23700, + "ĠSloven": 23701, + "Ġgallbladder": 23702, + "ĠProvin": 23703, + "ĠGardner": 23704, + "ĠWiki": 23705, + "ĠEqual": 23706, + "Ġspinach": 23707, + "Ġtoilets": 23708, + "Ġsuburbs": 23709, + "ĠStockholm": 23710, + "accessed": 23711, + "Wikimedia": 23712, + "ĠPrepared": 23713, + "ĠJennifer": 23714, + "Ġpeanut": 23715, + "ĠDifficulty": 23716, + "Hard": 23717, + "Library": 23718, + "Media": 23719, + "NH": 23720, + "alms": 23721, + "Ġdad": 23722, + "Ġnemat": 23723, + "olism": 23724, + "ĠCPS": 23725, + "iferous": 23726, + "ĠPew": 23727, + "ĠBag": 23728, + "Ġviability": 23729, + "ĠRaw": 23730, + "aines": 23731, + "ĠLip": 23732, + "Ġcancell": 23733, + "Ġshining": 23734, + "Ġenlist": 23735, + "ĠJobs": 23736, + "Ġweird": 23737, + "ĠInform": 23738, + "ipot": 23739, + "Ġoutf": 23740, + "Ġquartz": 23741, + "Ġphyt": 23742, + "oyle": 23743, + "ĠAlmighty": 23744, + "1978": 23745, + "Ġgraft": 23746, + "Ġboiled": 23747, + "Ġ1775": 23748, + "Ġpaints": 23749, + "ERG": 23750, + "ĠBois": 23751, + "Ġestimation": 23752, + "iotherapy": 23753, + "ĠVolcan": 23754, + "Ġtrades": 23755, + "ĠSerbs": 23756, + "ĠUnderground": 23757, + "Ġhospitalization": 23758, + "Ġcounterpart": 23759, + "Ġfolklore": 23760, + "Ġsymbolism": 23761, + "kinson": 23762, + "Äģn": 23763, + "ĠIraqi": 23764, + 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