commit fe4dcd9a0b3dafa541b2e709614297688e996d0d Author: ModelHub XC Date: Thu Apr 23 11:31:00 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: LiquidAI/LFM2-350M Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..53d7257 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,47 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* 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 +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..d24c920 --- /dev/null +++ b/LICENSE @@ -0,0 +1,41 @@ +LICENSE TEXT + + + + +LFM Open License v1.0 +TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION +1. 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+ Liquid AI +
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+Try LFM • Docs • LEAP • Discord +
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+ +
+ +# LFM2-350M + +LFM2 is a new generation of hybrid models developed by [Liquid AI](https://www.liquid.ai/), specifically designed for edge AI and on-device deployment. It sets a new standard in terms of quality, speed, and memory efficiency. + +We're releasing the weights of four post-trained checkpoints with 350M, 700M, 1.2B, and 2.6B parameters. They provide the following key features to create AI-powered edge applications: + +* **Fast training & inference** – LFM2 achieves 3x faster training compared to its previous generation. It also benefits from 2x faster decode and prefill speed on CPU compared to Qwen3. +* **Best performance** – LFM2 outperforms similarly-sized models across multiple benchmark categories, including knowledge, mathematics, instruction following, and multilingual capabilities. +* **New architecture** – LFM2 is a new hybrid Liquid model with multiplicative gates and short convolutions. +* **Flexible deployment** – LFM2 runs efficiently on CPU, GPU, and NPU hardware for flexible deployment on smartphones, laptops, or vehicles. + +Find more information about LFM2 in our [blog post](https://www.liquid.ai/blog/liquid-foundation-models-v2-our-second-series-of-generative-ai-models). + +## 📄 Model details + +Due to their small size, **we recommend fine-tuning LFM2 models on narrow use cases** to maximize performance. +They are particularly suited for agentic tasks, data extraction, RAG, creative writing, and multi-turn conversations. +However, we do not recommend using them for tasks that are knowledge-intensive or require programming skills. + +| Property | [**LFM2-350M**](https://huggingface.co/LiquidAI/LFM2-350M) | [**LFM2-700M**](https://huggingface.co/LiquidAI/LFM2-700M) | [**LFM2-1.2B**](https://huggingface.co/LiquidAI/LFM2-1.2B) | [**LFM2-2.6B**](https://huggingface.co/LiquidAI/LFM2-2.6B) | +| ------------------- | ----------------------------- | ----------------------------- | ----------------------------- | ----------------------------- | +| **Parameters** | 354,483,968 | 742,489,344 | 1,170,340,608 | 2,569,272,320 | +| **Layers** | 16 (10 conv + 6 attn) | 16 (10 conv + 6 attn) | 16 (10 conv + 6 attn) | 30 (22 conv + 8 attn) | +| **Context length** | 32,768 tokens | 32,768 tokens | 32,768 tokens | 32,768 tokens | +| **Vocabulary size** | 65,536 | 65,536 | 65,536 | 65,536 | +| **Precision** | bfloat16 | bfloat16 | bfloat16 | bfloat16 | +| **Training budget** | 10 trillion tokens | 10 trillion tokens | 10 trillion tokens | 10 trillion tokens | +| **License** | LFM Open License v1.0 | LFM Open License v1.0 | LFM Open License v1.0 | LFM Open License v1.0 | + +**Supported languages**: English, Arabic, Chinese, French, German, Japanese, Korean, and Spanish. + +**Generation parameters**: We recommend the following parameters: +* `temperature=0.3` +* `min_p=0.15` +* `repetition_penalty=1.05` + +**Chat template**: LFM2 uses a ChatML-like chat template as follows: + +``` +<|startoftext|><|im_start|>system +You are a helpful assistant trained by Liquid AI.<|im_end|> +<|im_start|>user +What is C. elegans?<|im_end|> +<|im_start|>assistant +It's a tiny nematode that lives in temperate soil environments.<|im_end|> +``` + +You can automatically apply it using the dedicated [`.apply_chat_template()`](https://huggingface.co/docs/transformers/en/chat_templating#applychattemplate) function from Hugging Face transformers. + +**Tool use**: It consists of four main steps: +1. **Function definition**: LFM2 takes JSON function definitions as input (JSON objects between `<|tool_list_start|>` and `<|tool_list_end|>` special tokens), usually in the system prompt +2. **Function call**: LFM2 writes Pythonic function calls (a Python list between `<|tool_call_start|>` and `<|tool_call_end|>` special tokens), as the assistant answer. +3. **Function execution**: The function call is executed and the result is returned (string between `<|tool_response_start|>` and `<|tool_response_end|>` special tokens), as a "tool" role. +4. **Final answer**: LFM2 interprets the outcome of the function call to address the original user prompt in plain text. + +Here is a simple example of a conversation using tool use: + +``` +<|startoftext|><|im_start|>system +List of tools: <|tool_list_start|>[{"name": "get_candidate_status", "description": "Retrieves the current status of a candidate in the recruitment process", "parameters": {"type": "object", "properties": {"candidate_id": {"type": "string", "description": "Unique identifier for the candidate"}}, "required": ["candidate_id"]}}]<|tool_list_end|><|im_end|> +<|im_start|>user +What is the current status of candidate ID 12345?<|im_end|> +<|im_start|>assistant +<|tool_call_start|>[get_candidate_status(candidate_id="12345")]<|tool_call_end|>Checking the current status of candidate ID 12345.<|im_end|> +<|im_start|>tool +<|tool_response_start|>[{"candidate_id": "12345", "status": "Interview Scheduled", "position": "Clinical Research Associate", "date": "2023-11-20"}]<|tool_response_end|><|im_end|> +<|im_start|>assistant +The candidate with ID 12345 is currently in the "Interview Scheduled" stage for the position of Clinical Research Associate, with an interview date set for 2023-11-20.<|im_end|> +``` + +You can directly pass tools as JSON schema or Python functions with `.apply_chat_template()` as shown in [this page](https://huggingface.co/docs/transformers/en/chat_extras) to automatically format the system prompt. + +**Architecture**: Hybrid model with multiplicative gates and short convolutions: 10 double-gated short-range LIV convolution blocks and 6 grouped query attention (GQA) blocks. + +**Pre-training mixture**: Approximately 75% English, 20% multilingual, and 5% code data sourced from the web and licensed materials. + +**Training approach**: +* Knowledge distillation using [LFM1-7B](https://www.liquid.ai/blog/introducing-lfm-7b-setting-new-standards-for-efficient-language-models) as teacher model +* Very large-scale SFT on 50% downstream tasks, 50% general domains +* Custom DPO with length normalization and semi-online datasets +* Iterative model merging + +## 🏃 How to run LFM2 + +### 1. Transformers + +To run LFM2, you need to install Hugging Face [`transformers`](https://github.com/huggingface/transformers) v4.55 or a more recent version as follows: + +```bash +pip install -U transformers +``` + +Here is an example of how to generate an answer with transformers in Python: + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +# Load model and tokenizer +model_id = "LiquidAI/LFM2-350M" +model = AutoModelForCausalLM.from_pretrained( + model_id, + device_map="auto", + torch_dtype="bfloat16", +# attn_implementation="flash_attention_2" <- uncomment on compatible GPU +) +tokenizer = AutoTokenizer.from_pretrained(model_id) + +# Generate answer +prompt = "What is C. elegans?" +input_ids = tokenizer.apply_chat_template( + [{"role": "user", "content": prompt}], + add_generation_prompt=True, + return_tensors="pt", + tokenize=True, +).to(model.device) + +output = model.generate( + input_ids, + do_sample=True, + temperature=0.3, + min_p=0.15, + repetition_penalty=1.05, + max_new_tokens=512, +) + +print(tokenizer.decode(output[0], skip_special_tokens=False)) + +# <|startoftext|><|im_start|>user +# What is C. elegans?<|im_end|> +# <|im_start|>assistant +# C. elegans, also known as Caenorhabditis elegans, is a small, free-living +# nematode worm (roundworm) that belongs to the phylum Nematoda. +``` + +You can directly run and test the model with this [Colab notebook](https://colab.research.google.com/drive/1_q3jQ6LtyiuPzFZv7Vw8xSfPU5FwkKZY?usp=sharing). + +### 2. vLLM + +You need to install [`vLLM`](https://github.com/vllm-project/vllm) v0.10.2 or a more recent version as follows: + +```bash +uv pip install vllm==0.10.2 --extra-index-url https://wheels.vllm.ai/0.10.2/ --torch-backend=auto +``` + +Here is an example of how to use it for inference: + +```python +from vllm import LLM, SamplingParams + +prompts = [ + "What is C. elegans?", + "Say hi in JSON format", + "Define AI in Spanish" +] +sampling_params = SamplingParams( + temperature=0.3, + min_p=0.15, + repetition_penalty=1.05 +) + +llm = LLM(model="LiquidAI/LFM2-350M") + +outputs = llm.generate(prompts, sampling_params) + +for output in outputs: + prompt = output.prompt + generated_text = output.outputs[0].text + print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}") +``` + +### 3. llama.cpp + +You can run LFM2 with llama.cpp using its [GGUF checkpoint](https://huggingface.co/LiquidAI/LFM2-350M-GGUF). Find more information in the model card. + +## 🔧 How to fine-tune LFM2 + +We recommend fine-tuning LFM2 models on your use cases to maximize performance. + +| Notebook | Description | Link | +|-------|------|------| +| SFT (Unsloth) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using Unsloth. | Colab link | +| SFT (TRL) | Supervised Fine-Tuning (SFT) notebook with a LoRA adapter using TRL. | Colab link | +| DPO (TRL) | Preference alignment with Direct Preference Optimization (DPO) using TRL. | Colab link | + +## 📈 Performance + +LFM2 outperforms similar-sized models across different evaluation categories. + +### 1. Automated benchmarks + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/3cB7VqMnrG9I8EqrL7k-q.png) + +| Model | MMLU | GPQA | IFEval | IFBench | GSM8K | MGSM | MMMLU | +|-------|------|------|--------|---------|-------|------|-------| +| LFM2-350M | 43.43 | 27.46 | 65.12 | 16.41 | 30.1 | 29.52 | 37.99 | +| LFM2-700M | 49.9 | 28.48 | 72.23 | 20.56 | 46.4 | 45.36 | 43.28 | +| LFM2-1.2B | *55.23* | **31.47** | **74.89** | *20.7* | *58.3* | *55.04* | **46.73** | +| Qwen3-0.6B | 44.93 | 22.14 | 64.24 | 19.75 | 36.47 | 41.28 | 30.84 | +| Qwen3-1.7B | **59.11** | 27.72 | *73.98* | **21.27** | 51.4 | **66.56** | *46.51* | +| Llama-3.2-1B-Instruct | 46.6 | *28.84* | 52.39 | 16.86 | 35.71 | 29.12 | 38.15 | +| gemma-3-1b-it | 40.08 | 21.07 | 62.9 | 17.72 | **59.59** | 43.6 | 34.43 | + +### 2. LLM-as-a-Judge + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/4Yxx0l9aQ6ATrps5GWHzv.png) +![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/lzpZOGwH-8bTlOWd3tv6M.png) + +### 3. Inference + +#### Throughput comparison on CPU in ExecuTorch + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/KoKcsXUOnkvz2dwZ99k08.png) + +#### Throughput comparison on CPU in Llama.cpp + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/c7UYZ5nh6qJMB4rd6WKde.png) + +## 📬 Contact + +- Got questions or want to connect? [Join our Discord community](https://discord.com/invite/liquid-ai) +- If you are interested in custom solutions with edge deployment, please contact [our sales team](https://www.liquid.ai/contact). + +## Citation + +``` +@article{liquidai2025lfm2, + title={LFM2 Technical Report}, + author={Liquid AI}, + journal={arXiv preprint arXiv:2511.23404}, + year={2025} +} +``` \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..ed66b6d --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,37 @@ +{{- bos_token -}} +{%- set system_prompt = "" -%} +{%- set ns = namespace(system_prompt="") -%} +{%- if messages[0]["role"] == "system" -%} + {%- set ns.system_prompt = messages[0]["content"] -%} + {%- set messages = messages[1:] -%} +{%- endif -%} +{%- if tools -%} + {%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: <|tool_list_start|>[" -%} + {%- for tool in tools -%} + {%- if tool is not string -%} + {%- set tool = tool | tojson -%} + {%- endif -%} + {%- set ns.system_prompt = ns.system_prompt + tool -%} + {%- if not loop.last -%} + {%- set ns.system_prompt = ns.system_prompt + ", " -%} + {%- endif -%} + {%- endfor -%} + {%- set ns.system_prompt = ns.system_prompt + "]<|tool_list_end|>" -%} +{%- endif -%} +{%- if ns.system_prompt -%} + {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}} +{%- endif -%} +{%- for message in messages -%} + {{- "<|im_start|>" + message["role"] + "\n" -}} + {%- set content = message["content"] -%} + {%- if content is not string -%} + {%- set content = content | tojson -%} + {%- endif -%} + {%- if message["role"] == "tool" -%} + {%- set content = "<|tool_response_start|>" + content + "<|tool_response_end|>" -%} + {%- endif -%} + {{- content + "<|im_end|>\n" -}} +{%- endfor -%} +{%- if add_generation_prompt -%} + {{- "<|im_start|>assistant\n" -}} +{%- endif -%} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..50536b1 --- /dev/null +++ b/config.json @@ -0,0 +1,46 @@ +{ + "architectures": [ + "Lfm2ForCausalLM" + ], + "block_auto_adjust_ff_dim": true, + "block_dim": 1024, + "block_ff_dim": 6656, + "block_ffn_dim_multiplier": 1.0, + "block_mlp_init_scale": 1.0, + "block_multiple_of": 256, + "block_norm_eps": 1e-05, + "block_out_init_scale": 1.0, + "block_use_swiglu": true, + "block_use_xavier_init": true, + "bos_token_id": 1, + "conv_L_cache": 3, + "conv_bias": false, + "conv_dim": 1024, + "conv_dim_out": 1024, + "conv_use_xavier_init": true, + "eos_token_id": 7, + "full_attn_idxs": [ + 2, + 5, + 8, + 10, + 12, + 14 + ], + "hidden_size": 1024, + "initializer_range": 0.02, + "max_position_embeddings": 128000, + "model_type": "lfm2", + "norm_eps": 1e-05, + "num_attention_heads": 16, + "num_heads": 16, + "num_hidden_layers": 16, + "num_key_value_heads": 8, + "pad_token_id": 0, + "rope_theta": 1000000.0, + "torch_dtype": "bfloat16", + "transformers_version": 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"ĠÐĶж": 11077, + "Ġmonitoring": 11078, + "igue": 11079, + "Ġfigures": 11080, + "Ġmarriage": 11081, + "Ġdecor": 11082, + "ĠëĤĺ": 11083, + "Ġsupplement": 11084, + "Referencias": 11085, + "Ġaccepted": 11086, + "inet": 11087, + "лаÑģ": 11088, + "TC": 11089, + "Ġencourage": 11090, + "ped": 11091, + "ç»ĵ": 11092, + "nection": 11093, + "AF": 11094, + "绣": 11095, + "adel": 11096, + "osing": 11097, + "ĠObject": 11098, + "eper": 11099, + "aret": 11100, + "Ġclosely": 11101, + "Ġrepeated": 11102, + "halten": 11103, + "Ġjustice": 11104, + "Ġsuperior": 11105, + "Ġingred": 11106, + "itionally": 11107, + "stone": 11108, + "Ġgéné": 11109, + "Ġvaccine": 11110, + "Ġobser": 11111, + "Ġextreme": 11112, + "ootball": 11113, + "Ġgreatest": 11114, + "iology": 11115, + "Ext": 11116, + "çµIJ": 11117, + "ĠÙħع": 11118, + "utter": 11119, + "oes": 11120, + "Ġtil": 11121, + "gebra": 11122, + ">(": 11123, + "Ġkinds": 11124, + "Ġintervention": 11125, + "Ġtwice": 11126, + "Ġofficials": 11127, + "Ġprices": 11128, + 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"Ġradial": 31770, + "лада": 31771, + "']Ċ": 31772, + "Ġdérou": 31773, + "ĠCoord": 31774, + "¤Ħ": 31775, + "agin": 31776, + "Ġobligation": 31777, + "ĠÐŁÐ°Ð²": 31778, + "ĠBuddhism": 31779, + "åĩ»": 31780, + "Ġambos": 31781, + "ĠResult": 31782, + "Ġ[...": 31783, + "Ġparmi": 31784, + "ÑĢÑĥж": 31785, + "Ġexcel": 31786, + "ãģ«åĩº": 31787, + "Plugin": 31788, + "ĠÐĵеÑĢм": 31789, + "ĠHungary": 31790, + "UCN": 31791, + "Ġasist": 31792, + ">The": 31793, + "Ġbacking": 31794, + "Ġrever": 31795, + "itta": 31796, + "Ġgemacht": 31797, + "Head": 31798, + "Ġaž": 31799, + "ĠHarbor": 31800, + "адÑĥ": 31801, + "Ġconnu": 31802, + "éľĢæ±Ĥ": 31803, + "Ġcorrespondence": 31804, + "none": 31805, + "ĠGlasgow": 31806, + "052": 31807, + "-ins": 31808, + "ĠÑĥз": 31809, + "Ġmelting": 31810, + "\\le": 31811, + "(context": 31812, + "idencia": 31813, + "username": 31814, + ".Name": 31815, + "amba": 31816, + "were": 31817, + "ighteous": 31818, + "Ġcaratter": 31819, + "457": 31820, + "Ġandra": 31821, + "è·Ŀ": 31822, + 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"ként": 31982, + "ĠجÙħ": 31983, + "Ġìŀĺ": 31984, + "519": 31985, + "æ´¥": 31986, + "years": 31987, + "ĠÙĬع": 31988, + "ĠHuang": 31989, + "Ġreset": 31990, + "Ġsatisfying": 31991, + "Ġintrinsic": 31992, + "Ġwax": 31993, + "礼": 31994, + "ĠLau": 31995, + "ĠschlieÃŁlich": 31996, + "434": 31997, + "ĠWarner": 31998, + "第ä¸ī": 31999, + "Ġembrace": 32000, + "Ġreflecting": 32001, + "Ġorch": 32002, + "ĠÐĶи": 32003, + "_text": 32004, + "ographics": 32005, + "507": 32006, + "ÑİÑīий": 32007, + "Ġvraiment": 32008, + "Tu": 32009, + "Ġutilisé": 32010, + "ĠNapoleon": 32011, + "ĠíĻĶ": 32012, + "/>Ċ": 32013, + "\\phi": 32014, + "оглаÑģ": 32015, + "equal": 32016, + "Ġpayload": 32017, + "инÑĸ": 32018, + "haupt": 32019, + "ĠÑĨе": 32020, + "ĠFrage": 32021, + "окÑĢа": 32022, + "Ġorganizational": 32023, + "rire": 32024, + "}}_{": 32025, + "иÑĤели": 32026, + "Ġwhales": 32027, + "Join": 32028, + "anyon": 32029, + "ĠLatino": 32030, + "Ñįн": 32031, + "Ġendemic": 32032, + "Ġarchive": 32033, + "Ġburial": 32034, + 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"Ġdear": 32089, + "ermann": 32090, + "039": 32091, + "ĠìĤ°": 32092, + "034": 32093, + "ublice": 32094, + "ieszka": 32095, + "ĠJS": 32096, + "Ġcombines": 32097, + "ĠGö": 32098, + "Ġgums": 32099, + "ytics": 32100, + "ĠChel": 32101, + "lux": 32102, + "chas": 32103, + "åĭķçĶ»": 32104, + "Constants": 32105, + "Ġnep": 32106, + "èĪĹ": 32107, + "Ġstruggles": 32108, + "ĠмаÑĤеÑĢи": 32109, + "Ġbeide": 32110, + "См": 32111, + "Ġfantasy": 32112, + "-Ãł": 32113, + "Ġpetits": 32114, + "Ġseront": 32115, + "ĠSymbol": 32116, + "注æĸĩ": 32117, + "Ġszere": 32118, + "Boolean": 32119, + "Ġadel": 32120, + "étés": 32121, + "Details": 32122, + "Ġteor": 32123, + "ängen": 32124, + "Ġtoss": 32125, + "illus": 32126, + "ĠпÑĢиÑĢод": 32127, + "Ġunprecedented": 32128, + "ovic": 32129, + "ÑĦÑĦ": 32130, + "Ġê°Ħ": 32131, + "Ġgraft": 32132, + "Parse": 32133, + "ĠEhe": 32134, + "Internal": 32135, + "Ġétabl": 32136, + "Ġwires": 32137, + "ĠEthiopia": 32138, + "Ġbestimm": 32139, + "ĠNF": 32140, + "ÑĨÑĸÑİ": 32141, + "piele": 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37791, + "Ġchin": 37792, + "ĠвÑĢемен": 37793, + "ĠChapel": 37794, + "онии": 37795, + "Notification": 37796, + "Ġpubblicato": 37797, + "Ġentreprise": 37798, + "zentrum": 37799, + "ãĥ©ãĥ³ãĤ¹": 37800, + "нок": 37801, + "Ġeuropéenne": 37802, + "präsident": 37803, + "å¥Ĺ": 37804, + "Ġmartial": 37805, + "ä¸ĩåħĥ": 37806, + "Ġarrange": 37807, + "ĠUnterstüt": 37808, + "Ġproche": 37809, + "Ġanime": 37810, + "Ġszület": 37811, + "Sir": 37812, + "Ġphotographer": 37813, + "Ġvicinity": 37814, + "Ġgambling": 37815, + "Ġdonation": 37816, + "ĠÐĶон": 37817, + "Ġpathogen": 37818, + "runde": 37819, + "Business": 37820, + "'occasion": 37821, + "_KEY": 37822, + "çĶµå½±": 37823, + "iagn": 37824, + "缮ãģ®": 37825, + "Ġmaja": 37826, + "ãĢĤå½ĵ": 37827, + "Ġconcerts": 37828, + "Ġheavier": 37829, + "ismic": 37830, + "owan": 37831, + "測": 37832, + "istica": 37833, + "ĠпиÑģÑĮ": 37834, + "Ġpermissions": 37835, + "Ġtablespoons": 37836, + "material": 37837, + "Ġmots": 37838, + "Ġturtles": 37839, + "Ġupl": 37840, + 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+ "autor": 37892, + "åģĩ": 37893, + "onneur": 37894, + "åĨĮ": 37895, + "Ġsearches": 37896, + "Ġaure": 37897, + "容æĺĵ": 37898, + "ĠÑģооÑĤвеÑĤ": 37899, + "éf": 37900, + "Ġsummarized": 37901, + "Ġverde": 37902, + "clav": 37903, + "wasser": 37904, + "iotics": 37905, + "Ljava": 37906, + "ãĤĴå®Ł": 37907, + "Ġgewesen": 37908, + "pared": 37909, + "æı¡": 37910, + "Ġjuvenile": 37911, + "ffe": 37912, + "clair": 37913, + "ä¸įä¼ļ": 37914, + "Ġcumulative": 37915, + "Ġsender": 37916, + "ierungen": 37917, + "ĠвÑĸйни": 37918, + "aume": 37919, + "ĠFormula": 37920, + "Ġ().": 37921, + "-controlled": 37922, + "Ġscrew": 37923, + "Ġendpoint": 37924, + "Å¡Äį": 37925, + "req": 37926, + "تÙģ": 37927, + "\\subsubsection": 37928, + "azón": 37929, + "Ġainda": 37930, + "Ġmuestra": 37931, + "æĻĤãģ®": 37932, + "stär": 37933, + "Ġcrosses": 37934, + "Pointer": 37935, + "Ġloyalty": 37936, + "ĠGetting": 37937, + "Ġdroite": 37938, + "êque": 37939, + "-Th": 37940, + "åı¶": 37941, + "WC": 37942, + "ĠHond": 37943, + "ĠÑģод": 37944, + "ĠKern": 37945, + "(event": 37946, + "try": 37947, + "success": 37948, + "ĠNHL": 37949, + "æķ°åŃĹ": 37950, + "erea": 37951, + "Ñįй": 37952, + "Ġreconcil": 37953, + "Ġgaze": 37954, + "أس": 37955, + "Ġladies": 37956, + "Ġfutbol": 37957, + "ÑĥменÑĤ": 37958, + "jekte": 37959, + "Ġhemorrh": 37960, + "iegen": 37961, + ".~(\\": 37962, + "Ġkilometres": 37963, + "иÑĤÑĭ": 37964, + "ámara": 37965, + "ìĸ¸": 37966, + "ĠZach": 37967, + "Sequence": 37968, + "ĠRost": 37969, + "Ġstationary": 37970, + "åĵģ質": 37971, + "got": 37972, + "Ġincar": 37973, + "odon": 37974, + "(res": 37975, + "Ġerect": 37976, + "ilidad": 37977, + "======": 37978, + "*,": 37979, + "Ġporta": 37980, + "sonian": 37981, + "ĠKrish": 37982, + "098": 37983, + "ĠWies": 37984, + "é£Ľ": 37985, + "annah": 37986, + "Ġtradicional": 37987, + "ĠPars": 37988, + "piration": 37989, + "zos": 37990, + "ÑģкиÑı": 37991, + "Ġdeposition": 37992, + "ĠСÑĥ": 37993, + "ĠRoz": 37994, + "Personer": 37995, + "Ġcorte": 37996, + "æĴĥ": 37997, + 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"Ġcependant": 38103, + "Äĩi": 38104, + "attach": 38105, + "аниÑħ": 38106, + "cord": 38107, + "086": 38108, + "gebracht": 38109, + "cb": 38110, + "eger": 38111, + "Ġmovimiento": 38112, + "ÑĢоме": 38113, + "Ġ---": 38114, + "Ġgeeignet": 38115, + "ARC": 38116, + "ĠErfolg": 38117, + "Ah": 38118, + "imeters": 38119, + "Ġsubmission": 38120, + "\\par": 38121, + "Ġstruggled": 38122, + ".content": 38123, + "ĠÐĶжон": 38124, + "Ġpathology": 38125, + "ĠinvÃ¥n": 38126, + "Források": 38127, + "Ġespèce": 38128, + "Center": 38129, + "ryw": 38130, + "Ġpóźniej": 38131, + "Ġretrieved": 38132, + "Ġremoves": 38133, + "Ġkall": 38134, + "Ġ\".": 38135, + "lip": 38136, + "éģĬ": 38137, + "ĠZhao": 38138, + "каÑı": 38139, + "Ġphosphorus": 38140, + "ĠJoshua": 38141, + "Ġmondial": 38142, + "ogh": 38143, + "伸": 38144, + "docs": 38145, + "Ġturbine": 38146, + "çŀ": 38147, + "reatening": 38148, + "Ġuph": 38149, + "Ġcheer": 38150, + "ĉvoid": 38151, + "Ġorganización": 38152, + "ĠPall": 38153, + "Ġlandmark": 38154, + "Unlike": 38155, + "Ġsten": 38156, + "orestation": 38157, + "stick": 38158, + "ĠCampus": 38159, + "ĠMills": 38160, + "izados": 38161, + "ĠTwenty": 38162, + "Ġrighteous": 38163, + "ĠCrypt": 38164, + "tools": 38165, + "VO": 38166, + "éĿŀ常ãģ«": 38167, + "Ġcleaner": 38168, + "Ġcrushed": 38169, + "(K": 38170, + "Ġfortun": 38171, + "Plot": 38172, + "ï¼Įå®ĥ": 38173, + "Ġds": 38174, + "ĠChrom": 38175, + "UTH": 38176, + "ücht": 38177, + "ĠÙĦÙĦÙħ": 38178, + "aphyl": 38179, + "'él": 38180, + "atoria": 38181, + "ĠÑģемей": 38182, + "Ġrepairs": 38183, + "ĠSchwer": 38184, + "orns": 38185, + "Ġehemaligen": 38186, + "Ġvorhand": 38187, + "Ġendothelial": 38188, + "Ġgrazing": 38189, + "coli": 38190, + "Ġmarble": 38191, + "asma": 38192, + "igneur": 38193, + "ĠDamit": 38194, + "æ©ĭ": 38195, + "ĠмаÑĶ": 38196, + "нÑĸÑħ": 38197, + "School": 38198, + "Little": 38199, + "Ġlivelihood": 38200, + "Ġurge": 38201, + "ãĢģå½ĵ": 38202, + "Ġcomplaint": 38203, + "Ġvalidated": 38204, + "Ġentsch": 38205, + "Ġsais": 38206, + "инов": 38207, + "wod": 38208, + "mons": 38209, + "Ġvolatile": 38210, + "ĠOrtste": 38211, + "Ġquoi": 38212, + "-comp": 38213, + "Ġfeast": 38214, + "Ġdensities": 38215, + "ocity": 38216, + "Ġpunish": 38217, + "ĠCatholics": 38218, + "-count": 38219, + "Socket": 38220, + "Ġasi": 38221, + "аÑĤелÑı": 38222, + "Ġcoordinated": 38223, + "ĠÐĵÑĢа": 38224, + "know": 38225, + ".Create": 38226, + "Ġinterés": 38227, + "ATED": 38228, + "å¹ķ": 38229, + "Ġcess": 38230, + "ĠVoll": 38231, + "Ġobservational": 38232, + "Natural": 38233, + "France": 38234, + "dep": 38235, + "idores": 38236, + "ãĤĴåıĹãģij": 38237, + "ICA": 38238, + "çģ¯": 38239, + "Ġislam": 38240, + "vity": 38241, + "Ïī": 38242, + "ÑģÑĤвии": 38243, + "ĠGandhi": 38244, + "Ġlime": 38245, + "Uns": 38246, + "алÑĮной": 38247, + "Ġtextbook": 38248, + "Ġconséqu": 38249, + "ĠMorning": 38250, + "ĠAttorney": 38251, + "íļį": 38252, + "Ġdonors": 38253, + "акон": 38254, + "\"-": 38255, + "Ġmodific": 38256, + "ĠдоÑĩ": 38257, + "Ġë©Ķ": 38258, + "ĠFormation": 38259, + "édé": 38260, + "hole": 38261, + "ĠSean": 38262, + "Ġdenoted": 38263, + "widget": 38264, + "å¾ĵ": 38265, + "...,": 38266, + "Ġtalents": 38267, + "ладÑĥ": 38268, + "-defined": 38269, + "iland": 38270, + "Ġappreciated": 38271, + "Ġpossessed": 38272, + "ĠTraditional": 38273, + "ĠInfo": 38274, + "ĠIEEE": 38275, + "Wed": 38276, + "ĠAssociated": 38277, + "Ġsynonym": 38278, + "Ġkwiet": 38279, + "Ġkannst": 38280, + "ĠFoods": 38281, + "讯": 38282, + "ographs": 38283, + "Ġprofessionnel": 38284, + "Ġpartnerships": 38285, + "Returns": 38286, + "Deutschland": 38287, + "Ġdull": 38288, + "-ÐĴ": 38289, + "ĠMira": 38290, + "inline": 38291, + "ĠRepresentative": 38292, + "ibilité": 38293, + "Ġgloves": 38294, + "ĠMatth": 38295, + "Ġwojewództ": 38296, + "optera": 38297, + "Ġvois": 38298, + "ĠSession": 38299, + "\"That": 38300, + "ĠLuz": 38301, + "buffer": 38302, + "Ġnau": 38303, + "\").Ċ": 38304, + "ategorie": 38305, + "ĠCela": 38306, + "ĠAhmed": 38307, + "macht": 38308, + "ployed": 38309, + "æŁĦ": 38310, + "ÄĽnÃŃ": 38311, + "ï¼Įå¦Ĥ": 38312, + "Ġoffshore": 38313, + "Ġdiscern": 38314, + "ĠEllen": 38315, + "Ġaccommodation": 38316, + "ãĥ¼ãĥį": 38317, + "Ġasbestos": 38318, + "åħ¨éĿ¢": 38319, + "Ġcaregivers": 38320, + "ĠIQ": 38321, + "ĠBelgique": 38322, + "bür": 38323, + "Ġaffir": 38324, + "enthal": 38325, + "нÑıÑı": 38326, + "atis": 38327, + "åĪĨéĴŁ": 38328, + "Ġinexpensive": 38329, + "ĠÑģвоего": 38330, + "ÃĤ": 38331, + "ĠExtra": 38332, + "ĠPool": 38333, + "ĠÙĤبÙĦ": 38334, + "Ġmisunder": 38335, + "Ġdeben": 38336, + "貨": 38337, + "ĠTerror": 38338, + "Ġcursor": 38339, + "nete": 38340, + "ĠBulletin": 38341, + "ĠWaters": 38342, + "ä¸įåĭķçĶ£": 38343, + "Ġdarunter": 38344, + "Ġscén": 38345, + "czest": 38346, + "ázÃŃ": 38347, + "Ġregeneration": 38348, + "aptic": 38349, + "Ñĩила": 38350, + "µ": 38351, + "омина": 38352, + "æݪ": 38353, + "Ġestaven": 38354, + "kich": 38355, + "validate": 38356, + "Ġhandy": 38357, + "Ġimports": 38358, + "ĠNederlandse": 38359, + "导èĩ´": 38360, + "Famil": 38361, + "ĠХаÑĢ": 38362, + "Ġberg": 38363, + "Err": 38364, + "ëŀľ": 38365, + "Ġplante": 38366, + "Decl": 38367, + "ëĨ": 38368, + "èĬ¸": 38369, + "ÑĨов": 38370, + "riques": 38371, + "-an": 38372, + "æľīæķĪ": 38373, + "Ġprotagonista": 38374, + "Ġsufic": 38375, + "$^{-": 38376, + "Ġviz": 38377, + "езе": 38378, + "Ġjard": 38379, + "ÙĦÙĬÙħ": 38380, + "Ġterrorist": 38381, + "ĠSimpson": 38382, + "ĠPon": 38383, + "sime": 38384, + "ĠRut": 38385, + "ване": 38386, + "åĵª": 38387, + "Ġcirculating": 38388, + "Awards": 38389, + "KD": 38390, + "Ġtiles": 38391, + "омÑĸ": 38392, + "Ġstarring": 38393, + "Ġheutigen": 38394, + "ç«ĭãģ¡": 38395, + "Ġaccelerate": 38396, + "_sub": 38397, + "Ġdoub": 38398, + "acha": 38399, + "Ġdefending": 38400, + "ĠFilter": 38401, + "Ġphosphory": 38402, + "ĠDH": 38403, + "ĠSank": 38404, + "Ġdemi": 38405, + "ĠìŀĪìĸ´": 38406, + "aner": 38407, + "ĠHeidelberg": 38408, + "нод": 38409, + "ĠSecondary": 38410, + "ĠÐŀднако": 38411, + "ullehrer": 38412, + "coll": 38413, + 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