From 87715c012c08c4fad7a3bc2c86db283062bb9c47 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 16 May 2026 21:33:06 +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: sapienzanlp/Minerva-7B-base-v1.0 Source: Original Platform --- .gitattributes | 35 + Minerva LLMs Results All Base Models.png | Bin 0 -> 34330 bytes Minerva LLMs Results Base Models.png | Bin 0 -> 18943 bytes README.md | 232 + config.json | 27 + generation_config.json | 7 + model-00001-of-00003.safetensors | 3 + model-00002-of-00003.safetensors | 3 + model-00003-of-00003.safetensors | 3 + model.safetensors.index.json | 1 + special_tokens_map.json | 23 + tokenizer.json | 255142 ++++++++++++++++++++ tokenizer_config.json | 40 + 13 files changed, 255516 insertions(+) create mode 100644 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--git a/README.md b/README.md new file mode 100644 index 0000000..9d635f6 --- /dev/null +++ b/README.md @@ -0,0 +1,232 @@ +--- +license: apache-2.0 +pipeline_tag: text-generation +language: +- it +- en +tags: +- pretrained +datasets: +- uonlp/CulturaX +- HuggingFaceFW/fineweb +- togethercomputer/RedPajama-Data-V2 +- bigcode/the-stack-v2 +inference: + parameters: + temperature: 0.5 + do_sample: true +widget: +- text: 'La capitale dell''Italia è ' + example_title: Example 1 +- text: 'Nel mezzo del cammin di nostra vita ' + example_title: Example 2 +- text: 'Una cena senza vino è come ' + example_title: Example 3 +--- + +
+ +
+ +# Model Card for Minerva-7B-base-v1.0 + +Minerva is the first family of **LLMs pretrained from scratch on Italian** developed by [Sapienza NLP](https://nlp.uniroma1.it) +in collaboration with [Future Artificial Intelligence Research (FAIR)](https://fondazione-fair.it/) and [CINECA](https://www.cineca.it/). +Notably, the Minerva models are truly-open (data and model) Italian-English LLMs, with approximately half of the pretraining data +including Italian text. + +* [Minerva LLMs - website](https://nlp.uniroma1.it/minerva/) + +## Description + +This is the model card for **Minerva-7B-base-v1.0**, a 7 billion parameter model trained on almost 2.5 trillion tokens (1.14 trillion in Italian, +1.14 trillion in English, and 200 billion in code). + +This model is part of the Minerva LLM family: + +* [Minerva-350M-base-v1.0](https://huggingface.co/sapienzanlp/Minerva-350M-base-v1.0) +* [Minerva-1B-base-v1.0](https://huggingface.co/sapienzanlp/Minerva-1B-base-v1.0) +* [Minerva-3B-base-v1.0](https://huggingface.co/sapienzanlp/Minerva-3B-base-v1.0) +* [Minerva-7B-base-v1.0](https://huggingface.co/sapienzanlp/Minerva-7B-base-v1.0) +* [Minerva-7B-instruct-v1.0](https://huggingface.co/sapienzanlp/Minerva-7B-instruct-v1.0) + +## 🚨⚠️🚨 Bias, Risks, and Limitations 🚨⚠️🚨 + +*This section identifies foreseeable harms and misunderstandings.* + +This is a foundation model, not subject to alignment. Model may: + +- Overrepresent some viewpoints and underrepresent others +- Contain stereotypes +- Contain [personal information](#personal-data-and-information) +- Generate: + - Racist and sexist content + - Hateful, abusive, or violent language + - Discriminatory or prejudicial language + - Content that may not be appropriate for all settings, including sexual content +- Make errors, including producing incorrect information or historical facts as if it were factual +- Generate irrelevant or repetitive outputs + +We are aware of the biases and potential problematic/toxic content that current pretrained large language models exhibit: more specifically, as probabilistic models of (Italian and English) languages, they reflect and amplify the biases of their training data. +For more information about this issue, please refer to our survey: + +* [Biases in Large Language Models: Origins, Inventory, and Discussion](https://dl.acm.org/doi/full/10.1145/3597307) + +## How to use Minerva with Hugging Face transformers + +```python +import transformers +import torch + +model_id = "sapienzanlp/Minerva-7B-base-v1.0" + +# Initialize the pipeline. +pipeline = transformers.pipeline( + "text-generation", + model=model_id, + model_kwargs={"torch_dtype": torch.bfloat16}, + device_map="auto", +) + +# Input text for the model. +input_text = "La capitale dell'Italia è" + +# Compute the outputs. +output = pipeline( + input_text, + max_new_tokens=128, +) + +output +``` + + [{'generated_text': "La capitale dell'Italia è la città di Roma, che si trova a [...]"}] + + +## Model Architecture + +Minerva-7B-base-v1.0 is a Transformer model based on the Mistral architecture. +Please look at the configuration file for a detailed breakdown of the hyperparameters we chose for this model. + +The Minerva LLM family is composed of: + +| Model Name | Tokens | Layers | Hidden Size | Attention Heads | KV Heads | Sliding Window | Max Context Length | +| --- | --- | --- | --- | --- | --- | --- | --- | +| Minerva-350M-base-v1.0 | 70B (35B it + 35B en) | 16 | 1152 | 16 | 4 | 2048 | 16384 | +| Minerva-1B-base-v1.0 | 200B (100B it + 100B en) | 16 | 2048 | 16 | 4 | 2048 | 16384 | +| Minerva-3B-base-v1.0 | 660B (330B it + 330B en) | 32 | 2560 | 32 | 8 | 2048 | 16384 | +| Minerva-7B-base-v1.0 | 2.48T (1.14T it + 1.14T en + 200B code) | 32 | 4096 | 32 | 8 | None | 4096 | + +## Model Training + +Minerva-7B-base-v1.0 was trained using [llm-foundry 0.8.0](https://github.com/riccorl/llm-foundry) from [MosaicML](https://mosaicml.com/). The hyperparameters used are the following: + +| Model Name | Optimizer | lr | betas | eps | weight decay | Scheduler | Warmup Steps | Batch Size (Tokens) | Total Steps | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | +| Minerva-350M-base-v1.0 | Decoupled AdamW | 2e-4 | (0.9, 0.95) | 1e-8 | 0.0 | Cosine | 2% | 4M | 16,690 | +| Minerva-1B-base-v1.0 | Decoupled AdamW | 2e-4 | (0.9, 0.95) | 1e-8 | 0.0 | Cosine | 2% | 4M | 47,684 | +| Minerva-3B-base-v1.0 | Decoupled AdamW | 2e-4 | (0.9, 0.95) | 1e-8 | 0.0 | Cosine | 2% | 4M | 157,357 | +| Minerva-7B-base-v1.0 | AdamW | 3e-4 | (0.9, 0.95) | 1e-5 | 0.1 | Cosine | 2000 | 4M | 591,558 | + +## Model Evaluation + +For Minerva's evaluation process, we utilized [ITA-Bench](https://huggingface.co/collections/sapienzanlp/ita-bench-italian-benchmarks-for-llms-66337ca59e6df7d7d4933896), a new evaluation suite to test the capabilities of Italian-speaking models. +ITA-Bench is a collection of 18 benchmarks that assess the performance of language models on various tasks, including scientific knowledge, +commonsense reasoning, and mathematical problem-solving. + +
+ Results on base models + Results on base models +
+ + + + + + + + + +## Training Data + +Minerva-7B-base-v1.0 is trained on 1.14T Italian tokens, 1.14T English tokens, and 200B code tokens. + +The training data is a mixture of the following datasets: + +| Dataset | Tokens | Language | Epochs | +| --- | --- | --- | --- | +| RedPajama-Data-V2 | 687,952,502,784 | Italian | 1.3 | +| CulturaX | 158,201,876,480 | Italian | 1.5 | +| Wikipedia | 1,265,135,616 | Italian | 1.0 | +| Gutenberg/Wikisource | 147,017,728 | Italian | 2.0 | +| EurLex | 1,647,013,888 | Italian | 1.0 | +| Gazzetta Ufficiale | 1,654,013,952| Italian | 1.0 | +| FineWeb | 1,076,406,624,256 | English | 1.0 | +| Wikipedia | 5,259,501,568 | English | 1.0 | +| ArXiv | 33,231,106,048 | English | 1.0 | +| Gutenberg | 6,947,893,248 | English | 1.0 | +| StackExchange | 22,069,268,480 | English | 1.0 | +| The Stack V2 | 200,754,900,992 | Code | 1.0 | + + +## Tokenizer Fertility + +The tokenizer fertility measures the average amount of tokens produced per tokenized word. +A tokenizer displaying high fertility values in a particular language typically indicates that it segments words in that language extensively. +The tokenizer fertility is strictly correlated with the inference speed of the model with respect to a specific language, +as higher values mean longer sequences of tokens to generate and thus lower inference speed. + +**Fertility computed over a sample of Cultura X (CX) data and Wikipedia (Wp):** + +| Model | Voc. Size | Fertility IT (CX) | Fertility EN (CX) | Fertility IT (Wp) | Fertility EN (Wp) | +| --- | --- | --- |--- | --- |--- | +| Mistral-7B-v0.1 | 32000 | 1.87 | 1.32 | 2.05 | 1.57 | +| gemma-7b | 256000 | 1.42 | 1.18 | 1.56 | 1.34 | +| Minerva-3B-base-v1.0 | 32768 | 1.39 | 1.32 | 1.66 | 1.59 | +| Minerva-7B-base-v1.0 | 51200 | 1.32 | 1.26 | 1.56 | 1.51 | + +## Notice + +Minerva-7B-base-v1.0 is a pretrained base model and, therefore, has no moderation mechanisms. + +## The Sapienza NLP Team + +* **Riccardo Orlando:** data preprocessing, model training +* **Pere-Lluis Huguet Cabot:** data preprocessing, vocabulary, evaluation +* **Luca Moroni:** data curation, data analysis, downstream tasks, evaluation +* **Simone Conia:** data curation, evaluation, project supervision +* **Edoardo Barba:** data preprocessing, downstream tasks, project supervision +* **Roberto Navigli:** project lead and coordination + +### Special thanks for their support + +* Giuseppe Fiameni, Nvidia +* Sergio Orlandini, CINECA + +## Acknowledgments +This work was funded by the PNRR MUR project [PE0000013-FAIR](https://fondazione-fair.it) and the [CREATIVE](https://nlp.uniroma1.it/creative/) PRIN project, which is funded by the MUR Progetti di +Rilevante Interesse Nazionale programme (PRIN 2020). +We acknowledge the [CINECA](https://www.cineca.it) award "IscB_medit" under the ISCRA initiative for the availability of high-performance computing resources and support. diff --git a/config.json b/config.json new file mode 100644 index 0000000..3c9489a --- /dev/null +++ b/config.json @@ -0,0 +1,27 @@ +{ + "_name_or_path": "/leonardo_scratch/large/userexternal/sconia00/hf_cache/minerva/Minerva-7B-base-v1.0-merged", + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 4096, + 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"ĠCalabria": 10896, + "ĠCentre": 10897, + "Ġpromuovere": 10898, + "Ġosc": 10899, + "Ġintended": 10900, + "Ġspos": 10901, + "Ġdesigner": 10902, + "Ġremoved": 10903, + "Ġgiurid": 10904, + "Length": 10905, + "Ġprevisti": 10906, + "ĠInv": 10907, + "orders": 10908, + "player": 10909, + "Ġestremamente": 10910, + "fortunately": 10911, + "Ġsinc": 10912, + ":\"": 10913, + "Ġwithdraw": 10914, + "Ġquery": 10915, + "otten": 10916, + "ĠRou": 10917, + "Ġbelong": 10918, + "Ġsolar": 10919, + "Ġframework": 10920, + "ABLE": 10921, + "в": 10922, + "Property": 10923, + "Ġteacher": 10924, + "Ġcolloc": 10925, + "innov": 10926, + "Ġprob": 10927, + "venuto": 10928, + "Ġsviluppare": 10929, + "ONE": 10930, + "cknow": 10931, + "Ġawait": 10932, + "oltura": 10933, + "Ġlaunched": 10934, + "Ġimplementation": 10935, + "Ġcamm": 10936, + "Ġcoltiv": 10937, + "Ġtotally": 10938, + "ĠMAR": 10939, + "Ġtransition": 10940, + "ĠFili": 10941, + "respond": 10942, + "impegno": 10943, + "ĠRemember": 10944, + "ĠAcademy": 10945, + 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"ĠModel": 11050, + "ä¸į": 11051, + "Ġgial": 11052, + "ĠLin": 11053, + "vamo": 11054, + "Ġspar": 11055, + "Ġseconds": 11056, + "ĠMaur": 11057, + "Ġricco": 11058, + "Ġcaffè": 11059, + "Ġrichiedere": 11060, + "Ġcorner": 11061, + "Ġconvinc": 11062, + "Ġinsert": 11063, + "Ġacquisto": 11064, + "Ġguys": 11065, + "Ġpresa": 11066, + "Ma": 11067, + "ĠFinally": 11068, + "Ġdiscorso": 11069, + "ĠBa": 11070, + "'];": 11071, + "Ġadds": 11072, + "Ġperspective": 11073, + "ĠRight": 11074, + "ĠSH": 11075, + "Ġcrimin": 11076, + "Ġretro": 11077, + "Ġelettrica": 11078, + "Ġbringing": 11079, + "Ġaggiunto": 11080, + "Ġvicenda": 11081, + "Ġapparten": 11082, + "filter": 11083, + "Ġcategorie": 11084, + "Ġcif": 11085, + "eft": 11086, + "ĠGerman": 11087, + "Ġdott": 11088, + "ORI": 11089, + "Ġstake": 11090, + "Ġhardware": 11091, + "Ġrilasci": 11092, + "Ġregistered": 11093, + "Ġsizes": 11094, + "ĠFig": 11095, + "Ġsoffer": 11096, + "Ġfruit": 11097, + "Dec": 11098, + "ennio": 11099, + "Ġfinanziamento": 11100, + 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"orship": 11202, + "Ġgusto": 11203, + "ificati": 11204, + "eed": 11205, + "Ġrev": 11206, + "Ġaprire": 11207, + "enever": 11208, + "Ġguidelines": 11209, + "Valid": 11210, + "Ġmetabol": 11211, + "ĠAfrican": 11212, + "Ġholding": 11213, + "Ġhumans": 11214, + "ĠChicago": 11215, + "Post": 11216, + "Ġarmi": 11217, + "ERR": 11218, + "ĠCase": 11219, + "uffici": 11220, + "Ġdefinizione": 11221, + "ĠSab": 11222, + "Ġdaughter": 11223, + "Ġë": 11224, + "Ġapproximately": 11225, + "ĠServizi": 11226, + "upper": 11227, + "Ġillumin": 11228, + "Ġdistribuzione": 11229, + "çĽ": 11230, + "inar": 11231, + "renti": 11232, + "Ġragazza": 11233, + "ept": 11234, + "Ġgiudizi": 11235, + "ĠDespite": 11236, + "aching": 11237, + "Ġsigned": 11238, + "onn": 11239, + "Num": 11240, + "Ġpercep": 11241, + "pop": 11242, + "Ġprofessionali": 11243, + "Ġsvolta": 11244, + "ĠEarth": 11245, + "erse": 11246, + "Ġconsistent": 11247, + "ĠRiv": 11248, + "Ref": 11249, + "ĠSup": 11250, + "ICE": 11251, + "EFA": 11252, + "Ġchilomet": 11253, + "Ġoperate": 11254, + "Ġlimite": 11255, + "Ġmostly": 11256, + "Ġporto": 11257, + "Ġkg": 11258, + "unzione": 11259, + "Ġexclusive": 11260, + "expected": 11261, + "Ġdelete": 11262, + "ĠItalian": 11263, + "Ġdelay": 11264, + "Ġbac": 11265, + "ĠPet": 11266, + "ĠInnov": 11267, + "Ġcertamente": 11268, + "Ġenne": 11269, + "Ġindustriale": 11270, + "ĠDistrict": 11271, + "Ġexpenses": 11272, + "Ġtelec": 11273, + "Ġincredible": 11274, + "Ġecos": 11275, + "Ġassessment": 11276, + "ĠFinancial": 11277, + "Ġfle": 11278, + "Ġchair": 11279, + "Ġfoundation": 11280, + "Ġmercati": 11281, + "Ġaccogli": 11282, + "rs": 11283, + "Ġsocio": 11284, + "ears": 11285, + "Ġjson": 11286, + "emergenza": 11287, + "Ġbelie": 11288, + "Ġfarmaci": 11289, + "ENTE": 11290, + "Ġcittadino": 11291, + "Ġfailure": 11292, + "ĠWestern": 11293, + "ĠThose": 11294, + "Ġconcerto": 11295, + "Ġimprovement": 11296, + "Ġtes": 11297, + "Ġdigitali": 11298, + "Ġlaboratorio": 11299, + "enuti": 11300, + "ĠRod": 11301, + "ĠAngeles": 11302, 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"ĠText": 11354, + "Ġdar": 11355, + "ĠChief": 11356, + "take": 11357, + "Ġintende": 11358, + "lle": 11359, + "Ġavvi": 11360, + "ĠSpagna": 11361, + "åĨ": 11362, + "Ġrecipe": 11363, + "Ġpermettono": 11364, + "redo": 11365, + "ĠMade": 11366, + "lazione": 11367, + "Ġentreprene": 11368, + "ĠEt": 11369, + "Back": 11370, + "Ver": 11371, + "educ": 11372, + "Ġsetup": 11373, + "ailability": 11374, + "ronic": 11375, + "craft": 11376, + "Ġseat": 11377, + "Ġobjects": 11378, + "verti": 11379, + "holders": 11380, + "Ġhi": 11381, + "fs": 11382, + "Ġartif": 11383, + "Ġfreedom": 11384, + "atia": 11385, + "Ġdiscr": 11386, + "iliano": 11387, + "Ġmille": 11388, + "ĠSor": 11389, + "Ġcure": 11390, + "erman": 11391, + "Ġjoined": 11392, + "Ġvisitatori": 11393, + "Ġerrors": 11394, + "aping": 11395, + "AI": 11396, + "ĠWilliam": 11397, + "rale": 11398, + "ĠPrincip": 11399, + "ĠInterna": 11400, + "parse": 11401, + "olino": 11402, + "ĠSum": 11403, + "rica": 11404, + "aren": 11405, + "Ġgreatest": 11406, + "FC": 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11460, + "ĠRussian": 11461, + "Ġaggreg": 11462, + "utter": 11463, + "ituale": 11464, + "ĠSalute": 11465, + "Ġrein": 11466, + "verso": 11467, + "ĠJoe": 11468, + "admin": 11469, + "ĠMulti": 11470, + "letta": 11471, + "Ġdied": 11472, + "Ġelezioni": 11473, + "Ġfert": 11474, + "imb": 11475, + "ĠNig": 11476, + "Ġsbagli": 11477, + "ĠBonus": 11478, + "ĠNY": 11479, + "Ġintelligence": 11480, + "ĠvarietÃł": 11481, + "Ġfiori": 11482, + "Ġdici": 11483, + "Pass": 11484, + "Ġfro": 11485, + "Ġblu": 11486, + "ĠPresent": 11487, + "Ġequal": 11488, + "Ġprevista": 11489, + "ĠTool": 11490, + "Ġserves": 11491, + "Ġdrivers": 11492, + "Ġmatters": 11493, + "End": 11494, + "umanitÃł": 11495, + "Cons": 11496, + "qua": 11497, + "Ġmolec": 11498, + "Ġchances": 11499, + "Ġadvoc": 11500, + "Ġparticipate": 11501, + "Ġ-->": 11502, + "Ġprestigi": 11503, + "Ġrimanere": 11504, + "make": 11505, + "Ġphil": 11506, + "Ġricerche": 11507, + "FI": 11508, + "ĠLabor": 11509, + "Ġrica": 11510, + "Return": 11511, + "Ġattivo": 11512, 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"Ġreader": 12647, + "Ġinserire": 12648, + "è¡Į": 12649, + "world": 12650, + "Ġpane": 12651, + "ĠPak": 12652, + "OLO": 12653, + "ĠmobilitÃł": 12654, + "Ġmaggiormente": 12655, + "Ġcircost": 12656, + "itutto": 12657, + "ĠCel": 12658, + "Ġpericolo": 12659, + "Ġconstant": 12660, + "Ġcomod": 12661, + "Ġauthentic": 12662, + "...)": 12663, + "Ġconflict": 12664, + "Ġassieme": 12665, + "etes": 12666, + "ĠComuni": 12667, + "Row": 12668, + "Ġfraud": 12669, + "ĠInsurance": 12670, + "isher": 12671, + "ikipedia": 12672, + "ĠFra": 12673, + "Ġsottosc": 12674, + "Ġattorney": 12675, + "ĠFair": 12676, + "Ġmonet": 12677, + "Ġexception": 12678, + "Ġmusical": 12679, + "Ġdangerous": 12680, + "ĠArab": 12681, + "ÃĢ": 12682, + "Ġcapture": 12683, + "Ġresistance": 12684, + "ĠCosta": 12685, + "Ġdomestic": 12686, + "ĠComput": 12687, + "Ġsuon": 12688, + "ĠChat": 12689, + "Ġvisite": 12690, + "Ġcanali": 12691, + "Ġconi": 12692, + "ĠLee": 12693, + "rizioni": 12694, + "enders": 12695, + "Ġfamoso": 12696, + "font": 12697, 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"forcement": 12749, + "ĠMedi": 12750, + "Ġmagnet": 12751, + "ĠRon": 12752, + "Ġpreghi": 12753, + "Ġveicoli": 12754, + "Ġmovimenti": 12755, + "ĠSvizzera": 12756, + "Ġcandidate": 12757, + "Ġcapable": 12758, + "ĠMid": 12759, + "Ġ\";": 12760, + "address": 12761, + "Ġinvesting": 12762, + "Ġcommunicate": 12763, + "Ġmont": 12764, + "Ġespresso": 12765, + "otter": 12766, + "Ġristorante": 12767, + "Ġincomp": 12768, + "just": 12769, + "ĠDomenica": 12770, + "urgia": 12771, + "Ġattori": 12772, + "Ġricetta": 12773, + "Ġyoga": 12774, + "'])": 12775, + "antica": 12776, + "effetto": 12777, + "Ġconducted": 12778, + "Ġingredienti": 12779, + "industria": 12780, + "ĠALL": 12781, + "Ġcatal": 12782, + "login": 12783, + "Ġaest": 12784, + "ĠCorn": 12785, + "Ġmortgage": 12786, + "IVA": 12787, + "ruit": 12788, + "Ġrepresents": 12789, + "Ġconflitto": 12790, + "}/": 12791, + "Ġevidenzi": 12792, + "ĠĠĠĠĠĠĠĠĠĠĠĠĊ": 12793, + "Ġoperator": 12794, + "Ġeligible": 12795, + "ĠVed": 12796, + "media": 12797, + "Ġcammino": 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"Ġragazze": 12850, + "Ġstorici": 12851, + "ipot": 12852, + "Ġscritta": 12853, + "åĮ": 12854, + "Ġscolastico": 12855, + "Ġboat": 12856, + "Ġresolution": 12857, + "entina": 12858, + "Ġutente": 12859, + "Ġbathroom": 12860, + "Ġupper": 12861, + "ĠSelf": 12862, + "Ġfilosofia": 12863, + "Ġtotalmente": 12864, + "Ġpossibility": 12865, + "tech": 12866, + "Ġtif": 12867, + "itando": 12868, + "Ġpurchasing": 12869, + "Ġdichiarazione": 12870, + "props": 12871, + "NI": 12872, + "ĠAnti": 12873, + "Ġattacks": 12874, + "ZZ": 12875, + "ĠItaliano": 12876, + "Ġpersonalized": 12877, + "Ġmos": 12878, + "Ġinterni": 12879, + "Ġacquire": 12880, + "Ġrevealed": 12881, + "Ġconsentono": 12882, + "Ġavrebbero": 12883, + "Ġsesso": 12884, + "ĠProprio": 12885, + "Ġfoster": 12886, + "ĠCommon": 12887, + "Ġmorale": 12888, + "Ġprinciples": 12889, + "Ġaccus": 12890, + "Ġcanti": 12891, + "ĠLec": 12892, + "Task": 12893, + "ĠResta": 12894, + "Ġĉĉĉĉĉĉĉ": 12895, + "ĠZo": 12896, + "Ġdealing": 12897, + "Ġpiu": 12898, + "iod": 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"Ġpharm": 12949, + "Ġproof": 12950, + "Ġprecise": 12951, + "Ġcoraggio": 12952, + "Ġapertura": 12953, + "ĠPicc": 12954, + "Ġstraordinaria": 12955, + "Ġcani": 12956, + "untime": 12957, + "Ġverb": 12958, + "ĠPolizia": 12959, + "opportunitÃł": 12960, + "Ġupcoming": 12961, + "profit": 12962, + "Ġfrustr": 12963, + "Ġapplicazione": 12964, + "Ġobb": 12965, + "Ġfeelings": 12966, + "Ġconferenza": 12967, + "Ġpetro": 12968, + "ĠWhats": 12969, + "Ġconsumption": 12970, + "Ġbanca": 12971, + "Ġagents": 12972, + "obbligo": 12973, + "ĠQuello": 12974, + "ĠProc": 12975, + "ĠAli": 12976, + "ĠPerf": 12977, + "ĠWelcome": 12978, + "ä¿": 12979, + "(!": 12980, + "ĠFrancesca": 12981, + "gers": 12982, + "Ġutilizzata": 12983, + "Ġcock": 12984, + "Ġlived": 12985, + "wall": 12986, + "ĠIndus": 12987, + "aceut": 12988, + "Ġking": 12989, + "ĠImport": 12990, + "Ġcategories": 12991, + "ĠLei": 12992, + "Ġbreakfast": 12993, + "drop": 12994, + "ĠMemb": 12995, + "Ġwearing": 12996, + "plate": 12997, + "Ġmarried": 12998, + 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"ĠEffects": 30988, + "éĥ½": 30989, + "Guard": 30990, + "Ġcompuls": 30991, + "ĠConcept": 30992, + "Ġbooth": 30993, + "Ġistant": 30994, + "Ġspy": 30995, + "Ġnotified": 30996, + "animazione": 30997, + "ĠDiscovery": 30998, + "OSE": 30999, + "Ġtournaments": 31000, + "Ġparliament": 31001, + "Ġtouches": 31002, + "ĠQuote": 31003, + "Ġfloral": 31004, + "GPT": 31005, + "ĠWR": 31006, + "ĠTodd": 31007, + "ĠNOV": 31008, + "remento": 31009, + "ĠCampbell": 31010, + "Ġbollette": 31011, + "Ġaffidabili": 31012, + "uart": 31013, + "Ġcing": 31014, + "Did": 31015, + "ìļ": 31016, + "Ġdp": 31017, + "ĠWarner": 31018, + "Distance": 31019, + "Ġworkouts": 31020, + "Ġmissions": 31021, + "mc": 31022, + "Ġbanned": 31023, + "Ġdistribuito": 31024, + "Ġextending": 31025, + "Ġgg": 31026, + "ĠAzzur": 31027, + "ĠNicole": 31028, + "ĠKarl": 31029, + "ĠCorona": 31030, + "Ġconosco": 31031, + "Ġkiss": 31032, + "Ġlavorative": 31033, + "ĠIncontro": 31034, + "Ġprogressivamente": 31035, + "Weight": 31036, + "Ġmandare": 31037, + "Ġscatto": 31038, + "ĠLocale": 31039, + "Ġtracciamento": 31040, + "Ġcausati": 31041, + "interpret": 31042, + "Ġ{};": 31043, + "Ġsacerdoti": 31044, + "ctuary": 31045, + "Ġcoes": 31046, + "Ġcaldi": 31047, + "Ġcampionati": 31048, + "Ġsanzione": 31049, + "Ġterrific": 31050, + "gif": 31051, + "Ġidonei": 31052, + "ĠTerr": 31053, + "ĠDial": 31054, + "Ġsarei": 31055, + "ĠRidge": 31056, + "Ġconfusing": 31057, + "Ġmassaggio": 31058, + "Ġognuna": 31059, + "Ġsynchron": 31060, + "epidemia": 31061, + "ĠMans": 31062, + "Ġadul": 31063, + "Ġnecessitano": 31064, + "Ġsè": 31065, + "Ġelaborato": 31066, + "ĠREF": 31067, + "ом": 31068, + "Ġglutine": 31069, + "ĠSurgery": 31070, + "Ġpadri": 31071, + "acks": 31072, + "Ġtendency": 31073, + "ĠHybrid": 31074, + "Ġinvestigations": 31075, + "ĠMurray": 31076, + "Ġospitato": 31077, + "getInstance": 31078, + "Ġvolesse": 31079, + "ĠSTAT": 31080, + "ĠITALI": 31081, + "Ġmoltissime": 31082, + "otype": 31083, + "Ġbiologici": 31084, + "ĠBUT": 31085, + "ĠBuying": 31086, + "ĠIdeal": 31087, + "Ġprestigioso": 31088, + "articles": 31089, + "Ġcinematografico": 31090, + "Ġlyrics": 31091, + "onora": 31092, + "akh": 31093, + "Ġdecl": 31094, + "ĠEsso": 31095, + "ĠPolitical": 31096, + "ĠStrategies": 31097, + "mk": 31098, + "sti": 31099, + "Ġrelatives": 31100, + "ĠIsole": 31101, + "Ġsoggett": 31102, + "Fla": 31103, + "Ġcompost": 31104, + "Austr": 31105, + "semp": 31106, + "ĠSister": 31107, + "lico": 31108, + "Ġenlarg": 31109, + "Ġapprovazione": 31110, + "Ġrelieve": 31111, + "åĮħ": 31112, + "Ġsognare": 31113, + "ĠIndividual": 31114, + "paced": 31115, + "Ġimperf": 31116, + "Ġaumenti": 31117, + "Ġpoem": 31118, + "ĠrimarrÃł": 31119, + "verb": 31120, + "Ġdetermines": 31121, + "Ġcontenimento": 31122, + "directory": 31123, + "ĠCruz": 31124, + "Ġphp": 31125, + "ĠCinqu": 31126, + "Ġreclamo": 31127, + "imprenditore": 31128, + "License": 31129, + "ĠRequirements": 31130, + "Ġsaltare": 31131, + "ROP": 31132, + "ĠPoints": 31133, + "Ġrehabilitation": 31134, + "Ġcables": 31135, + "Ġaccresc": 31136, + "Ġinserite": 31137, + "Ġridere": 31138, + "Ġstretching": 31139, + "Bank": 31140, + "ø": 31141, + "Ġovvio": 31142, + "Ġprofessioni": 31143, + "ĠLGBTQ": 31144, + "ESI": 31145, + "ĠImpar": 31146, + "ĠConnecticut": 31147, + "osia": 31148, + "merci": 31149, + "Ġverifiche": 31150, + "ĠâĢĿ,": 31151, + "ĠEmployment": 31152, + "Ġprotegge": 31153, + "ecie": 31154, + "Ġcomprises": 31155, + "Ġvill": 31156, + "Ġdistill": 31157, + "ĠBeck": 31158, + "ĠliquiditÃł": 31159, + "GT": 31160, + "Ġrelies": 31161, + "Ġregolazione": 31162, + "Checked": 31163, + "Ġritenuta": 31164, + "Ġconfortevole": 31165, + "attributes": 31166, + "Ġdolc": 31167, + "Ġpreliminare": 31168, + "Ġmagnificent": 31169, + "editor": 31170, + "ĠPric": 31171, + "Ġresearching": 31172, + "Ġattracting": 31173, + "ĠConvegno": 31174, + "ĠPf": 31175, + "Ġflora": 31176, + "Ġwip": 31177, + "demand": 31178, + "Ġnol": 31179, + "ĠFramework": 31180, + "Ġworries": 31181, + "Ġespand": 31182, + "Ġadvocates": 31183, + "ĠBilly": 31184, + "Ġriabilitazione": 31185, + "ĠPortale": 31186, + "Prim": 31187, + "Ġsmaltimento": 31188, + "]))": 31189, + "iate": 31190, + "Ġ}).": 31191, + "Ġmodification": 31192, + "ĠGill": 31193, + "Ġrintra": 31194, + "åħĥç´ł": 31195, + "Counter": 31196, + "iere": 31197, + "ĠDear": 31198, + "atoi": 31199, + "Ġgarn": 31200, + "Macro": 31201, + "Ġrefugees": 31202, + "ĠAurora": 31203, + "uare": 31204, + "Ġfigured": 31205, + "western": 31206, + "ĠMonter": 31207, + "认": 31208, + "mith": 31209, + "resisti": 31210, + "verages": 31211, + "Ġcontinent": 31212, + "urrezione": 31213, + "Ġicons": 31214, + "ĠExcellence": 31215, + "Ġtransito": 31216, + "Watch": 31217, + "ĠCairo": 31218, + "Ġtin": 31219, + "GroupLayout": 31220, + "abulary": 31221, + "ĠStri": 31222, + "Ġsalvato": 31223, + "Ġpallone": 31224, + "ereo": 31225, + "equiv": 31226, + "zionate": 31227, + "ĠMason": 31228, + "Ġinspect": 31229, + "Ġcereali": 31230, + "ĠExtre": 31231, + "Ġcavali": 31232, + "Ġmostri": 31233, + "'}": 31234, + "Ġutilizziamo": 31235, + "Ġcoordinatore": 31236, + "Ġmadri": 31237, + "ĠtroverÃł": 31238, + "ĠExperts": 31239, + "Bus": 31240, + "Ġfusion": 31241, + "Marker": 31242, + "choice": 31243, + "Ġmounting": 31244, + "Blog": 31245, + "Ġcompiled": 31246, + "ĠInclude": 31247, + "ĠRugby": 31248, + "ĠReference": 31249, + "Ġspettro": 31250, + "Ġaperture": 31251, + "ĠBros": 31252, + "bbie": 31253, + "Ġrestored": 31254, + "olli": 31255, + "Ġaccademico": 31256, + "irms": 31257, + "ç®Ĺ": 31258, + "ĠAdvisory": 31259, + "Ġadib": 31260, + "\"]);": 31261, + "Ġtrasportare": 31262, + "ĠBren": 31263, + ":\\/\\/": 31264, + "atilitÃł": 31265, + "ĠRED": 31266, + "Ġstasera": 31267, + "Ġdonated": 31268, + "Company": 31269, + "cluster": 31270, + "addle": 31271, + "Ġdangers": 31272, + "ĠVoglio": 31273, + "economic": 31274, + "Aosta": 31275, + "Ġmetric": 31276, + "Ġbrokers": 31277, + "Ġriscop": 31278, + "Ġimperative": 31279, + "icotter": 31280, + "ĠBapt": 31281, + "ĠWr": 31282, + "Ġarrives": 31283, + "ĠVod": 31284, + "ĠDolomiti": 31285, + "ĠCany": 31286, + "ĠCars": 31287, + "Ġrecep": 31288, + "initely": 31289, + "Ġdelitto": 31290, + "Cast": 31291, + "Ġpotersi": 31292, + "ĠMarte": 31293, + "ĠItems": 31294, + "Ġbrutto": 31295, + "ASK": 31296, + "Ġoccupied": 31297, + "Ġutilizzi": 31298, + "Ġcolonial": 31299, + "Ġagricoli": 31300, + "Ġabbonamento": 31301, + "Ġpregio": 31302, + "Ġdistruggere": 31303, + "ĠLevi": 31304, + "Ġshorts": 31305, + "ĠNapole": 31306, + "Ġdegrado": 31307, + "Ġgamba": 31308, + "Ġdomains": 31309, + "ĠAdriano": 31310, + "hammad": 31311, + "Ġvado": 31312, + "ĠPizz": 31313, + "ĠPEC": 31314, + "Ġinsign": 31315, + "Ġcardinale": 31316, + "Ġcresciuta": 31317, + "ĠDakota": 31318, + "lot": 31319, + "ĠEditori": 31320, + "Ġinexpensive": 31321, + "Ġmele": 31322, + "Ġcamps": 31323, + "ĠSpeaker": 31324, + "Ġcondotti": 31325, + "Ġglue": 31326, + "Ġsalone": 31327, + "Ġclinici": 31328, + "Ġrevoca": 31329, + "Ġlasts": 31330, + "_{": 31331, + "ĠEster": 31332, + "ĠCamm": 31333, + "Ġdeadlines": 31334, + "ĠVladimir": 31335, + "ĠEarlier": 31336, + "ĠThan": 31337, + "Ġgenetica": 31338, + "Ġdinamico": 31339, + "Ġpancia": 31340, + "ĠAlfonso": 31341, + "History": 31342, + "Ora": 31343, + "Pattern": 31344, + "acio": 31345, + "issance": 31346, + "Ġfavorable": 31347, + "Ġnastro": 31348, + "Ġorgoglio": 31349, + "Ġbattute": 31350, + "Ġcelebri": 31351, + "ĠClickFunnels": 31352, + "Ġaccelerare": 31353, + "Ġterapeutico": 31354, + "ĠCompos": 31355, + "ĠkW": 31356, + "Ġformativa": 31357, + "ĠPortugal": 31358, + "Ġgiurisprudenza": 31359, + "tification": 31360, + "Ġlifespan": 31361, + "ĠNan": 31362, + "ĠHus": 31363, + "ĠSalvo": 31364, + "ĠScuole": 31365, + "sr": 31366, + "ĠumiditÃł": 31367, + "ĠRegulation": 31368, + "kn": 31369, + "Ġscary": 31370, + "Ġprivi": 31371, + "arizione": 31372, + "Ġenforce": 31373, + "Ġvolatile": 31374, + "Ġtrasferta": 31375, + "ĠпÑĢ": 31376, + "æ¯Ķ": 31377, + "Ġdiocesi": 31378, + "Ġwors": 31379, + "Ġbachelor": 31380, + "odor": 31381, + "Ġportions": 31382, + "ĠWarr": 31383, + "Ġmagistrati": 31384, + "ĠMarshall": 31385, + "Ġterrazza": 31386, + "Ġanalyzed": 31387, + "lr": 31388, + "Ġcorrection": 31389, + "Ġlining": 31390, + "utte": 31391, + "Ġscons": 31392, + "Ġindeterminato": 31393, + "Ġconcom": 31394, + "Ġloco": 31395, + "ĠKub": 31396, + "Ġalias": 31397, + "inano": 31398, + "ĠSAT": 31399, + "inium": 31400, + "Ġnomination": 31401, + "ĠVarious": 31402, + "bat": 31403, + "Ġlined": 31404, + "Ġtodd": 31405, + "ĠPope": 31406, + "&#": 31407, + "Ġhighway": 31408, + "Ġtravels": 31409, + "ĠUNI": 31410, + "Place": 31411, + "becca": 31412, + "Ġspingere": 31413, + "chin": 31414, + "ĠPlaying": 31415, + "Metadata": 31416, + "ourag": 31417, + "Ġesiti": 31418, + "Ġinspi": 31419, + "Ġconfid": 31420, + "Ġperiodicamente": 31421, + "Ġsoddisfatti": 31422, + "Ġconcentrato": 31423, + "Af": 31424, + "Ġdense": 31425, + "ampi": 31426, + "Ġvolatility": 31427, + "ĠNeil": 31428, + "Ġcrossing": 31429, + "innastica": 31430, + "Ġconsegnare": 31431, + "Ġamericane": 31432, + "Ġscripts": 31433, + "è¾ĵåħ¥": 31434, + "ĠIstituzioni": 31435, + "Ġenumer": 31436, + "Ġfrustration": 31437, + "Ġtengono": 31438, + "raz": 31439, + "attina": 31440, + "ĠTA": 31441, + "ĠBoll": 31442, + "对象": 31443, + "cert": 31444, + "Ġviolations": 31445, + "Ġcuori": 31446, + "Ġarresto": 31447, + "inaudi": 31448, + "Ġpenna": 31449, + "folder": 31450, + "容": 31451, + "Ġbarriera": 31452, + "Ġtard": 31453, + "phony": 31454, + "ĠPesaro": 31455, + "Join": 31456, + "istically": 31457, + "Ġrame": 31458, + "Ġserr": 31459, + "Ġidrat": 31460, + "Ġstime": 31461, + "Ġsistemazione": 31462, + "inerario": 31463, + "ĠFoster": 31464, + "Ġinfanzia": 31465, + "HN": 31466, + "Ġrecarsi": 31467, + "operta": 31468, + "Ġcontenenti": 31469, + "complete": 31470, + "Ġfascista": 31471, + "Ġempowering": 31472, + "omatic": 31473, + "ĠEither": 31474, + "ertation": 31475, + "Ġcredono": 31476, + "Ġrivolti": 31477, + "gheria": 31478, + "Lu": 31479, + "Ġoneri": 31480, + "Ġdeced": 31481, + "ĠProva": 31482, + "Apr": 31483, + "taglia": 31484, + "Ġmeter": 31485, + "Ġnamely": 31486, + "Ġriorgan": 31487, + "gezza": 31488, + "Ġferroviaria": 31489, + "Ġinfermieri": 31490, + "Ġmolecular": 31491, + "ĠUnique": 31492, + "Ġpopul": 31493, + "Ġlotto": 31494, + "Ġsignificati": 31495, + "ĠNovara": 31496, + "ел": 31497, + "Pers": 31498, + "Ġcompression": 31499, + "Ġlavaggio": 31500, + "Ġincarico": 31501, + "ĠKIND": 31502, + "juven": 31503, + "ĠĉĠĠĠĠĠĠĠ": 31504, + "Ġinternship": 31505, + "geranno": 31506, + "raulic": 31507, + "Ġamor": 31508, + "ĠChanges": 31509, + "Ġathlete": 31510, + "Ġattese": 31511, + "Ġimbara": 31512, + "Bro": 31513, + "Ġinvitiamo": 31514, + "ĠMaio": 31515, + "å¦Ĥæŀľ": 31516, + "ĠMortgage": 31517, + "ĠScol": 31518, + "lable": 31519, + "Ġdocumented": 31520, + "Ġeccellenze": 31521, + "ĠTicket": 31522, + "Ġdiger": 31523, + "alp": 31524, + "ĠFight": 31525, + "Ġtextures": 31526, + "Ġtrendy": 31527, + "è¿Ļ个": 31528, + "Ġscrup": 31529, + "åĪł": 31530, + "ellation": 31531, + "riors": 31532, + "ucar": 31533, + "Ġinvasive": 31534, + "Ġbubble": 31535, + "ĠBuffalo": 31536, + "Ġemotionally": 31537, + "Ġcimitero": 31538, + "Dest": 31539, + "Raw": 31540, + "Ġidi": 31541, + "Ġtred": 31542, + "Ġvalley": 31543, + "Ġaddict": 31544, + "Ġpreserving": 31545, + "Before": 31546, + "Ġcambiando": 31547, + "ĠTIMESTAMP": 31548, + "Ġscanning": 31549, + "Ġindes": 31550, + "ĠAssisi": 31551, + "ISI": 31552, + "Ġinspections": 31553, + "hat": 31554, + "ppings": 31555, + "Ġprevia": 31556, + "Ġcommented": 31557, + "Ġcontrollato": 31558, + "Ġmeraviglia": 31559, + "Ġrevolutionary": 31560, + "Ġinformal": 31561, + "Ġdw": 31562, + "Ġoct": 31563, + "Ing": 31564, + "Ġorganised": 31565, + "ĠCounter": 31566, + "vendita": 31567, + "apoli": 31568, + "ĠSteps": 31569, + "Ġmoltissimo": 31570, + "Socket": 31571, + "Ġacquisizione": 31572, + "falls": 31573, + "inders": 31574, + "ĠxFF": 31575, + "ĠCompat": 31576, + "gae": 31577, + "Ġintellettuali": 31578, + "Ġorb": 31579, + "ĠRicordo": 31580, + "Ġscolastiche": 31581, + "Ġnutrient": 31582, + "ilieg": 31583, + "ĠPotenza": 31584, + "Well": 31585, + "\"])": 31586, + "Ġstyling": 31587, + "Labels": 31588, + "yt": 31589, + "ĠLucas": 31590, + "Live": 31591, + "Ġsingolare": 31592, + "WO": 31593, + "pract": 31594, + "dos": 31595, + "Ġaprono": 31596, + "ĠBlackjack": 31597, + "Touch": 31598, + "matica": 31599, + "Ġperfetti": 31600, + "Ġprofughi": 31601, + "Ġbases": 31602, + "Ġfrequentato": 31603, + "Ġcomfortably": 31604, + "Ġovest": 31605, + "Ġcompimento": 31606, + "uplic": 31607, + "Ġestivi": 31608, + "tificio": 31609, + "Ġcolpite": 31610, + "Ġflor": 31611, + "Ġcelebrity": 31612, + "Ġtherapies": 31613, + "Ġoramai": 31614, + "Ġvaccination": 31615, + "Ġcomprendono": 31616, + "ĠOwner": 31617, + "ĠMonitoring": 31618, + "Ġfollower": 31619, + "ĠMondadori": 31620, + "Ġaux": 31621, + "Amore": 31622, + "Ġtrattativa": 31623, + "arrings": 31624, + "International": 31625, + "Ġini": 31626, + "Ġfiumi": 31627, + "Ġ>(": 31628, + "Ġaccepts": 31629, + "ĠGuarante": 31630, + "SK": 31631, + 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