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README.md

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+---
+license: apache-2.0
+language:
+- ar
+- he
+- vi
+- id
+- jv
+- ms
+- tl
+- lv
+- lt
+- eu
+- ml
+- ta
+- te
+- hy
+- bn
+- mr
+- hi
+- ur
+- af
+- da
+- en
+- de
+- sv
+- fr
+- it
+- pt
+- ro
+- es
+- el
+- os
+- tg
+- fa
+- ja
+- ka
+- ko
+- th
+- bxr
+- xal
+- mn
+- sw
+- yo
+- be
+- bg
+- ru
+- uk
+- pl
+- my
+- uz
+- ba
+- kk
+- ky
+- tt
+- az
+- cv
+- tr
+- tk
+- tyv
+- sax
+- et
+- fi
+- hu
+
+pipeline_tag: text-generation
+tags:
+- multilingual
+- PyTorch
+- Transformers
+- gpt3
+- gpt2
+- Deepspeed
+- Megatron
+datasets:
+- mc4
+- wikipedia
+thumbnail: "https://github.com/sberbank-ai/mgpt"
+---
+
+# Multilingual GPT model
+
+We introduce a family of autoregressive GPT-like models with 1.3 billion parameters trained on 61 languages from 25 language families using Wikipedia and Colossal Clean Crawled Corpus. 
+
+We reproduce the GPT-3 architecture using GPT-2 sources and the sparse attention mechanism, [Deepspeed](https://github.com/microsoft/DeepSpeed) and [Megatron](https://github.com/NVIDIA/Megatron-LM) frameworks allows us to effectively parallelize the training and inference steps. The resulting models show performance on par with the recently released [XGLM](https://arxiv.org/pdf/2112.10668.pdf) models at the same time covering more languages and enhancing NLP possibilities for low resource languages. 
+
+## Code
+The source code for the mGPT XL model is available on [Github](https://github.com/sberbank-ai/mgpt)
+
+## Paper
+ mGPT: Few-Shot Learners Go Multilingual
+ 
+ [Abstract](https://arxiv.org/abs/2204.07580) [PDF](https://arxiv.org/pdf/2204.07580.pdf)
+
+ ![](https://habrastorage.org/webt/1q/ru/yt/1qruytul6m2m-upyk9frq3pgrds.png)
+
+ ```
+@misc{https://doi.org/10.48550/arxiv.2204.07580,
+  doi = {10.48550/ARXIV.2204.07580},
+  
+  url = {https://arxiv.org/abs/2204.07580},
+  
+  author = {Shliazhko, Oleh and Fenogenova, Alena and Tikhonova, Maria and Mikhailov, Vladislav and Kozlova, Anastasia and Shavrina, Tatiana},
+  
+  keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences, I.2; I.2.7, 68-06, 68-04, 68T50, 68T01},
+  
+  title = {mGPT: Few-Shot Learners Go Multilingual},
+  
+  publisher = {arXiv},
+  
+  year = {2022},
+  
+  copyright = {Creative Commons Attribution 4.0 International}
+}
+
+ ```
+
+
+## Languages
+
+Model supports 61 languages: 
+
+ISO codes:
+```ar he vi id jv ms tl lv lt eu ml ta te hy bn mr hi ur af da en de sv fr it pt ro es el os tg fa ja ka ko th bxr xal mn sw yo be bg ru uk pl my uz ba kk ky tt az cv tr tk tyv sax et fi hu```
+
+
+Languages:
+
+```Arabic, Hebrew, Vietnamese, Indonesian, Javanese, Malay, Tagalog, Latvian, Lithuanian, Basque, Malayalam, Tamil, Telugu, Armenian, Bengali, Marathi, Hindi, Urdu, Afrikaans, Danish, English, German, Swedish, French, Italian, Portuguese, Romanian, Spanish, Greek, Ossetian, Tajik, Persian, Japanese, Georgian, Korean, Thai, Buryat, Kalmyk, Mongolian, Swahili, Yoruba, Belarusian, Bulgarian, Russian, Ukrainian, Polish, Burmese, Uzbek, Bashkir, Kazakh, Kyrgyz, Tatar, Azerbaijani, Chuvash, Turkish, Turkmen, Tuvan, Yakut, Estonian, Finnish, Hungarian```
+
+## Training Data Statistics
+
+ - Size: 488 Billion UTF characters
+
+
+<img style="text-align:center; display:block;" src="https://huggingface.co/sberbank-ai/mGPT/resolve/main/stats.png">
+"General training corpus statistics"
+
+
+## Details
+The model was trained with sequence length 512 using Megatron and Deepspeed libs by [SberDevices](https://sberdevices.ru/) team on a dataset of 600 GB of texts in 61 languages. The model has seen 440 billion BPE tokens in total.
+
+Total training time was around 14 days on 256 Nvidia V100 GPUs.  

config.json

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+{
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 0,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 5,
+  "gradient_checkpointing": false,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 2048,
+  "n_embd": 2048,
+  "n_head": 16,
+  "n_inner": null,
+  "n_layer": 24,
+  "n_positions": 2048,
+  "pad_token_id": 1,
+  "resid_pdrop": 0.1,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.10.3",
+  "use_cache": true,
+  "vocab_size": 100000
+}

pytorch_model.bin

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+size 3446232428

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": "<mask>",
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": "</s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<mask>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "5": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 2048,
+  "pad_token": "<pad>",
+  "padding_side": "left",
+  "sep_token": "</s>",
+  "tokenizer_class": "GPT2Tokenizer",
+  "truncation_side": "left",
+  "trust_remote_code": false,
+  "unk_token": "<unk>"
+}