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  license: mit
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language:
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+ - ru
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  license: mit
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+ tags:
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+ - text-generation
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+ - pytorch
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+ - qwen2
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+ - russian
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+ - tensor
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+ pipeline_tag: text-generation
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  ---
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+
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+ # Tensor-2-40m-base
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+
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+ Tensor-2-40m-base is a Russian-language language model from the **Tensor** series, developed as part of the **GribAI** project. This is a base (pretrain) model without instruction tuning.
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+
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+ ## Description
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+
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+ Compared to previous models in the series, Tensor-2-40m-base shows noticeably better text continuation and stronger understanding of the Russian language — both grammatically and in terms of semantic coherence between sentences.
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+
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+ ## Training
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+
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+ The model was trained on **70 MB** of Russian-language text data.
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
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+ model_name = "VGribAI/Tensor-2-40m-base"
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+
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+ model = AutoModelForCausalLM.from_pretrained(model_name)
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+
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+ prompt = "Привет, как дела"
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+ inputs = tokenizer(prompt, return_tensors="pt")
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+ output = model.generate(**inputs, max_new_tokens=100)
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+
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+ print(tokenizer.decode(output[0], skip_special_tokens=True))
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+ ```
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+
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+ ## Limitations
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+
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+ This is a base (pretrain) model with no dialogue alignment — it's meant for text continuation, not for answering questions or following instructions.
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+ **GribAI** project (VGribAI).