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@@ -27,14 +27,74 @@ This repository contains a GGML-formatted version of the [ruGPT-3.5-13B model](h
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  #### Usage
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- ##### 4-bit Quantized Version
 
 
 
 
 
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  ```python
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- # 4-bit Quantized Version
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  from llm_rs import AutoModel
 
 
 
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- model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_0-ggjt.bin")
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- print(model.generate("Смысл жизни в ").text)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ```
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  ##### f16 Version
@@ -64,18 +124,79 @@ While this model is intended to be compatible with any GGML-compatible UI, it ha
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  #### Использование
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  ```python
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- # Версия с квантованием в 4 бита
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  from llm_rs import AutoModel
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-
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  model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_0-ggjt.bin")
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  print(model.generate("Смысл жизни в ").text)
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  ```
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  ```python
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- # Версия f16
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  from llm_rs import AutoModel
 
 
 
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  model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-f16.bin")
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  print(model.generate("Смысл жизни в ").text)
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  ```
 
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  #### Usage
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+ ##### For QuantizationType.Q4_0 and ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_0-ggjt.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+ ##### For QuantizationType.Q4_0 and ContainerType.GGML
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  ```python
 
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  from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_0.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+ ##### For QuantizationType.Q4_1 and ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_1-ggjt.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q4_1 and ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_1.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q5_0 and ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_0-ggjt.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q5_0 and ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_0.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q5_1 and ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_1-ggjt.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q5_1 and ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_1.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q8_0 and ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q8_0-ggjt.bin")
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+ print(model.generate("The meaning of life is ").text)
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+ ```
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+
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+ ##### For QuantizationType.Q8_0 and ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q8_0.bin")
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+ print(model.generate("The meaning of life is ").text)
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  ```
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  ##### f16 Version
 
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  #### Использование
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+ ##### Для QuantizationType.Q4_0 и ContainerType.GGJT
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  ```python
 
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  from llm_rs import AutoModel
 
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  model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_0-ggjt.bin")
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  print(model.generate("Смысл жизни в ").text)
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  ```
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+ ##### Для QuantizationType.Q4_0 и ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_0.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q4_1 и ContainerType.GGJT
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  ```python
 
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  from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_1-ggjt.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+ ##### Для QuantizationType.Q4_1 и ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q4_1.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q5_0 и ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_0-ggjt.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q5_0 и ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_0.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q5_1 и ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_1-ggjt.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q5_1 и ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q5_1.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q8_0 и ContainerType.GGJT
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q8_0-ggjt.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Для QuantizationType.Q8_0 и ContainerType.GGML
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+ ```python
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+ from llm_rs import AutoModel
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+ model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-q8_0.bin")
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+ print(model.generate("Смысл жизни в ").text)
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+ ```
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+
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+ ##### Версия f16
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+ ```python
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+ from llm_rs import AutoModel
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  model = AutoModel.from_pretrained("iashchak/ruGPT-3.5-13B-ggml", model_file="ruGPT-3.5-13B-f16.bin")
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  print(model.generate("Смысл жизни в ").text)
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  ```