初始化项目，由ModelHub XC社区提供模型
Model: TilQazyna/llama-kaz-instruct-8B-1 Source: Original Platform
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README.md
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README.md
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---
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base_model:
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- meta-llama/Meta-Llama-3-8B
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language:
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- kk
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license: apache-2.0
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tags:
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- text-generation-inference
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- transformers
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- llama
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- trl
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---
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# Uploaded model
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- **Developed by:** Til-Qazyna
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- **License:** apache-2.0
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- **Finetuned from model :** Meta-Llama-3-8B
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This model underwent Continuous Pretraining (CPT) on an extensive Kazakh text corpus to optimize LLAMA3 for the Kazakh language. It was subsequently fine-tuned with Kazakh-language instructional data. The model demonstrates strong performance in processing Kazakh text, answering text-based questions, correcting punctuation and grammar, and summarizing text. However, there is still room for improvement in handling open-ended questions.
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## Requirements
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To install the necessary dependencies, use the following commands:
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```bash
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!pip install --no-deps "xformers<0.0.27" "trl<0.9.0"
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!pip install peft accelerate bitsandbytes triton
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```
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# Loading in 8bit with transformers
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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model_name = "TilQazyna/llama-kaz-instruct-8B-1"
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hf_token = "<ENTER YOUR TOKEN>"
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# enable load_in_4bit=True for faster results but slighlty lower accuracy
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model = AutoModelForCausalLM.from_pretrained(model_name, load_in_8bit=True, use_auth_token=hf_token)
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tokenizer = AutoTokenizer.from_pretrained(model_name, use_auth_token=hf_token)
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```
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# Running simple inference
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```python
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from transformers import TextStreamer
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inputs = tokenizer("Тапсырма: Келесі мәтіндегі пунктуацияларды және грамматикалық қателерді дұрыста. \n\nМәтін: Жаналыктар леби осиндай \n\nЖауабы:", return_tensors="pt")
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text_streamer = TextStreamer(tokenizer)
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_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)
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```
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config.json
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{
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"_name_or_path": "models/pretrain-0907",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"eos_token_id": 128001,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"pad_token_id": 128255,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.44.2",
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"unsloth_version": "2024.8",
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"use_cache": true,
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"vocab_size": 128256
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}
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||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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|
||||
},
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||||
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|
||||
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|
||||
}
|
||||
}
|
||||
410575
tokenizer.json
Normal file
410575
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2063
tokenizer_config.json
Normal file
2063
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user