初始化项目，由ModelHub XC社区提供模型
Model: mesolitica/mallam-5B-4096 Source: Original Platform
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README.md
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README.md
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---
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language:
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- ms
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---
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# MaLLaM 🌙 5B (Malaysia Large Language Model), Pretrain 5B 4096 context length on Malaysian text
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Pretrain from scratch 5B parameters using Mistral architecture on 90B Malaysian text tokens.
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README at https://github.com/mesolitica/malaya/tree/5.1/pretrained-model/mistral
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- Trained on 90B tokens, gathered at https://github.com/malaysia-ai/dedup-text-dataset/tree/main/pretrain-llm
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- We use Ray cluster to train on 5 nodes of 8x A100 80GB, https://github.com/malaysia-ai/jupyter-gpu/tree/main/ray
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WandB, https://wandb.ai/mesolitica/pretrain-mistral-5b?workspace=user-husein-mesolitica
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WandB report, https://wandb.ai/mesolitica/pretrain-mistral-3b/reports/Pretrain-Larger-Malaysian-Mistral--Vmlldzo2MDkyOTgz
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Technical report, https://github.com/mesolitica/malaya/wiki/MaLLaM-%F0%9F%8C%99-Malaysia-Large-Language-Model
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## how-to
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig
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import torch
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TORCH_DTYPE = 'bfloat16'
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nf4_config = BitsAndBytesConfig(
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load_in_4bit=True,
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bnb_4bit_quant_type='nf4',
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bnb_4bit_use_double_quant=True,
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bnb_4bit_compute_dtype=getattr(torch, TORCH_DTYPE)
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)
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tokenizer = AutoTokenizer.from_pretrained('mesolitica/mallam-5B-4096')
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model = AutoModelForCausalLM.from_pretrained(
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'mesolitica/mallam-5B-4096',
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use_flash_attention_2 = True,
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quantization_config = nf4_config
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)
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prompt = '<s>nama saya'
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inputs = tokenizer([prompt], return_tensors='pt', add_special_tokens=False).to('cuda')
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generate_kwargs = dict(
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inputs,
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max_new_tokens=512,
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top_p=0.95,
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top_k=50,
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temperature=0.9,
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do_sample=True,
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num_beams=1,
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repetition_penalty=1.05,
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)
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r = model.generate(**generate_kwargs)
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```
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config.json
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config.json
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{
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"_name_or_path": "huseinzol05-dummy-mistral-5b/checkpoint-23350",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 0,
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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": 8640,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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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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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.36.0.dev0",
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"use_cache": true,
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"vocab_size": 32000
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}
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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36
special_tokens_map.json
Normal file
36
special_tokens_map.json
Normal file
@@ -0,0 +1,36 @@
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||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:ab85dbb9764201eb6e7ad48f07922777e4abaf5b3d00c91e6cfdaa789c72667f
|
||||
size 1343999
|
||||
53
tokenizer_config.json
Normal file
53
tokenizer_config.json
Normal file
@@ -0,0 +1,53 @@
|
||||
{
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<pad>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"3": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<pad>",
|
||||
"<s>",
|
||||
"</s>",
|
||||
"<unk>"
|
||||
],
|
||||
"bos_token": "<s>",
|
||||
"clean_up_tokenization_spaces": true,
|
||||
"eos_token": "</s>",
|
||||
"model_input_names": [
|
||||
"input_ids",
|
||||
"attention_mask"
|
||||
],
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "<pad>",
|
||||
"tokenizer_class": "PreTrainedTokenizerFast",
|
||||
"unk_token": "<unk>"
|
||||
}
|
||||
Reference in New Issue
Block a user