commit 6f1fb679e37589c4024eed927efd3105fa36e290 Author: ModelHub XC Date: Tue Jul 28 12:34:05 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mesolitica/malaysian-llama2-13b-32k-instructions Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..bdd4639 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,53 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text + +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs 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filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +model-00001-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +tokenizer.model filter=lfs diff=lfs merge=lfs -text +model-00002-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text +model-00003-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..0a54b6f --- /dev/null +++ b/README.md @@ -0,0 +1,106 @@ +--- +language: +- ms +--- + +# QLORA Malaysian Llama2 13B 32k chat completions + +QLORA https://huggingface.co/mesolitica/llama-13b-hf-32768-fpf on translated UltraChat, https://huggingface.co/datasets/mesolitica/google-translate-ultrachat. + +We use exact Llama2 chat template. + +README at https://github.com/mesolitica/malaya/tree/5.1/session/llama2#13b-16384-context-length-flash-attention-2 + +## how-to + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig +import torch + +TORCH_DTYPE = 'bfloat16' +nf4_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_quant_type='nf4', + bnb_4bit_use_double_quant=True, + bnb_4bit_compute_dtype=getattr(torch, TORCH_DTYPE) +) +tokenizer = AutoTokenizer.from_pretrained('mesolitica/malaysian-llama2-13b-32k-instructions') +model = AutoModelForCausalLM.from_pretrained( + 'mesolitica/malaysian-llama2-13b-32k-instructions', + use_flash_attention_2 = True, + quantization_config = nf4_config +) + +def parse_llama_chat(messages): + + system = messages[0]['content'] + user_query = messages[-1]['content'] + + users, assistants = [], [] + for q in messages[1:-1]: + if q['role'] == 'user': + users.append(q['content']) + elif q['role'] == 'assistant': + assistants.append(q['content']) + + texts = [f'[INST] <>\n{system}\n<>\n\n'] + for u, a in zip(users, assistants): + texts.append(f'{u.strip()} [/INST] {a.strip()} [INST] ') + texts.append(f'{user_query.strip()} [/INST]') + prompt = ''.join(texts).strip() + return prompt + +messages = [ + {'role': 'system', 'content': 'awak adalah AI yang mampu jawab segala soalan'}, + {'role': 'user', 'content': 'kwsp tu apa'} +] +prompt = parse_llama_chat(messages) +inputs = tokenizer([prompt], return_tensors='pt', add_special_tokens=False).to('cuda') +generate_kwargs = dict( + inputs, + max_new_tokens=1024, + top_p=0.95, + top_k=50, + temperature=0.9, + do_sample=True, + num_beams=1, +) +r = model.generate(**generate_kwargs) +tokenizer.decode(r[0]) +``` + +```text +' [INST] <> +awak adalah AI yang mampu jawab segala soalan +<> + +kwsp tu apa [/INST] Kumpulan Wang Simpanan Pekerja (KWSP) merupakan sebuah badan berkanun yang ditubuhkan di bawah Akta Kumpulan Wang Simpanan Pekerja 1991 untuk menguruskan simpanan persaraan pekerja dan melaksanakan program persaraan kepada pekerja dan tanggungan mereka. Visi KWSP adalah untuk menjadi pihak berkuasa persaraan terkemuka dalam membina dan membangunkan simpanan untuk masa depan yang lebih baik. ' +``` + +```python +messages = [ + {'role': 'system', 'content': 'awak adalah AI yang mampu jawab segala soalan'}, + {'role': 'user', 'content': 'awat malaysia ada jabatan koko, malaysia bukan buat keluaq koko banyak pun'} +] +prompt = parse_llama_chat(messages) +inputs = tokenizer([prompt], return_tensors='pt', add_special_tokens=False).to('cuda') +generate_kwargs = dict( + inputs, + max_new_tokens=1024, + top_p=0.95, + top_k=50, + temperature=0.9, + do_sample=True, + num_beams=1, +) +r = model.generate(**generate_kwargs) +print(tokenizer.decode(r[0])) +``` + +```text + [INST] <> +awak adalah AI yang mampu jawab segala soalan +<> + +awat malaysia ada jabatan koko, malaysia bukan buat keluaq koko banyak pun [/INST] Jabatan Koko Malaysia ialah agensi kerajaan yang bertanggungjawab untuk pembangunan dan pengawalseliaan industri koko Malaysia. Sementara itu, pengeluaran koko adalah sebahagian kecil daripada ekonomi Malaysia. Antara faktor yang menyumbang kepada ini ialah kos tenaga buruh yang tinggi, kekurangan tanah untuk penanaman koko, dan kekurangan penglibatan dalam sektor hiliran. Walau bagaimanapun, industri koko Malaysia mempunyai potensi besar untuk berkembang dan memacu pertumbuhan ekonomi. +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..cf713d5 --- /dev/null +++ b/config.json @@ -0,0 +1,26 @@ +{ + "_name_or_path": "./13b-16k", + "architectures": [ + "LlamaForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 5120, + "initializer_range": 0.02, + "intermediate_size": 13824, + "max_position_embeddings": 32768, + "model_type": "llama", + "num_attention_heads": 40, + "num_hidden_layers": 40, + "num_key_value_heads": 40, + "pad_token_id": 0, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_scaling": null, + "tie_word_embeddings": false, + "torch_dtype": "float16", + "transformers_version": "4.32.1", + "use_cache": true, + "vocab_size": 32000 +} diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- 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