From bcea548e961c3ecd9bf82c50ffc891bcd7e2659a Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 17 Jun 2026 15:55:13 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: mesolitica/malaysian-tinyllama-1.1b-16k-instructions Source: Original Platform --- .gitattributes | 51 +++++++++++++++++++ README.md | 109 ++++++++++++++++++++++++++++++++++++++++ config.json | 27 ++++++++++ configuration.json | 1 + generation_config.json | 7 +++ model.safetensors | 3 ++ special_tokens_map.json | 30 +++++++++++ tokenizer.json | 3 ++ tokenizer.model | 3 ++ tokenizer_config.json | 39 ++++++++++++++ 10 files changed, 273 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 config.json create mode 100644 configuration.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer.model create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..e0b613f --- /dev/null +++ b/.gitattributes @@ -0,0 +1,51 @@ +*.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 merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text + +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel 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 + +tokenizer.model filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +model.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..eec8d2b --- /dev/null +++ b/README.md @@ -0,0 +1,109 @@ +--- +language: +- ms +--- + +# Full Parameter Finetuning TinyLlama 16384 context length on Malaysian instructions dataset + +README at https://github.com/mesolitica/malaya/tree/5.1/session/tiny-llama#instructions-7b-16384-context-length + +We use exact Llama2 Instruct chat template. + +WandB, https://wandb.ai/mesolitica/fpf-tinyllama-1.1b-hf-instructions-16k-function-call?workspace=user-husein-mesolitica + +WandB report, https://wandb.ai/mesolitica/fpf-mallam-5b-instructions-16k/reports/Instruction-finetuning--Vmlldzo2MjE5Njg2 + +## Dataset + +Dataset gathered at https://huggingface.co/collections/mesolitica/malaysian-synthetic-dataset-656c2673fe7fe0b1e9e25fe2 + +Notebook to prepare dataset at https://github.com/mesolitica/malaysian-dataset/blob/master/llm-instruction/combine-malay-no-alignment-multitasks-partial-ultrachat-v2.ipynb + +## Limitations + +This model is a quick demonstration that the base model can be easily fine-tuned to achieve some performance. +It does have minimal moderation mechanisms. + +## how-to + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig +import torch + +def parse_llama_chat( + messages, + function_call = None, + default_system = 'Anda adalah pembantu AI yang berguna dan mampu jawab segala soalan yang diberikan.' +): + + if messages[0]['role'] != 'system': + system = default_system + start_index = 0 + else: + system = messages[0]['content'] + start_index = 1 + + user_query = messages[-1]['content'] + + users, assistants = [], [] + for q in messages[start_index:-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'] + if function_call: + fs = [] + for f in function_call: + f = json.dumps(f, indent=4) + fs.append(f) + fs = '\n\n'.join(fs) + texts.append(f'\n[FUNCTIONCALL]\n{fs}\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 + +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-tinyllama-1.1b-16k-instructions') +model = AutoModelForCausalLM.from_pretrained( + 'mesolitica/malaysian-tinyllama-1.1b-16k-instructions', + use_flash_attention_2 = True, + quantization_config = nf4_config +) + +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) +print(tokenizer.decode(r[0])) +``` + +``` + [INST] <> +awak adalah AI yang mampu jawab segala soalan +<> + +kwsp tu apa [/INST] KWSP (Kumpulan Wang Simpanan Pekerja) merupakan sistem persaraan yang disediakan oleh kerajaan Malaysia untuk memberikan simpanan dan kebajikan kepada pekerja dan pekerja yang berumur 55 tahun ke atas. KWSP adalah singkatan bagi "Kumpulan Wang Simpanan Pekerja" dan ia merupakan salah satu dana persaraan yang popular di Malaysia. +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..c112d2d --- /dev/null +++ b/config.json @@ -0,0 +1,27 @@ +{ + "_name_or_path": "fpf-1.1b-instructions-16k-call/checkpoint-16100", + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 5632, + "max_position_embeddings": 32768, + "model_type": "llama", + "num_attention_heads": 32, + "num_hidden_layers": 22, + "num_key_value_heads": 4, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_scaling": null, + "rope_theta": 10000.0, + "tie_word_embeddings": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.35.2", + "use_cache": true, + "vocab_size": 32000 +} diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "text-generation", "allow_remote": true} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..6894e6d --- /dev/null +++ b/generation_config.json @@ -0,0 +1,7 @@ +{ + "bos_token_id": 1, + "eos_token_id": 2, + "max_length": 2048, + "pad_token_id": 0, + "transformers_version": "4.35.2" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..4c75c64 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2207018e7b9405a6fe2d69d22a4b325948adb629c3ab22f27a7472385d1bdf91 +size 2200119864 diff --git a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000..8bedc05 --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1,30 @@ +{ + "bos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "eos_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "pad_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "unk_token": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..21779d6 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bcd04f0eadf90287bd26e1a183ac487d8a141b09b06aecb7725bbdd343640f2e +size 1842767 diff --git a/tokenizer.model b/tokenizer.model new file mode 100644 index 0000000..6c00c74 --- /dev/null +++ b/tokenizer.model @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347 +size 499723 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..fa1e864 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,39 @@ +{ + "added_tokens_decoder": { + "0": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "bos_token": "", + "clean_up_tokenization_spaces": false, + "eos_token": "", + "legacy": false, + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "padding_side": "right", + "sp_model_kwargs": {}, + "tokenizer_class": "LlamaTokenizer", + "unk_token": "", + "use_default_system_prompt": true +}