From 9bc2ac720031ac232b42b73d386294a770af7b79 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 3 Jun 2026 02:26:14 +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-Qwen1.5-0.5B-16k-instructions Source: Original Platform --- .gitattributes | 52 +++++++++++ README.md | 192 ++++++++++++++++++++++++++++++++++++++++ added_tokens.json | 5 ++ config.json | 28 ++++++ configuration.json | 1 + generation_config.json | 6 ++ merges.txt | 3 + model.safetensors | 3 + special_tokens_map.json | 14 +++ tokenizer.json | 3 + tokenizer_config.json | 43 +++++++++ vocab.json | 3 + 12 files changed, 353 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 added_tokens.json create mode 100644 config.json create mode 100644 configuration.json create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 model.safetensors create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 vocab.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..c04733d --- /dev/null +++ b/.gitattributes @@ -0,0 +1,52 @@ +*.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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs 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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 + +model.safetensors filter=lfs diff=lfs merge=lfs -text +merges.txt filter=lfs diff=lfs merge=lfs -text +vocab.json filter=lfs diff=lfs merge=lfs -text +tokenizer.json 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..c9ac08a --- /dev/null +++ b/README.md @@ -0,0 +1,192 @@ +--- +language: +- ms +--- + +# Full Parameter Finetuning Qwen1.5-0.5B 16384 context length on Malaysian instructions dataset + +README at https://github.com/mesolitica/malaya/tree/5.1/session/qwen2 + +We use exact Qwen1.5 Instruct chat template. + +WandB, https://wandb.ai/huseinzol05/Qwen1.5-0.5B-4096-fpf-instructions-16k?workspace=user-huseinzol05 + +## 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-Qwen1.5-0.5B-16k-instructions') +model = AutoModelForCausalLM.from_pretrained( + 'mesolitica/malaysian-Qwen1.5-0.5B-16k-instructions', + use_flash_attention_2 = True, + quantization_config = nf4_config +) +messages = [ + {'role': 'user', 'content': 'KWSP tu apa'} +] +prompt = tokenizer.apply_chat_template(messages, tokenize = False) +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 +<|im_start|>user +KWSP tu apa<|im_end|> +<|im_start|>assistant +KWSP merujuk kepada Skim Simpanan Wang Persaraan (KWSP), iaitu skim simpanan untuk ahli kumpulan berumur 20 tahun ke atas. KWSP menawarkan beberapa faedah, termasuk: + +1. Akaun Simpanan Wajib - Ahli boleh menyumbang kepada KWSP melalui akaun simpanan wajib. +2. Akaun Simpanan Amanah - Ahli boleh menyumbang kepada KWSP melalui akaun amanah. +3. Akaun Simpanan Pelaburan - Ahli boleh menyumbang kepada KWSP melalui pelaburan dalam skim pelaburan KWSP atau pelaburan bersama. +4. Perolehan - Ahli boleh mendapatkan pelbagai perkhidmatan dan ganjaran daripada KWSP. +5. Akaun Simpanan untuk Penyelamat - Ahli boleh menyumbang kepada KWSP melalui akaun simpanan untuk penyelamat, yang boleh digunakan untuk bantuan kewangan atau pemberhentian pasaran kewangan. + +KWSP menawarkan faedah dan perlindungan yang komprehensif untuk ahli, termasuk: + +1. Akaun Simpanan Amanah - Akaun ini menyediakan faedah dan ganjaran sebelum dan selepas persaraan. +2. Akaun Simpanan - Akaun simpanan menawarkan kadar faedah yang lebih rendah daripada akaun simpanan biasa. +3. Akaun Simpanan Pelaburan - Akaun ini menawarkan kadar faedah yang lebih rendah dan pelbagai ganjaran. +4. Akaun Simpanan untuk Penyelamat - Akaun ini menawarkan kadar faedah yang lebih rendah daripada akaun simpanan biasa dan pelbagai ganjaran. +5. Perolehan - Akaun ini menyediakan faedah dan ganjaran sebelum dan selepas persaraan. + +KWSP juga menawarkan pelbagai perkhidmatan dan ganjaran lain, termasuk: + +1. Program Pekerjaan - KWSP menyediakan pelbagai skim pekerjaan, termasuk Skim Pencen, Skim Pekerjaan, dan Skim Penginapan. +2. Program Perubatan - KWSP menyediakan pelbagai skim perubatan, termasuk Skim Cukai Perubatan. +3. Program Keselamatan Sosial - KWSP menyediakan pelbagai program keselamatan sosial, termasuk Skim Simpanan 401 (KWSP), Skim Simpanan Amanah (SW401) dan Skim Simpanan Perumahan (RSP) untuk pemastautin berdaftar. +4. Program Penjagaan Kesihatan - KWSP menyediakan pelbagai skim penjagaan kesihatan, termasuk Skim Insurans Kesihatan Swasta (SIC), Skim Insurans Kesihatan Kumpulan Swasta (KSMC), dan Skim Insurans Kesihatan Kumpulan Swasta 1Malaysia (SIC 1M). +5. Program Pemindahan - KWSP menyediakan pelbagai skim pemindahan, termasuk Skim Pemindahan Amanah, Skim Pemindahan KWSP, dan Skim Pemindahan Persekutuan. + +KWSP menawarkan pelbagai pilihan dan perlindungan untuk ahli yang ingin menyumbang kepada KWSP untuk persaraan atau bantuan kewangan atau pemberhentian pasaran kewangan.<|im_end|> +``` + +```python +messages = [ + {'role': 'user', 'content': 'macam mana nak kod websocket guna react, contoh kod sekali'} +] +prompt = tokenizer.apply_chat_template(messages, tokenize = False) +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 +<|im_start|>user +macam mana nak kod websocket guna react, contoh kod sekali<|im_end|> +<|im_start|>assistant +Untuk menggunakan websocket pada React untuk mencipta pelanggan untuk menghantar dan menerima pesanan, anda boleh mengikuti langkah-langkah berikut: + +1. Mulakan dengan membuat fail baru, contohnya `WebsocketClient.js`, dan perpustakaan yang diperlukan seperti `ws` untuk Node.js, dan `axios` untuk JavaScript untuk membuat permintaan HTTP ke websocket. Pastikan anda telah mengimport perpustakaan dengan betul. + +2. Dalam fail `WebsocketClient.js`, cipta kelas baru dengan nama `WebsocketClient`. Anda boleh menggunakan konstruktor dengan parameter seperti nama aplikasi dan senarai objek pesanan. Contoh: +``` + +```javascript +import { WebSocketClient, Client } from 'ws'; +import axios from 'axios'; + +class WebsocketClient { + constructor(appName, socket) { + this.appName = appName; + this.socket = socket; + } + + connect() { + this.socket.onopen = () => { + console.log('Connection successful'); + }; + this.socket.onclose = () => { + console.log('Connection lost'); + }; + this.socket.onmessage = (message) => { + // Code to handle incoming message + }; + } + + emit(data) { + this.socket.onmessage(data); + } + + disconnect() { + this.socket.offopen(); + } +} + +// Contoh penggunaan +const client = new WebsocketClient('api', axios({ port: 123 })); +client.connect(); +client.emit('message', { type: 'info', content: 'Hello, server! }); +client.emit('message', { type: 'warning', content: 'Goodbye!'}); +client.disconnect(); +``` + +``` +3. Dalam fail `WebSocketClient.js`, cipta kelas dengan nama `Client` dengan parameter seperti aplikasi dan `websocket` dari perpustakaan axios. Contoh: +``` + +```javascript +class Client { + constructor(appName, websocket) { + this.appName = appName; + this.websocket = websocket; + } + + connect() { + this.websocket.onopen = () => { + console.log('Connection successful'); + }; + this.websocket.onclose = () => { + console.log('Connection lost'); + }; + this.websocket.onmessage = (message) => { + // Code to handle incoming message + }; + } + + disconnect() { + this.websocket.offopen(); + } +} + +// Contoh penggunaan +const client = new Client('api', axios({ port: 123 })); +client.connect(); +client.emit('message', { type: 'info', content: 'Hello, server! }); +client.emit('message', { type: 'warning', content: 'Goodbye!'}); +client.disconnect(); +``` + +``` +Dalam contoh di atas, kami menggunakan konstruktor yang mengambil nama aplikasi dan websocket sebagai parameter untuk memulakan dan menggunakan fungsi `connect` untuk menghubungi websocket dengan ID sesi yang diinginkan. Kemudian, kami menggunakan fungsi `onmessage` untuk mengendalikan respons websocket dan fungsi `onclose` untuk menutup websocket. Apabila kami menghantar permintaan ke websocket, kami menggunakan kaedah `onmessage` untuk memproses respons tersebut. Apabila kami membuka websocket, kami menggunakan kaedah `onclose` untuk menutup websocket dan menggunakan kaedah `disconnect` untuk membunuhnya. + +Dengan menggunakan kod di atas dan menggunakannya pada projek React anda, anda boleh mencipta websocket yang boleh menghantar dan menerima pesanan untuk aplikasi anda.<|im_end|> +``` \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..409be9f --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,5 @@ +{ + "<|endoftext|>": 151643, + "<|im_end|>": 151645, + "<|im_start|>": 151644 +} diff --git a/config.json b/config.json new file mode 100644 index 0000000..3853e42 --- /dev/null +++ b/config.json @@ -0,0 +1,28 @@ +{ + "_name_or_path": "fpf-0.5-instructions-16k/checkpoint-11900", + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "eos_token_id": 151643, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 2816, + "max_position_embeddings": 32768, + "max_window_layers": 21, + "model_type": "qwen2", + "num_attention_heads": 16, + "num_hidden_layers": 24, + "num_key_value_heads": 16, + "rms_norm_eps": 1e-06, + "rope_theta": 1000000.0, + "sliding_window": 32768, + "tie_word_embeddings": true, + "torch_dtype": "bfloat16", + "transformers_version": "4.37.2", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151646 +} 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..1fd9a3a --- /dev/null +++ b/generation_config.json @@ -0,0 +1,6 @@ +{ + "bos_token_id": 151643, + "eos_token_id": 151645, + "max_new_tokens": 2048, + "transformers_version": "4.37.1" +} diff --git a/merges.txt b/merges.txt new file mode 100644 index 0000000..80c1a19 --- /dev/null +++ b/merges.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5 +size 1671853 diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..83dc499 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d398bcc7c06f14df6ff55ac32d0e6869dd50c2f8b02e67eba4ef6bb2016f08f0 +size 927414184 diff --git a/special_tokens_map.json b/special_tokens_map.json new file mode 100644 index 0000000..b61ecc3 --- /dev/null +++ b/special_tokens_map.json @@ -0,0 +1,14 @@ +{ + "additional_special_tokens": [ + "<|im_start|>", + "<|im_end|>" + ], + "eos_token": "<|im_end|>", + "pad_token": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..611910f --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f7c9b2dba4a296b1aa76c16a34b8225c0c118978400d4bb66bff0902d702f5b8 +size 7028015 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..1016cc4 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,43 @@ +{ + "add_prefix_space": false, + "added_tokens_decoder": { + "151643": { + "content": "<|endoftext|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "151644": { + "content": "<|im_start|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "151645": { + "content": "<|im_end|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "additional_special_tokens": [ + "<|im_start|>", + "<|im_end|>" + ], + "bos_token": null, + "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}", + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "model_max_length": 32768, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/vocab.json b/vocab.json new file mode 100644 index 0000000..6c49fc6 --- /dev/null +++ b/vocab.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910 +size 2776833