初始化项目，由ModelHub XC社区提供模型
Model: Bahasalab/Bahasa-4b-chat 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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- id
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license: other
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license_name: tongyi-qianwen
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---
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# Bahasa-4b Model Report
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## Model Name
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**Bahasa-4b**
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## Model Detail
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Bahasa-4b is continued training from qwen-4b using 10 billion high quality text of Indonesian. The model outperforms some 4b, and even 7b models for Indonesian tasks.
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## Model Developers
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Bahasa AI
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## Intended Use
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This model is intended for various NLP tasks that require understanding and generating Indonesian language. It is suitable for applications such as question answering, sentiment analysis, document summarization, and more.
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## Training Data
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Bahasa-4b was trained on a 10 billion subset data of Indonesian dataset from a collected pool of 100 billion.
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## Benchmarks
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The following table shows the performance of Bahasa-4b compared to the models Sailor_4b and Mistral-7B-v0.1 across several benchmarks:
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| Dataset | Version | Metric | Mode | Sailor_4b | Bahasa-4b-hf | Mistral-7B-v0.1 |
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|----------------|---------|--------|------|-----------|--------------|-----------------|
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| tydiqa-id | 0e9309 | EM | gen | 53.98 | 55.04 | 63.54 |
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| tydiqa-id | 0e9309 | F1 | gen | 73.48 | 75.39 | 78.73 |
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| xcopa-id | 36c11c | EM | ppl | 69.2 | 73.2 | 62.40 |
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| xcopa-id | 36c11c | F1 | ppl | 69.2 | 73.2 | - |
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| m3exam-id-ppl | ede415 | EM | ppl | 31.27 | 44.47 | 26.68 |
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| belebele-id-ppl| 7fe030 | EM | ppl | 41.33 | 42.33 | 41.33 |
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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device = "cuda" # the device to load the model onto
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model = AutoModelForCausalLM.from_pretrained(
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"Bahasalab/Bahasa-4b-chat-v2",
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torch_dtype="auto",
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device_map="auto"
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)
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tokenizer = AutoTokenizer.from_pretrained("Bahasalab/Bahasa-4b-chat")
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messages = [
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{"role": "system", "content": "Kamu adalah asisten yang membantu"},
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{"role": "user", "content": "kamu siapa"}
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]
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text = tokenizer.apply_chat_template(
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messages,
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tokenize=False,
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add_generation_prompt=True
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)
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model_inputs = tokenizer([text], return_tensors="pt").to(device)
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generated_ids = model.generate(
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input_ids=model_inputs.input_ids,
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attention_mask=model_inputs.attention_mask,
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max_new_tokens=512,
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eos_token_id=tokenizer.eos_token_id
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)
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generated_ids = [
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output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
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]
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response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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print(response)
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```
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This data demonstrates that Bahasa-4b consistently outperforms the Sailor_4b model in various Indonesian language tasks, showing improvements in both EM (Exact Match) and F1 scores across different datasets, and is competitive with the Mistral-7B-v0.1 model.
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20
special_tokens_map.json
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20
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Normal file
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44
tokenizer_config.json
Normal file
44
tokenizer_config.json
Normal file
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||||
"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": "{% set system_message = 'You are a helpful assistant.' %}{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{% endif %}{% if system_message is defined %}{{ '<|im_start|>system\\n' + system_message + '<|im_end|>\\n' }}{% endif %}{% for message in messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|im_start|>user\\n' + content + '<|im_end|>\\n<|im_start|>assistant\\n' }}{% elif message['role'] == 'assistant' %}{{ content + '<|im_end|>' + '\\n' }}{% endif %}{% endfor %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"model_max_length": 32768,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"padding_side": "right",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
7
train_results.json
Normal file
7
train_results.json
Normal file
@@ -0,0 +1,7 @@
|
||||
{
|
||||
"epoch": 4.0,
|
||||
"train_loss": 0.4881485020316365,
|
||||
"train_runtime": 142779.1917,
|
||||
"train_samples_per_second": 0.959,
|
||||
"train_steps_per_second": 0.24
|
||||
}
|
||||
6848
trainer_log.jsonl
Normal file
6848
trainer_log.jsonl
Normal file
File diff suppressed because it is too large
Load Diff
47959
trainer_state.json
Normal file
47959
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:c2d119716809193efd6b4b41fca719567b882f916776c77e31cddebe06ffe455
|
||||
size 6840
|
||||
BIN
training_loss.png
Normal file
BIN
training_loss.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 42 KiB |
151645
vocab.json
Normal file
151645
vocab.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user