初始化项目，由ModelHub XC社区提供模型

Model: QuantFactory/llama-3.1-Asian-Bllossom-8B-Translator-GGUF
Source: Original Platform

.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
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt 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
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz 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
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl 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
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* 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
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q5_0.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q5_1.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_0_4_4.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_0_4_8.gguf filter=lfs diff=lfs merge=lfs -text
+llama-3.1-Asian-Bllossom-8B-Translator.Q4_0_8_8.gguf filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,151 @@
+
+---
+
+library_name: transformers
+license: llama3.1
+language:
+- ko
+- vi
+- id
+- km
+- th
+metrics:
+- bleu
+- rouge
+base_model:
+- meta-llama/Llama-3.1-8B-Instruct
+
+---
+
+[![QuantFactory Banner](https://lh7-rt.googleusercontent.com/docsz/AD_4nXeiuCm7c8lEwEJuRey9kiVZsRn2W-b4pWlu3-X534V3YmVuVc2ZL-NXg2RkzSOOS2JXGHutDuyyNAUtdJI65jGTo8jT9Y99tMi4H4MqL44Uc5QKG77B0d6-JfIkZHFaUA71-RtjyYZWVIhqsNZcx8-OMaA?key=xt3VSDoCbmTY7o-cwwOFwQ)](https://hf.co/QuantFactory)
+
+
+# QuantFactory/llama-3.1-Asian-Bllossom-8B-Translator-GGUF
+This is quantized version of [MLP-KTLim/llama-3.1-Asian-Bllossom-8B-Translator](https://huggingface.co/MLP-KTLim/llama-3.1-Asian-Bllossom-8B-Translator) created using llama.cpp
+
+# Original Model Card
+
+
+# Model Card for Model ID
+
+This model is a multilingual translation model fine-tuned on LLaMA 3.1 Instruct base model. It enables mutual translation between the following Southeast Asian languages:
+
+- Korean
+- Vietnamese
+- Indonesian
+- Cambodian (Khmer)
+- Thai
+
+## Acknowledgements
+AICA  <img src="https://aica-gj.kr/images/logo.png" width="20%" height="20%">
+
+## Model Details
+The model is designed for translating short text segments between any pair of the supported languages.
+
+Supported language pairs:
+
+- Korean ↔ Vietnamese
+- Korean ↔ Indonesian
+- Korean ↔ Cambodian
+- Korean ↔ Thai
+- Vietnamese ↔ Indonesian
+- Vietnamese ↔ Cambodian
+- Vietnamese ↔ Thai
+- Indonesian ↔ Cambodian
+- Indonesian ↔ Thai
+- Cambodian ↔ Thai
+
+### Model Description
+
+This model is specifically optimized for Southeast Asian language translation needs, focusing on enabling communication between these specific language communities. 
+
+The extensive training data of 20M examples (1M for each translation direction) provides a robust foundation for handling common expressions and basic conversations across these languages.
+
+### Model Architecture
+
+Base Model: meta-llama/Llama-3.1-8B-Instruct
+
+
+## Bias, Risks, and Limitations
+
+- Performance is limited to short sentences and phrases
+- May not handle complex or lengthy text effectively
+- Translation quality may vary depending on language pair and content complexity
+
+## Evaluation results
+
+| Source Language | Target Language | BLEU Score | ROUGE-1 | ROUGE-L |
+|----------------|-----------------|------------|---------|---------|
+| Korean         | Vietnamese      | 56.70      | 81.64   | 76.66   |
+| Korean         | Cambodian       | 71.69      | 89.26   | 88.20   |
+| Korean         | Indonesian      | 58.32      | 80.39   | 76.63   |
+| Korean         | Thai            | 63.26      | 78.88   | 72.29   |
+| Vietnamese     | Korean          | 49.01      | 75.57   | 72.74   |
+| Vietnamese     | Cambodian       | 78.26      | 90.74   | 90.32   |
+| Vietnamese     | Indonesian      | 65.96      | 83.08   | 81.46   |
+| Vietnamese     | Thai            | 65.93      | 81.09   | 76.57   |
+| Cambodian      | Korean          | 49.10      | 72.67   | 69.75   |
+| Cambodian      | Vietnamese      | 63.42      | 81.56   | 79.09   |
+| Cambodian      | Indonesian      | 61.41      | 79.67   | 77.75   |
+| Cambodian      | Thai            | 70.91      | 81.85   | 77.66   |
+| Indonesian     | Korean          | 53.61      | 77.14   | 74.29   |
+| Indonesian     | Vietnamese      | 68.21      | 85.41   | 83.10   |
+| Indonesian     | Cambodian       | 78.84      | 90.81   | 90.35   |
+| Indonesian     | Thai            | 67.12      | 81.54   | 77.19   |
+| Thai           | Korean          | 45.59      | 72.48   | 69.46   |
+| Thai           | Vietnamese      | 61.55      | 81.01   | 78.24   |
+| Thai           | Cambodian       | 78.52      | 91.47   | 91.16   |
+| Thai           | Indonesian      | 58.99      | 78.56   | 76.40   |
+
+## Example
+
+```py
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model = AutoModelForCausalLM.from_pretrained(
+    "MLP-KTLim/llama-3.1-Asian-Bllossom-8B-Translator",
+    torch_dtype="auto",
+    device_map="auto",
+)
+
+tokenizer = AutoTokenizer.from_pretrained(
+    "MLP-KTLim/llama-3.1-Asian-Bllossom-8B-Translator",
+)
+
+input_text = "안녕하세요? 아시아 언어 번역 모델 입니다."
+
+def get_input_ids(source_lang, target_lang, message):
+    assert source_lang in ["Korean", "Vietnamese", "Indonesian", "Thai", "Cambodian"]
+    assert target_lang in ["Korean", "Vietnamese", "Indonesian", "Thai", "Cambodian"]
+    
+    input_ids = tokenizer.apply_chat_template(
+        conversation=[
+            {"role": "system", "content": f"You are a useful translation AI. Please translate the sentence given in {source_lang} into {target_lang}."},
+            {"role": "user", "content": message},
+        ],
+        tokenize=True,
+        return_tensors="pt",
+        add_generation_prompt=True,
+    )
+    return input_ids
+
+input_ids = get_input_ids(
+    source_lang="Korean",
+    target_lang="Vietnamese",
+    message=input_text,
+)
+
+output = model.generate(
+    input_ids.to(model.device),
+    max_new_tokens=128,
+)
+
+print(tokenizer.decode(output[0][len(input_ids[0]):], skip_special_tokens=True))
+```
+
+
+## Contributor
+- 원인호 (wih1226@seoultech.ac.kr)
+- 김민준 (mjkmain@seoultech.ac.kr)
+
+

configuration.json

@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "others", "allow_remote": true}

llama-3.1-Asian-Bllossom-8B-Translator.Q2_K.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ce6cc376fe14246c75dfc2950f3e2ef7dab02d223120227b8d8c6b261f6435a
+size 3179136352

llama-3.1-Asian-Bllossom-8B-Translator.Q3_K_L.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2d63db545c414e0abc5de575204f0167d6724d78a2342350fe809f98feeaa55
+size 4321961312

llama-3.1-Asian-Bllossom-8B-Translator.Q3_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45e235d6b8bf298862a031bc1ba238b3436e5ba5de0fe26a91810d54368ea2e5
+size 4018922848

llama-3.1-Asian-Bllossom-8B-Translator.Q3_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ebe9c4f006becd324c1559435ebb1fe7c5566d01410f38313c09c7fdc16c350d
+size 3664504160

llama-3.1-Asian-Bllossom-8B-Translator.Q4_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:889b19180b29ca4bb0567426a44d4a0d717e1e09e4593463d03a1b8a24c5570f
+size 4661216608

llama-3.1-Asian-Bllossom-8B-Translator.Q4_0_4_4.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73be4caaaee2a624fa0155f926513408c59e1d9955d1e98e7285531372e1f011
+size 4661216608

llama-3.1-Asian-Bllossom-8B-Translator.Q4_0_4_8.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8cd82427285627c7ede558a36f2c6f90fb4707116091e2df096d823849e449f
+size 4661216608

llama-3.1-Asian-Bllossom-8B-Translator.Q4_0_8_8.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f4544c4505bda00cd930184fcf2bf56fb0d9b343ddac941cd68b0504b0a57d7e
+size 4661216608

llama-3.1-Asian-Bllossom-8B-Translator.Q4_1.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5210ebd599dd5968e858b49ccfa2538d6685c5de07d6e32b27cd5157e426ee94
+size 5130257760

llama-3.1-Asian-Bllossom-8B-Translator.Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e996e6c9da143aa13770925f840b5f150b85bd057fd5c563a7e10ee621c0fe01
+size 4920739168

llama-3.1-Asian-Bllossom-8B-Translator.Q4_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c111ab784eb742c1eb27158637ab92441c27ab7ebf4ed1d9948d38a08ef6635
+size 4692673888

llama-3.1-Asian-Bllossom-8B-Translator.Q5_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5700fa0c48db5e996759ad38c0d0a5ac10d0059e252933f252ad1585d002d565
+size 5599298912

llama-3.1-Asian-Bllossom-8B-Translator.Q5_1.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:71de48c86a8233b90e705cef65de2d4affa3d9e8c44ada2111169d36687aee81
+size 6068340064

llama-3.1-Asian-Bllossom-8B-Translator.Q5_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5710fea256f67ce48cb2213b3444224c9521dd33d456b1341a8b53a286ee8828
+size 5732992352

llama-3.1-Asian-Bllossom-8B-Translator.Q5_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5de5422d74760becd20d924ca4f42ecc8699ae0946c45484ff0930cd41215a71
+size 5599298912

llama-3.1-Asian-Bllossom-8B-Translator.Q6_K.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ac05cc8867ae60b8206a2c942d09172d8079bbf658799cd57de6c67c02c80fa
+size 6596011360

llama-3.1-Asian-Bllossom-8B-Translator.Q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:619ae723e4e3c56c25f04202982e612cf0846e0c2b59295bb91e258241b7fa37
+size 8540775776