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Model: QwenCollection/Nusantara-0.8b-Indo-Chat
Source: Original Platform

.gitattributes

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README.md

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+---
+library_name: transformers
+widget:
+- messages:
+  - role: system
+    content: Anda adalah seorang konselor karir. User akan memberi Anda seorang individu
+       mencari bimbingan dalam kehidupan profesional mereka, dan tugas Anda adalah membantu
+       mereka dalam menentukan karir apa yang paling cocok bagi mereka berdasarkan keterampilan mereka,
+       minat, dan pengalaman. Anda juga harus melakukan penelitian terhadap berbagai hal tersebut
+       pilihan yang tersedia, jelaskan tren pasar kerja di berbagai industri, Dan
+       saran tentang kualifikasi mana yang akan bermanfaat untuk mengejar bidang tertentu.
+  - role: user
+    content: Hellow!
+  - role: assistant
+    content: Hai! Apa yang bisa saya bantu?
+  - role: user
+    content: Saya tertarik untuk mengembangkan karir di bidang rekayasa perangkat lunak. Apa
+       Anda mau merekomendasikan saya untuk melakukannya?
+- messages:
+  - role: system
+    content: Anda adalah asisten yang berpengetahuan luas. Bantu user sebanyak yang Anda bisa.
+  - role: user
+    content: Bagaimana caranya menjadi lebih sehat?
+- messages:
+  - role: system
+    content: Anda adalah asisten yang membantu dan memberikan tanggapan yang cerdas.
+  - role: user
+    content: Haloooo Bund!
+  - role: assistant
+    content: Halo! Apa yang bisa saya bantu?
+  - role: user
+    content: Saya perlu membangun situs web sederhana. Di mana saya harus mulai belajar tentang pengembangan web?
+- messages:
+  - role: system
+    content: Anda adalah asisten yang sangat kreatif. Pengguna akan memberi Anda tugas, yang harus Anda selesaikan dengan seluruh pengetahuan Anda.
+  - role: user
+    content: Tulis latar belakang cerita game RPG tentang penyihir dan naga di dunia fiksi ilmiah.
+inference:
+  parameters:
+    max_new_tokens: 128
+    penalty_alpha: 0.5
+    top_k: 4
+pipeline_tag: text-generation
+tags:
+- conversational
+- convAI
+license: apache-2.0
+language:
+- id
+- en
+datasets:
+- FreedomIntelligence/evol-instruct-indonesian
+---
+
+
+![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/642b04e4ecec03b44649e318/6CCm81lqJ-i7aB38MtrAY.jpeg)
+
+
+
+### Model Description
+
+Nusantara is a series of Open Weight Language Model of Bahasa Indonesia (Indonesia language). Nusantara is based from Qwen1.5 Language Model, finetuned by domain specific of datasets. 
+As Chat-implemented language model, Nusantara is capable to do Question-Answering and respond to instructions given in Bahasa Indonesia. 
+Due to limited resources, only 0.8B, 1.8B, 2.7B, 4B and 7B models are available. If you're interested in funding this project for further development, specific usage, or larger parameters, please contact us.
+
+
+- **Finetuned by:** [Kalis AI](https://huggingface.co/kalisai)
+- **Funded by:** Self-funded
+- **Model type:** transformer-based decoder-only language model
+- **Language(s):** Bahasa Indonesia (id), English (en)
+- **License:** Nusantara is licensed under Apache-2.0, but any usage of this model should comply with [Qwen License](https://huggingface.co/Qwen/Qwen1.5-4B/blob/main/LICENSE)
+- **Finetuned from model:** [Qwen1.5-4B](https://huggingface.co/Qwen/Qwen1.5-4B/tree/main)
+
+### Attentions!
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Due to certain circumstances, models with <4B parameters tend to hallucinate easily. Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. 
+Because this model is also trained with uncensored datasets, there is the possibility of negative impacts arising from using this model. All kinds of impacts that arise as a result of using this model are entirely the responsibility of the user. The model maker is not responsible for any risks incurred.
+
+
+## How to Get Started with the Model
+
+Here provides a code snippet with `apply_chat_template` to show you how to load the tokenizer and model and how to generate contents.
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+device = "cuda" # the device to load the model onto
+
+model = AutoModelForCausalLM.from_pretrained(
+    "kalisai/Nusantara-0.8B-Indo-Chat",
+    torch_dtype="auto",
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained("kalisai/Nusantara-0.8B-Indo-Chat")
+
+prompt = "Berikan saya resep memasak nasi goreng yang lezat."
+messages = [
+    {"role": "system", "content": "Kamu adalah Nusantara, asisten AI yang pintar."},
+    {"role": "user", "content": prompt}
+]
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+)
+model_inputs = tokenizer([text], return_tensors="pt").to(device)
+
+generated_ids = model.generate(
+    model_inputs.input_ids,
+    max_new_tokens=512
+)
+generated_ids = [
+    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
+]
+
+response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
+```
+
+
+## Citation
+
+If you use the Nusantara language model in your research or project, please cite it as:
+```
+@misc{zulfikar_aji_kusworo_2024,
+  title={Nusantara: A Series of Versatile Open Weight Language Model of Bahasa Indonesia},
+  author={Zulfikar Aji Kusworo},
+  publisher={Hugging Face}
+  journal={Hugging Face Repository},
+  year={2024}
+  url = {https://huggingface.co/kalisai}
+}
+```

added_tokens.json

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+{
+  "<|endoftext|>": 151643,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644
+}

config.json

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+{
+  "_name_or_path": "",
+  "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": 40,
+  "num_key_value_heads": 16,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 1000000.0,
+  "sliding_window": 32768,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.38.2",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 151643,
+  "eos_token_id": 151643,
+  "transformers_version": "4.38.2"
+}

model.safetensors

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+size 1650401080

special_tokens_map.json

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+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|endoftext|>"
+}

tokenizer_config.json

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+{
+  "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": "<|endoftext|>",
+  "errors": "replace",
+  "max_length": 512,
+  "model_max_length": 32768,
+  "pad_to_multiple_of": null,
+  "pad_token": "<|endoftext|>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "stride": 0,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": null
+}