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library_name: transformers
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#
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<!-- Provide a quick summary of what the model is/does. -->
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## Model Details
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### Model Description
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- **Funded by [optional]:** [More Information Needed]
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- **Shared by [optional]:** [More Information Needed]
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- **Model type:** [More Information Needed]
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- **Language(s) (NLP):** [More Information Needed]
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- **License:** [More Information Needed]
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- **Finetuned from model [optional]:** [More Information Needed]
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### Model Sources [optional]
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- **Repository:** [More Information Needed]
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- **Paper [optional]:** [More Information Needed]
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- **Demo [optional]:** [More Information Needed]
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## Uses
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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### Direct Use
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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### Downstream Use [optional]
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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[More Information Needed]
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### Out-of-Scope Use
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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[More Information Needed]
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## Bias, Risks, and Limitations
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<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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[More Information Needed]
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### Recommendations
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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## How to Get Started with the Model
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Use the code below to get started with the model.
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[More Information Needed]
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## Training Details
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### Training Data
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<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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[More Information Needed]
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### Training Procedure
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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#### Preprocessing [optional]
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[More Information Needed]
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#### Training Hyperparameters
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- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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#### Speeds, Sizes, Times [optional]
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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[More Information Needed]
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## Evaluation
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<!-- This section describes the evaluation protocols and provides the results. -->
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### Testing Data, Factors & Metrics
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#### Testing Data
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<!-- This should link to a Dataset Card if possible. -->
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[More Information Needed]
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#### Factors
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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[More Information Needed]
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#### Metrics
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<!-- These are the evaluation metrics being used, ideally with a description of why. -->
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[More Information Needed]
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### Results
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[More Information Needed]
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#### Summary
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## Model Examination [optional]
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<!-- Relevant interpretability work for the model goes here -->
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[More Information Needed]
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## Environmental Impact
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- **Hardware Type:** [More Information Needed]
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- **Hours used:** [More Information Needed]
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- **Cloud Provider:** [More Information Needed]
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- **Compute Region:** [More Information Needed]
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- **Carbon Emitted:** [More Information Needed]
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## Technical Specifications [optional]
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### Model Architecture and Objective
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[More Information Needed]
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### Compute Infrastructure
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[More Information Needed]
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#### Hardware
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[More Information Needed]
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#### Software
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[More Information Needed]
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library_name: transformers
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license: cc-by-nc-sa-4.0
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language:
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- ko
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- en
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# Llama-3-KoEn-8B-xtuner-llava-preview ๐
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<!-- Provide a quick summary of what the model is/does. -->
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Llama-3-KoEn-8B-xtuner-llava-preview ๐ is Korean based MutliModal based on Llava architecture, merged with [ChatVector](https://arxiv.org/abs/2310.04799) methods leveraging 2 models:
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1) [beomi/Llama-3-KoEn-8B-preview](https://huggingface.co/beomi/Llama-3-KoEn-8B-preview),
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2) [xtuner/llava-llama-3-8b-transformers](https://huggingface.co/xtuner/llava-llama-3-8b-transformers)
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## Model Details
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### Model Description
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- **Developed by:** Junbum Lee (Beomi)
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- **Model type:** HuggingFace Llava ๐
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- **Language(s) (NLP):** Korean, English
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- **License:** cc-by-nc-sa-4.0 under Llama3 License
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- **Merged from model:** [beomi/Llama-3-KoEn-8B-preview](https://huggingface.co/beomi/Llama-3-KoEn-8B-preview) / [xtuner/llava-llama-3-8b-transformers](https://huggingface.co/xtuner/llava-llama-3-8b-transformers)
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### Direct Use
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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![Cat walking on frozen Han-River, Seoul](https://cdn-uploads.huggingface.co/production/uploads/5e56829137cb5b49818287ea/NWfoArWI4UPAxpEnolkwT.jpeg)
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```python
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import requests
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from PIL import Image
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import torch
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from transformers import AutoProcessor, LlavaForConditionalGeneration
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model_id = "beomi/Llama-3-KoEn-8B-xtuner-llava-preview"
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model = LlavaForConditionalGeneration.from_pretrained(
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model_id,
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torch_dtype='auto',
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device_map='auto',
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)
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processor = AutoProcessor.from_pretrained(model_id)
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from transformers import AutoTokenizer
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tokenizer = AutoTokenizer.from_pretrained('./llava-llama-3-KoEn-8b-v1_1-transformers')
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terminators = [
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tokenizer.eos_token_id,
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tokenizer.convert_tokens_to_ids("<|eot_id|>")
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]
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prompt = ("<|start_header_id|>user<|end_header_id|>\n\n<image>\n์ด ์ด๋ฏธ์ง์ ๋ํด์ ์ค๋ช
ํด์ฃผ์ธ์.<|eot_id|>"
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"<|start_header_id|>assistant<|end_header_id|>\n\n์ด ์ด๋ฏธ์ง์๋")
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image_file = "https://cdn-uploads.huggingface.co/production/uploads/5e56829137cb5b49818287ea/NWfoArWI4UPAxpEnolkwT.jpeg"
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raw_image = Image.open(requests.get(image_file, stream=True).raw)
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inputs = processor(prompt, raw_image, return_tensors='pt').to(0, torch.float16)
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output = model.generate(**inputs, max_new_tokens=400, do_sample=True, eos_token_id=terminators,)
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print(processor.decode(output[0][2:], skip_special_tokens=False))
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# --- Example Output ---
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user<|end_header_id|>
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<image>
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์ด ์ด๋ฏธ์ง์ ๋ํด์ ์ค๋ช
ํด์ฃผ์ธ์.<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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์ด ์ด๋ฏธ์ง์๋ ๊ณ ์์ด ํ ๋ง๋ฆฌ๊ฐ ๊ฐ๋ฌผ ์๋ฅผ ๊ฑธ์ด๊ฐ๋ ๋ชจ์ต์ด ๋ณด์ฌ์ง๋๋ค. ๊ณ ์์ด๋ ๊ฐ๋ฌผ์ ์๋ฌผ๊ฒฐ์ ๋ฏธ๋๋ผ์ ํ๊ณ ๊ฐ ๊ฐ๋ก๋ฅผ ์ง๋๋ ๋ฐ ๋ฅ์ํ๊ฒ ๋ณด์
๋๋ค. ๊ณ ์์ด์ ๋ฐ์ ๊ฐ๋ฌผ๋ก ์ ๋ค์ด๊ฐ, ๊ทธ๊ฒ์ ์ฆ๊ธฐ๋ฉฐ ๊ฑธ์ด๊ฐ๋๋ค.
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๋ํ ์ด ์ด๋ฏธ์ง๋ ์์ฑ ๋
น์์ ํ๊ฑฐ๋ ๋
นํ๋ ์๋ฃ๋ก ์ ์๋์์ผ๋ฉฐ, ์ฃผ๋ก ๊ณ ์์ด์ ๋ชจ์ต์ ๊ฐํ๊ฒ ๋ณด์ฌ์ค๋๋ค. ์๋ฆฌ ํจ๊ณผ๋ ์ฌ๋ฌ ๊ฐ์ง๋ก ์ถ๊ฐํ์ฌ ๊ณ ์์ด์ ์คํ ๋ฆฌ๋ฅผ ๋ค์ํ๊ฒ ์ ๋ฌํฉ๋๋ค. ๊ฐ๋ฌผ์ ์๋ฌผ๊ฒฐ์ ๋ํ๋ด๋ฉฐ ๊ฐ๋ฌผ ์๋ฅผ ๊ฑท๋ ๊ณ ์์ด์ ๋ชจ์ต์ ๋์ฑ ๊ฐ๋ ฌํ๊ฒ ๊ฐ์กฐํ๊ธฐ ์ํด ์๋ฌผ๊ฒฐ์ ํตํด ๋ ๋ํ
์ผํ ์ฅ๋ฉด์ ๋ณด์ฌ์ค๋๋ค.<|eot_id|>
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```
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