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  ---
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  library_name: transformers
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- tags: []
 
 
 
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  ---
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- # Model Card for Model ID
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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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- <!-- Provide a longer summary of what this model is. -->
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- This is the model card of a ๐Ÿค— transformers model that has been pushed on the Hub. This model card has been automatically generated.
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- - **Developed by:** [More Information Needed]
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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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-
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- ### Model Sources [optional]
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- <!-- Provide the basic links for the model. -->
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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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- [More Information Needed]
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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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-
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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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- #### 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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- ### Compute Infrastructure
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- #### Hardware
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- #### Software
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- [More Information Needed]
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- ## Citation [optional]
 
 
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- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 
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- **BibTeX:**
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- [More Information Needed]
 
 
 
 
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- **APA:**
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- [More Information Needed]
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- ## Glossary [optional]
 
 
 
 
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- <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
 
 
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- [More Information Needed]
 
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- ## More Information [optional]
 
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- ## Model Card Authors [optional]
 
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- ## Model Card Contact
 
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- [More Information Needed]
 
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  ---
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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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  ---
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+ # Llama-3-KoEn-8B-xtuner-llava-preview ๐ŸŒ‹
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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 ๐ŸŒ‹ 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 ๐ŸŒ‹
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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>\n์ด ์ด๋ฏธ์ง€์— ๋Œ€ํ•ด์„œ ์„ค๋ช…ํ•ด์ฃผ์„ธ์š”.<|eot_id|>"
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+ "<|start_header_id|>assistant<|end_header_id|>\n\n์ด ์ด๋ฏธ์ง€์—๋Š”")
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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 ์ด๋ฏธ์ง€์— ๋Œ€ํ•ด์„œ ์„ค๋ช…ํ•ด์ฃผ์„ธ์š”.<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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+ ์ด ์ด๋ฏธ์ง€์—๋Š” ๊ณ ์–‘์ด ํ•œ ๋งˆ๋ฆฌ๊ฐ€ ๊ฐ•๋ฌผ ์œ„๋ฅผ ๊ฑธ์–ด๊ฐ€๋Š” ๋ชจ์Šต์ด ๋ณด์—ฌ์ง‘๋‹ˆ๋‹ค. ๊ณ ์–‘์ด๋Š” ๊ฐ•๋ฌผ์˜ ์ž”๋ฌผ๊ฒฐ์— ๋ฏธ๋„๋Ÿผ์„ ํƒ€๊ณ  ๊ฐ• ๊ฐ€๋กœ๋ฅผ ์ง€๋‚˜๋Š” ๋ฐ ๋Šฅ์ˆ™ํ•˜๊ฒŒ ๋ณด์ž…๋‹ˆ๋‹ค. ๊ณ ์–‘์ด์˜ ๋ฐœ์€ ๊ฐ•๋ฌผ๋กœ ์ž˜ ๋“ค์–ด๊ฐ€, ๊ทธ๊ฒƒ์„ ์ฆ๊ธฐ๋ฉฐ ๊ฑธ์–ด๊ฐ‘๋‹ˆ๋‹ค.
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+ ๋˜ํ•œ ์ด ์ด๋ฏธ์ง€๋„ ์Œ์„ฑ ๋…น์Œ์„ ํ•˜๊ฑฐ๋‚˜ ๋…นํ™”๋œ ์ž๋ฃŒ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ฃผ๋กœ ๊ณ ์–‘์ด์˜ ๋ชจ์Šต์„ ๊ฐ•ํ•˜๊ฒŒ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค. ์†Œ๋ฆฌ ํšจ๊ณผ๋„ ์—ฌ๋Ÿฌ ๊ฐ€์ง€๋กœ ์ถ”๊ฐ€ํ•˜์—ฌ ๊ณ ์–‘์ด์˜ ์Šคํ† ๋ฆฌ๋ฅผ ๋‹ค์–‘ํ•˜๊ฒŒ ์ „๋‹ฌํ•ฉ๋‹ˆ๋‹ค. ๊ฐ•๋ฌผ์€ ์ž”๋ฌผ๊ฒฐ์„ ๋‚˜ํƒ€๋‚ด๋ฉฐ ๊ฐ•๋ฌผ ์œ„๋ฅผ ๊ฑท๋Š” ๊ณ ์–‘์ด์˜ ๋ชจ์Šต์„ ๋”์šฑ ๊ฐ•๋ ฌํ•˜๊ฒŒ ๊ฐ•์กฐํ•˜๊ธฐ ์œ„ํ•ด ์ž”๋ฌผ๊ฒฐ์„ ํ†ตํ•ด ๋” ๋””ํ…Œ์ผํ•œ ์žฅ๋ฉด์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.<|eot_id|>
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+ ```
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