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metadata
language:
  - en
  - zh
  - ja
  - ko
metrics:
  - accuracy
pipeline_tag: text-generation
tags:
  - code
  - model
  - llm
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Orion-14B

๋ชฉ๋ก


1. ๋ชจ๋ธ์†Œ๊ฒŒ

-Orion-14B-Base๋Š” 2.5์กฐ ํ† ํฐ์˜ ๋‹ค์–‘ํ•œ ๋ฐ์ดํ„ฐ ์ง‘ํ•ฉ์œผ๋กœ ํ›ˆ๋ จ๋œ 140์–ต ๊ฐœ์˜ ํŒŒ๋ผ๋ฉ”ํ„ฐ๋ฅผ ๊ฐ€์ง„ ๋‹ค์ค‘ ์–ธ์–ด ๋ชจ๋ธ์ด๋‹ค. ์ค‘๊ตญ์–ด, ์˜์–ด, ์ผ๋ณธ์–ด, ํ•œ๊ตญ์–ด ๋ฐ ๊ธฐํƒ€ ์–ธ์–ด๋ฅผ ํฌํ•จํ•œ๋‹ค.๋‹ค์ค‘ ์–ธ์–ด ํ™˜๊ฒฝ์—์„œ ์ผ๋ จ์˜ ์—…๋ฌด์—์„œ ํƒ์›”ํ•œ ์„ฑ๋Šฅ์„ ๋ณด์ธ๋‹ค. Orion-14B ์‹œ๋ฆฌ์ฆˆ์˜ ๋ชจ๋ธ๋“ค์€ ์ฃผ์š” ๊ณต๊ฐœ ๊ธฐ์ค€ ์ธก์ •์—์„œ ์šฐ์ˆ˜ํ•œ ์„ฑ์ ์„ ๊ฑฐ๋‘์—ˆ์œผ๋ฉฐ ์—ฌ๋Ÿฌ๊ฐ€์ง€ ์ง€ํ‘œ๊ฐ€ ๋™์ผํ•œ ํŒŒ๋ผ๋ฉ”ํ„ฐ๋ฅผ ๊ฐ€์ง„ ๋‹ค๋ฅธ ๋ชจ๋ธ๋“ค์„ ํ˜„์ €ํžˆ ์ดˆ์›”ํ•œ๋‹ค. ๊ตฌ์ฒด์ ์ธ ๊ธฐ์ˆ  ๋””ํ…Œ์ผ์€ [๊ธฐ์ˆ ๋ณด๊ณ ์„œ]๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”. (https://github.com/OrionStarAI/Orion/blob/master/doc/Orion14B_v3.pdf)ใ€‚

  • Orion-14B์‹œ๋ฆฌ์ฆˆ ๋Œ€ํ˜• ๋ชจ๋ธ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์€ ํŠน์ง•์ด ์žˆ๋‹ค.

    • ๋ฒ ์ด์Šค20B ํŒŒ๋ผ๋ฉ”ํ„ฐ ๋ ˆ๋ฒจ์ธ ๋Œ€ํ˜• ๋ชจ๋ธ์˜ ์ข…ํ•ฉ์ ์ธ ํ‰๊ฐ€ ๊ฒฐ๊ณผ๊ฐ€ ์šฐ์ˆ˜ํ•˜๋‹ค
    • ๋‹ค๊ตญ์–ด ๋Šฅ๋ ฅ์ด ๋›ฐ์–ด๋‚˜๊ณ  ์ผ๋ณธ์–ด์™€ ํ•œ๊ตญ์–ด ํ…Œ์ŠคํŠธ ์„ธํŠธ์—์„œ ํ˜„์ €ํžˆ ์•ž์„ ๋‹ค
    • ๋ฏธ์„ธ์กฐ์ • ๋ชจ๋ธ์€ ์ ์‘์„ฑ์ด ๊ฐ•ํ•˜๋ฉฐ ์ธ์œ„ ํ‘œ์‹œ์˜ ๋ธ”๋ผ์ธ๋“œ ํ…Œ์ŠคํŠธ์—์„œ ํ™œ์•ฝ์ด ๋‘๋“œ๋Ÿฌ์ง„๋‹ค
    • ๊ธด ์ปจํ…์ŠคํŠธ ๋ฒ„์ „์€ ์ตœ๋Œ€ 320k๊นŒ์ง€ ์ง€์›ํ•˜๋Š” 200k ํ† ํฐ์— ๋›ฐ์–ด๋‚œ ๊ธด ํ…์ŠคํŠธ๋ฅผ ์ง€์ง€ํ•œ๋‹ค
    • ์ •๋Ÿ‰ํ™” ๋ฒ„์ „ ๋ชจ๋ธ ํฌ๊ธฐ๋ฅผ 70% ์ค„์ด๊ณ  ์ถ”๋ก  ์†๋„๋ฅผ 30% ๋†’์ด๋ฉฐ ์„ฑ๋Šฅ ์†์‹ค์„ 1% ๋ฏธ๋งŒํ•˜๋‹ค
      opencompass modelcap
  • ๊ตฌ์ฒด์ ์œผ๋กœ ๋งํ•˜๋ฉด Orion-14B์‹œ๋ฆฌ์ฆˆ ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ์€ ๋‹ค์Œ๊ณผ ๊ฐ™์€ ๋‚ด์šฉ์„ ํฌํ•จํ•œ๋‹ค:

    • Orion-14B-Base: 2.5์–ต ํ† ์ผ„์Šค ๋‹ค์–‘ํ™” ๋ฐ์ดํ„ฐ ์„ธํŠธ๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ 140์–ต ํŒŒ๋ผ๋ฉ”ํ„ฐ ๊ทœ๋ชจ์˜ ๋‹ค์–ธ์–ด ๊ธฐ๋ฐ˜ ๋ชจ๋ธ.
    • Orion-14B-Chat: ๊ณ ํ€„๋ฆฌํ‹ฐ ์ฝ”ํผ์Šค ๋ฏธ์„ธ์กฐ์ •์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ ๋Œ€ํ™”ํ˜• ๋ชจ๋ธ. ๋Œ€ํ˜• ๋ชจ๋ธ ์ปค๋ฎค๋‹ˆํ‹ฐ๋ฅผ ์œ„ํ•ด ๋” ๋‚˜์€ ์‚ฌ์šฉ์ž ์ธํ„ฐ๋ž™์…˜ ๊ฒฝํ—˜์„ ์ œ๊ณตํ•˜๋„๋ก ํ•œ๋‹ค.
    • Orion-14B-LongChat: 200k ํ† ํฐ ๊ธธ์ด์— ํšจ๊ณผ์ ์ด๋ฉฐ ์ตœ๋Œ€ 320k๊นŒ์ง€ ์ง€์›ํ•˜๋ฉฐ ๊ธด ํ…์ŠคํŠธ ํ‰๊ฐ€ ์„ธํŠธ์—์„œ ๋…์  ๋ชจ๋ธ๊ณผ ๋น„๊ตํ•  ์ˆ˜ ์žˆ๋‹ค.
    • Orion-14B-Chat-RAG: ๋งž์ถฐ ์ œ์ •๋œ ๊ฒ€์ƒ‰ ํ–ฅ์ƒ ์ƒ์„ฑ ๋ฐ์ดํ„ฐ ์„ธํŠธ์—์„œ ๋ฏธ์„ธ์กฐ์ •ํ•˜์—ฌ ๊ฒ€์ƒ‰ ํ–ฅ์ƒ ์ƒ์„ฑ ์ž‘์—…์—์„œ ๋›ฐ์–ด๋‚œ ์„ฑ๋Šฅ์„ ์ œ๊ณตํ•œ ์ฑ„ํŒ… ๋ชจ๋ธ.
    • Orion-14B-Chat-Plugin: ํ”Œ๋Ÿฌ๊ทธ์ธ ๋ฐ ํ•จ์ˆ˜ ์ „์šฉ ์ž‘์—…์— ๋งž์ถฐ ์ œ์ •๋œ ์ฑ„ํŒ… ๋ชจ๋ธ. ์—์ด์ „ํŠธ์™€ ๊ด€๋ จ๋œ ์ƒํ™ฉ์— ์•„์ฃผ ์ž˜ ์ ์šฉ๋˜์–ด ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ์ด ํ”Œ๋Ÿฌ๊ทธ์ธ ๋ฐ ํ•จ์ˆ˜ ์ „์šฉ ์‹œ์Šคํ…œ์˜ ์—ญํ• ์„ ํ•œ๋‹ค.
    • Orion-14B-Base-Int4: int4๋กœ ๊ณ„๋Ÿ‰ํ™”ํ•˜๋Š” ๋ฒ ์ด์Šค ๋ชจ๋ธ. ๋ชจ๋ธ ํฌ๊ธฐ๋ฅผ 70%๋ฅผ ์ค„์ด๋ฉฐ ์ถ”๋ฆฌ ์†๋„๋ฅผ 30% ๋†’์—ฌ 1%์˜ ์ตœ์†Œํ•œ์˜ ์„ฑ๋Šฅ ์†์‹ค๋งŒ ๊ฐ€์ ธ์™”๋‹ค.
    • Orion-14B-Chat-Int4: int4๋กœ ๊ณ„๋Ÿ‰ํ™”ํ•˜๋Š” ๋Œ€ํ™” ๋ชจ๋ธ.


2. ๋‹ค์šด๋กœ๋“œ ๊ฒฝ๋กœ

๋ฐœํ‘œ๋œ ๋ชจ๋ธ ๋ฐ ๋‹ค์šด๋กœ๋“œ ๋งํฌ๋Š” ๋‹ค์Œ ํ‘œ๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”:

๋ชจ๋ธ ๋ช…์นญ HuggingFace๋‹ค์šด๋กœ๋“œ ๋งํฌ ModelScope๋‹ค์šด๋กœ๋“œ ๋งํฌ
โšพ ๋ฒ ์ด์Šค ๋ชจ๋ธ Orion-14B-Base Orion-14B-Base
๐Ÿ˜› ๋Œ€ํ™” ๋ชจ๋ธ Orion-14B-Chat Orion-14B-Chat
๐Ÿ“ƒ ๊ธด ์ปจํ…์ŠคํŠธ ๋ชจ๋ธ Orion-14B-LongChat Orion-14B-LongChat
๐Ÿ”Ž ๊ฒ€์ƒ‰ ํ–ฅ์ƒ ๋ชจ๋ธ Orion-14B-Chat-RAG Orion-14B-Chat-RAG
๐Ÿ”Œ ํ”Œ๋Ÿฌ๊ทธ์ธ ๋ชจ๋ธ Orion-14B-Chat-Plugin Orion-14B-Chat-Plugin
๐Ÿ’ผ ๋ฒ ์ด์ŠคInt4๊ณ„๋Ÿ‰ํ™” ๋ชจ๋ธ Orion-14B-Base-Int4 Orion-14B-Base-Int4
๐Ÿ“ฆ ๋Œ€ํ™”Int4๊ณ„๋Ÿ‰ํ™” ๋ชจ๋ธ Orion-14B-Chat-Int4 Orion-14B-Chat-Int4


3. ํ‰๊ฐ€ ๊ฒฐ๊ณผ

3.1. ๋ฒ ์ด์Šค ๋ชจ๋ธOrion-14B-Baseํ‰๊ฐ€

3.1.1. ์ „๋ฌธ ์ง€์‹ ๋ฐ ์‹œํ—˜๋ฌธ์ œ ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ C-Eval CMMLU MMLU AGIEval Gaokao BBH
LLaMA2-13B 41.4 38.4 55.0 30.9 18.2 45.6
Skywork-13B 59.1 61.4 62.7 43.6 56.1 48.3
Baichuan2-13B 59.0 61.3 59.5 37.4 45.6 49.0
QWEN-14B 71.7 70.2 67.9 51.9 62.5 53.7
InternLM-20B 58.8 59.0 62.1 44.6 45.5 52.5
Orion-14B-Base 72.9 70.6 69.9 54.7 62.1 56.5

3.1.2. ์ดํ•ด ๋ฐ ํ†ต์‹ ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ RACE-middle RACE-high HellaSwag PIQA Lambada WSC
LLaMA 2-13B 63.0 58.9 77.5 79.8 76.5 66.3
Skywork-13B 87.6 84.1 73.7 78.3 71.8 66.3
Baichuan 2-13B 68.9 67.2 70.8 78.1 74.1 66.3
QWEN-14B 93.0 90.3 80.2 79.8 71.4 66.3
InternLM-20B 86.4 83.3 78.1 80.3 71.8 68.3
Orion-14B-Base 93.2 91.3 78.5 79.5 78.8 70.2

3.1.3. OpenCompassํ‰๊ฐ€ ์„ธํŠธ ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ Average Examination Language Knowledge Understanding Reasoning
LLaMA 2-13B 47.3 45.2 47.0 58.3 50.9 43.6
Skywork-13B 53.6 61.1 51.3 52.7 64.5 45.2
Baichuan 2-13B 49.4 51.8 47.5 48.9 58.1 44.2
QWEN-14B 62.4 71.3 52.67 56.1 68.8 60.1
InternLM-20B 59.4 62.5 55.0 60.1 67.3 54.9
Orion-14B-Base 64.3 71.4 55.0 60.0 71.9 61.6

3.1.4. ์ผ๋ณธ์–ด ํ…Œ์ŠคํŠธ ์„ธํŠธ ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ Average JCQA JNLI MARC JSQD JQK XLS XWN MGSM
PLaMo-13B 52.3 56.7 42.8 95.8 70.6 71.0 8.70 70.5 2.40
WebLab-10B 50.7 66.6 53.7 82.1 62.9 56.2 10.0 72.0 2.40
ELYZA-jp-7B 48.8 71.7 25.3 86.6 70.8 64.1 2.50 62.1 7.20
StableLM-jp-7B 51.1 33.4 43.3 96.7 70.6 78.1 10.7 72.8 2.80
LLaMA 2-13B 46.3 75.0 47.6 38.8 76.1 67.7 18.1 63.2 10.4
Baichuan 2-13B 57.1 73.7 31.3 91.6 80.5 63.3 18.6 72.2 25.2
QWEN-14B 65.8 85.9 60.7 97.0 83.3 71.8 18.8 70.6 38.0
Yi-34B 67.1 83.8 61.2 95.2 86.1 78.5 27.2 69.2 35.2
Orion-14B-Base 69.1 88.2 75.8 94.1 75.7 85.1 17.3 78.8 38.0

3.1.5. ํ•œ๊ตญ์–ด ํ…Œ์ŠคํŠธ ์„ธํŠธn-shotํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ Average
n=0  n=5
HellaSwag
n=0  n=5
COPA
n=0  n=5
BooIQ
n=0  n=5
SentiNeg
n=0  n=5
KoGPT 53.0    70.1 55.9    58.3 73.5    72.9 45.1    59.8 37.5    89.4
Polyglot-ko-13B 69.6    73.7 59.5    63.1 79.4    81.1 48.2    60.4 91.2    90.2
LLaMA 2-13B 46.7    63.7 41.3    44.0 59.3    63.8 34.9    73.8 51.5    73.4
Baichuan 2-13B 52.1    58.7 39.2    39.6 60.6    60.6 58.4    61.5 50.3    72.9
QWEN-14B 53.8    73.7 45.3    46.8 64.9    68.9 33.4    83.5 71.5    95.7
Yi-34B 54.2    72.1 44.6    44.7 58.0    60.6 65.9    90.2 48.3    92.9
Orion-14B-Base 74.5    79.6 47.0    49.6 77.7    79.4 81.6    90.7 92.4    98.7

3.1.6. ๋‹ค๊ตญ์–ด ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ Train Lang Japanese Korean Chinese English
PLaMo-13B En,Jp 52.3 * * *
Weblab-10B En,Jp 50.7 * * *
ELYZA-jp-7B En,Jp 48.8 * * *
StableLM-jp-7B En,Jp 51.1 * * *
KoGPT-6B En,Ko * 70.1 * *
Polyglot-ko-13B En,Ko * 70.7 * *
Baichuan2-13B Multi 57.1 58.7 50.8 57.1
Qwen-14B Multi 65.8 73.7 64.5 65.4
Llama2-13B Multi 46.3 63.7 41.4 55.3
Yi-34B Multi 67.1 72.2 58.7 68.8
Orion-14B-Base Multi 69.1 79.5 67.9 67.3

3.2. ๋Œ€ํ™” ๋ชจ๋ธOrion-14B-Chatํ‰๊ฐ€

3.2.1. ๋Œ€ํ™” ๋ชจ๋ธMTBench์ฃผ๊ด€์  ํ‰๊ฐ€

๋ชจ๋ธ ๋ช…์นญ 1๋ผ์šด๋“œ 2๋ผ์šด๋“œ ํ‰๊ท 
Baichuan2-13B-Chat 7.05 6.47 6.76
Qwen-14B-Chat 7.30 6.62 6.96
Llama2-13B-Chat 7.10 6.20 6.65
InternLM-20B-Chat 7.03 5.93 6.48
Orion-14B-Chat 7.68 7.07 7.37

*์ด ํ‰๊ฐ€๋Š” vllm์„ ์ด์šฉํ•˜์—ฌ ์ถ”๋ฆฌํ•œ๋‹ค

3.2.2. ๋Œ€ํ™” ๋ชจ๋ธAlignBench์ฃผ๊ด€์  ํ‰๊ฐ€

๋ชจ๋ธ ๋ช…์นญ ์ˆ˜ํ•™ ๋Šฅ๋ ฅ ๋…ผ๋ฆฌ์  ์ถ”๋ฆฌ ๊ธฐ๋ณธ ๋Šฅ๋ ฅ ์ค‘๊ตญ์–ด ์ดํ•ด ์ข…ํ•ฉ์  ๋ฌธ๋‹ต ๊ธ€์“ฐ๊ธฐ ๋Šฅ๋ ฅ ๋กค ํ”Œ๋ ˆ์ด ์ „๋ฌธ ์ง€์‹ ํ‰๊ท 
Baichuan2-13B-Chat 3.76 4.07 6.22 6.05 7.11 6.97 6.75 6.43 5.25
Qwen-14B-Chat 4.91 4.71 6.90 6.36 6.74 6.64 6.59 6.56 5.72
Llama2-13B-Chat 3.05 3.79 5.43 4.40 6.76 6.63 6.99 5.65 4.70
InternLM-20B-Chat 3.39 3.92 5.96 5.50 7.18 6.19 6.49 6.22 4.96
Orion-14B-Chat 4.00 4.24 6.18 6.57 7.16 7.36 7.16 6.99 5.51

*์ด ํ‰๊ฐ€๋Š” vllm์„ ์ด์šฉํ•˜์—ฌ ์ถ”๋ฆฌํ•œ๋‹ค

3.3. ๊ธด ์ปจํ…์ŠคํŠธ ๋ชจ๋ธOrion-14B-LongChatํ‰๊ฐ€

3.3.1. ๊ธด ์ปจํ…์ŠคํŠธ ๋ชจ๋ธLongBenchํ‰๊ฐ€

๋ชจ๋ธ ๋ช…์นญ NarrativeQA MultiFieldQA-en MultiFieldQA-zh DuReader QMSum VCSUM TREC TriviaQA LSHT RepoBench-P
GPT-3.5-Turbo-16k 23.60 52.30 61.20 28.70 23.40 16.00 68.00 91.40 29.20 53.60
LongChat-v1.5-7B-32k 16.90 41.40 29.10 19.50 22.70 9.90 63.50 82.30 23.20 55.30
Vicuna-v1.5-7B-16k 19.40 38.50 43.00 19.30 22.80 15.10 71.50 86.20 28.80 43.50
Yi-6B-200K 14.11 36.74 22.68 14.01 20.44 8.08 72.00 86.61 38.00 63.29
Orion-14B-LongChat 19.47 48.11 55.84 37.02 24.87 15.44 77.00 89.12 45.50 54.31

3.4. ๊ฒ€์ƒ‰ ํ–ฅ์ƒ ๋ชจ๋ธOrion-14B-Chat-RAGํ‰๊ฐ€

3.4.1. ์ž๊ธฐ ๋งŒ๋“  ๊ฒ€์ƒ‰ ํ–ฅ์ƒ ํ…Œ์ŠคํŠธ ์„ธํŠธ ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ ์‘๋‹ต ํšจ๊ณผ(ํ‚ค์›Œ๋“œ) *์‘๋‹ต ํšจ๊ณผ(์ฃผ๊ด€์  ์ ์ˆ˜) ์ธ์šฉ ๋Šฅ๋ ฅ ๊ธฐ๋ณธ ๋– ๋งก๋Š” ๋Šฅ๋ ฅ *AutoQA *๋ฐ์ดํ„ฐ ์ถ”์ถœ
Baichuan2-13B-Chat 85 76 1 0 69 51
Qwen-14B-Chat 79 77 75 47 68 72
Qwen-72B-Chat(Int4) 87 89 90 32 67 76
GPT-4 91 94 96 95 75 86
Orion-14B-Chat-RAG 86 87 91 97 73 71
* ์‚ฌ๋žŒ ํ‰๊ฐ€ ๊ฒฐ๊ณผ๋ฅผ ๊ฐ€๋ฆฌํ‚จ๋‹ค

3.5. ํ”Œ๋Ÿฌ๊ทธ์ธ ๋ชจ๋ธOrion-14B-Chat-Pluginํ‰๊ฐ€

3.5.1. ์ž๊ธฐ ๋งŒ๋“ ํ”Œ๋Ÿฌ๊ทธ์ธ ํ…Œ์ŠคํŠธ ์„ธํŠธ ํ‰๊ฐ€ ๊ฒฐ๊ณผ

๋ชจ๋ธ ๋ช…์นญ ํ’€ ํŒŒ๋ผ๋ฉ”ํ„ฐ ์˜๋„ ์‹๋ณ„ ๋ถˆ์™„์ „ ํŒŒ๋ผ๋ฉ”ํ„ฐ ์˜๋„ ์‹๋ณ„ ๋น„ ํ”Œ๋Ÿฌ๊ทธ์ธ ์ „์šฉ ์‹๋ณ„
Baichuan2-13B-Chat 25 0 0
Qwen-14B-Chat 55 0 50
GPT-4 95 52.38 70
Orion-14B-Chat-Plugin 92.5 60.32 90

3.6. ๊ณ„๋Ÿ‰ํ™” ๋ชจ๋ธOrion-14B-Base-Int4ํ‰๊ฐ€

3.6.1. ๊ณ„๋Ÿ‰ํ™” ์ „ํ›„ ์ „๋ฐ˜์ ์ธ ๋น„๊ต

๋ชจ๋ธ ๋ช…์นญ ๋ชจ๋ธ ํฌ๊ธฐ(GB) ์ถ”๋ฆฌ ์†๋„(ํ† ํฐ ์ˆ˜/์ดˆ) C-Eval CMMLU MMLU RACE HellaSwag
OrionStar-14B-Base 28.0 135 72.8 70.6 70.0 93.3 78.5
OrionStar-14B-Base-Int4 8.3 178 71.8 69.8 69.2 93.1 78.0


4. ๋ชจ๋ธ ์ถ”๋ฆฌ

์ถ”๋ฆฌ์— ํ•„์š”ํ•œ ๋ชจ๋ธ ๊ฐ€์ค‘์น˜, ์†Œ์Šค ์ฝ”๋“œ, ๋ฐฐ์น˜๋Š” Hugging Face์— ๊ฒŒ์‹œ๋˜์–ด ๋‹ค์šด๋กœ๋“œ ๋งํฌ๋Š” ์ด ํŒŒ์ผ ๋งจ ์ฒ˜์Œ์— ์žˆ๋Š” ํ‘œ๋ฅผ ์ฐธ์กฐํ•˜์„ธ์š”. ์ €ํฌ๋Š” ์—ฌ๊ธฐ์„œ ๋‹ค์–‘ํ•œ ์ถ”๋ฆฌ ๋ฐฉ์‹์„ ๋ณด์—ฌ ์ฃผ๊ณ  ํ”„๋กœ๊ทธ๋žจ์€ Hugging Face๋กœ๋ถ€ํ„ฐ ํ•„์š”ํ•œ ์ž๋ฃŒ๋ฅผ ์ž๋™์œผ๋กœ ๋‹ค์šด๋กœ๋“œ ํ•  ๊ฒƒ์ด๋‹ค.

4.1. Python ์ฝ”๋“œ ๋ฐฉ์‹

import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from transformers.generation.utils import GenerationConfig

tokenizer = AutoTokenizer.from_pretrained("OrionStarAI/Orion-14B", use_fast=False, trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("OrionStarAI/Orion-14B", device_map="auto",
                                             torch_dtype=torch.bfloat16, trust_remote_code=True)

model.generation_config = GenerationConfig.from_pretrained("OrionStarAI/Orion-14B")
messages = [{"role": "user", "content": "์•ˆ๋…•! ์ด๋ฆ„์ด ๋ญ์˜ˆ์š”!"}]
response = model.chat(tokenizer, messages, streaming=Flase)
print(response)

์œ„์˜ ๋‘ ์ฝ”๋“œ์—์„œ ๋ชจ๋ธ์€ ์ง€์ •๋œ device_map='auto'๋กœ๋”ฉํ•˜๋ฉด ๋ชจ๋“  ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๊ทธ๋ž˜ํ”ฝ ์นด๋“œ๋ฅผ ์‚ฌ์šฉํ•  ๊ฒƒ์ด๋‹ค. ์‚ฌ์šฉํ•  ์žฅ์น˜๋ฅผ ์ง€์ •ํ•˜๋ ค๋ฉด export CUDA_VISIBLE_DEVICES=0,1(๊ทธ๋ž˜ํ”ฝ ์นด๋“œ 0๊ณผ 1์„ ์‚ฌ์šฉ)๊ณผ ๊ฐ™์€ ๋ฐฉ์‹์œผ๋กœ ์ œ์–ดํ•  ์ˆ˜ ์žˆ๋‹ค.

4.2. ๋ช…๋ น์ค„ ํˆด ๋ฐฉ์‹

CUDA_VISIBLE_DEVICES=0 python cli_demo.py

์ด ๋ช…๋ น์ค„ ํˆด์€ Chat ์‹œ๋‚˜๋ฆฌ์˜ค๋ฅผ ์œ„ํ•ด ์„ค๊ณ„๋˜์—ˆ์œผ๋ฏ€๋กœ ์ด ํˆด๋กœ ๋ฒ ์ด์Šค ๋ชจ๋ธ์„ ์ „์šฉํ•˜๋Š” ๊ฒƒ ์ง€์›ํ•˜์ง€ ์•Š๋Š”๋‹ค.

4.3. ์Šคํฌ๋ฆฝํŠธ ์ง์ ‘ ์ถ”๋ฆฌ

# base model
CUDA_VISIBLE_DEVICES=0 python demo/text_generation_base.py --model OrionStarAI/Orion-14B --tokenizer OrionStarAI/Orion-14B --prompt ์•ˆ๋…•. ์ด๋ฆ„์ด ๋ญ์˜ˆ์š”

# chat model
CUDA_VISIBLE_DEVICES=0 python demo/text_generation.py --model OrionStarAI/Orion-14B-Chat --tokenizer OrionStarAI/Orion-14B-Chat --prompt ์•ˆ๋…•. ์ด๋ฆ„์ด ๋ญ์˜ˆ์š”

4.4. ์˜ˆ์‹œ ๋…ธ์ถœ

4.4.1. ์žก๋‹ด

์‚ฌ์šฉ์ž๏ผš์•ˆ๋…•,์ด๋ฆ„์ด ๋ญ์˜ˆ์š”
Orion-14B๏ผš์•ˆ๋…•! ์ €๋Š” ์ธ๊ณต์ง€๋Šฅ ์กฐ์ˆ˜ ์ž…๋‹ˆ๋‹ค. ์ •ํ•ด์ง„ ์ด๋ฆ„์€ ์—†๊ณ  ๋งˆ์Œ๋Œ€๋กœ ๋ถˆ๋Ÿฌ๋„ ๋ฉ๋‹ˆ๋‹ค. ๋„์™€์ค„ ์ˆ˜ ์žˆ๋Š” ๊ฑฐ ์žˆ๋‚˜์š”?
์‚ฌ์šฉ์ž๏ผš์ด์•ผ๊ธฐ ํ•˜๋‚˜ ๋‚˜๋ˆ ์ค˜
Orion-14B๏ผš์˜ˆ์ „์— ์žญ์ด๋ผ๋Š” ์–ด๋ฆฐ ์†Œ๋…„์ด ์žˆ์—ˆ๋‹ค. ๊ทธ๋Š” ์ž‘์€ ๋งˆ์„์— ์‚ด์•˜๋‹ค. ์žญ์€ ๋ชจํ—˜๊ณผ ํƒ๊ตฌ๋ฅผ ๋งค์šฐ ์ข‹์•„ํ•ด์„œ ํ•ญ์ƒ ์‹ ๊ธฐํ•œ ๊ฒƒ์„ ๋ฐœ๊ฒฌํ•˜๋Š” ๊ฟˆ์„ ๊พผ๋‹ค.

์–ด๋Š๋‚  ์žญ์€ ๊ทผ์ฒ˜์˜ ์ˆฒ ๊นŠ์€ ๊ณณ์— ์ „์„ค์†์˜ ๋งˆ๋ฒ•์„ฑ์ด ์žˆ์–ด ๊ทธ ์•ˆ์— ์‚ฌ์•…ํ•œ ๊ฑฐ์ธ์ด ์‚ฐ๋‹ค๋Š” ์†Œ์‹์„ ๋“ ๋‹ค. ๊ทธ ๊ฑฐ์ธ์˜ ์ด๋ฆ„์€ ๊ทธ๋ฆผ์ด์—ˆ๋‹ค. ๊ทธ๋Š” ์„ฑ ์•ˆ์— ๊ฐ‡ํžŒ ์ฑ„ ๋– ๋‚  ์ˆ˜ ์—†์—ˆ๋‹ค.

์žญ์€ ๊ทธ๋ฆผ์ด ๊ทธ๊ณณ์— ๊ฐ‡ํ˜€์žˆ๋Š” ์ด์œ ๊ฐ€ ๊ผญ ์žˆ์„ ๊ฑฐ๋ผ๊ณ  ๋ฏฟ๊ธฐ ๋•Œ๋ฌธ์— ๊ฑฐ์ธ์„ ๊ตฌํ•˜๋Ÿฌ ๊ฐ€๊ธฐ๋กœ ๊ฒฐ์‹ฌํ•œ๋‹ค. ๊ทธ๋ฆฌํ•˜์—ฌ ๊ทธ๋Š” ์šฉ๊ธฐ์™€ ๊ฒฐ์‹ฌ์„ ๊ฐ€์ ธ ๋งˆ๋ฒ•์˜ ์„ฑ์œผ๋กœ ๊ฐ€๋Š” ์—ฌ์ •์„ ์‹œ์ž‘ํ•œ๋‹ค.

์˜ค๋žœ ๊ณ ์ƒ ๋์— ์žญ์€ ๋งˆ์นจ๋‚ด ์„ฑ๋ณด ๋Œ€๋ฌธ ์•ž์— ๋‹ค๋‹ค๋ž๋‹ค. ๊ทธ๋Š” ์กฐ์‹ฌ์Šค๋Ÿฝ๊ฒŒ ๋Œ€๋ฌธ์„ ์—ด๊ณ  ์‹ ๋น„ํ•œ ๊ธฐ์šด์ด ๊ฐ€๋“ํ•œ ๋ฐฉ์œผ๋กœ ๋“ค์–ด๊ฐ”๋‹ค.

๋ฐฉ์•ˆ์— ์–ด๋‘์šด ๊ธฐ์šด์ด ๊ฐ€๋“ํ–ˆ์ง€๋งŒ ์žญ์€ ๋†€๋ผ์ง€ ์•Š์•˜๋‹ค. ๊ทธ๋Š” ์šฉ๊ฐํ•˜๊ฒŒ ์„ฑ ์•ˆ์œผ๋กœ ๋“ค์–ด๊ฐ€ ๋งˆ์นจ๋‚ด ๊ทธ๋ฆผ์„ ์ฐพ์•„๋ƒˆ๋‹ค.

๊ทธ๋ฆผ์€ ์ž์‹ ์€ ์‚ฌ์•…ํ•œ ๋งˆ๋…€์˜ ์ €์ฃผ๋ฅผ ๋ฐ›์•„์„œ ์ €์ฃผ๋ฅผ ํ’€์–ด์•ผ๋งŒ ์ž์œ ๋กœ์›Œ์งˆ ์ˆ˜ ์žˆ๋‹ค๊ณ  ์žญ์—๊ฒŒ ๋งํ•œ๋‹ค. ์žญ์€ ๊ทธ๋ฆผ์„ ๋•๊ธฐ๋กœ ๊ฒฐ์ •ํ•˜์—ฌ ๋‹จ์„œ์™€ ์ฃผ๋ฌธ์„ ํ’€ ๋ฐฉ๋ฒ•์„ ์ฐพ๊ธฐ ์‹œ์ž‘ํ•œ๋‹ค.

ํ•œ๋ฐ”ํƒ•์˜ ๋…ธ๋ ฅ ๋์— ์žญ์€ ๋“œ๋””์–ด ๋งˆ๋…€์˜ ๋น„๋ฐ€ ์‹คํ—˜์‹ค๋กœ ๊ฐ€๋Š” ๊ธธ์„ ์ฐพ์•„๋‚ธ๋‹ค. ๊ทธ๋Š” ๊ทธ๊ณณ์—์„œ ๋งˆ๋…€๊ฐ€ ๋‚จ๊ธด ๋งˆ๋ฒ•์„œ๋ฅผ ๋ฐœ๊ฒฌํ–ˆ๋Š”๋ฐ ๊ทธ ์ฑ…์—์„œ ์ฃผ๋ฌธ์„ ํ‘ธ๋Š” ๋ฐฉ๋ฒ•์ด ์ ํ˜€ ์žˆ์—ˆ๋‹ค.

์žญ์€ ์ฑ…์— ์“ฐ์ธ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ผํ•˜์—ฌ ๊ทธ๋ฆผ์˜ ์ €์ฃผ๋ฅผ ์„ฑ๊ณต์ ์œผ๋กœ ํ’€์–ด๋ƒˆ๋‹ค. ๊ฑฐ์ธ์€ ๋„ˆ๋ฌด ๊ฐ์‚ฌํ•ด์„œ ์žญ์˜ ์†Œ์›์ด ์ด๋ฃจ์–ด์ง€๋„๋ก ๋•๊ฒ ๋‹ค๊ณ  ์•ฝ์†ํ–ˆ๋‹ค.

์ด๋•Œ๋กœ๋ถ€ํ„ฐ ์žญ๊ณผ ๊ทธ๋ฆผ์€ ์ข‹์€ ์นœ๊ตฌ๊ฐ€ ๋˜์–ด ๋งŽ์€ ์œ„ํ—˜ํ•˜๊ณ  ์งœ๋ฆฟํ•œ ๋ชจํ—˜์„ ํ•จ๊ป˜ ๊ฒช์—ˆ์œผ๋ฉฐ ๊ทธ๋“ค์˜ ์šฉ๊ธฐ์™€ ์ง€ํ˜œ๋กœ ๊ฐ์ข… ์–ด๋ ค์›€์„ ์ด๊ฒจ๋ƒˆ๋‹ค.

์ด ์ด์•ผ๊ธฐ๋Š” ์ €ํฌ์—๊ฒŒ ์šฉ๊ธฐ์™€ ๊ฒฐ์‹ฌ์ด ์žˆ๋‹ค๋ฉด ๋ชจ๋“  ์–ด๋ ค์›€์„ ๊ทน๋ณตํ•˜๊ณ  ์ž์‹ ์˜ ๊ฟˆ์„ ์ด๋ฃฐ ์ˆ˜ ์žˆ๋‹ค๋Š” ๊ฒƒ์„ ์•Œ๋ ค์ค€๋‹ค.

4.4.2. ํ•œ์ผ

็”จๆˆท๏ผš่‡ชๅทฑใ‚’็ดนไป‹ใ—ใฆใใ ใ•ใ„
Orion-14B๏ผšใ“ใ‚“ใซใกใฏใ€็งใฎๅๅ‰ใฏChatMaxใงใ€OrionStarใซใ‚ˆใฃใฆ้–‹็™บใ•ใ‚ŒใŸAIใ‚ขใ‚ทใ‚นใ‚ฟใƒณใƒˆใงใ™ใ€‚็งใฏใƒฆใƒผใ‚ถใƒผใซๆญฃ็ขบใงใ€ๅฎข่ฆณ็š„ใงใ€ๆœ‰็”จใชๅ›ž็ญ”ใ‚’ๆไพ›ใ—ใ€ๅฝผใ‚‰ใŒๅ•้กŒใ‚’่งฃๆฑบใ—ใ€ๆƒ…ๅ ฑใ‚’ๅ–ๅพ—ใ™ใ‚‹ใฎใ‚’ๅŠฉใ‘ใ‚‹ใ“ใจใŒใงใใพใ™ใ€‚
็”จๆˆท๏ผš์ž๊ธฐ์†Œ๊ฐœ๋ฅผ ํ•ด์ฃผ์„ธ์š”.
Orion-14B๏ผš์•ˆ๋…•ํ•˜์„ธ์š”, ์ œ ๋ช…์นญ์€ ChatMax์ž…๋‹ˆ๋‹ค. OrionStar์—์„œ ๊ฐœ๋ฐœํ•œ AI ์–ด์‹œ์Šคํ„ดํŠธ์ž…๋‹ˆ๋‹ค. ์ €๋Š” ์‚ฌ์šฉ์ž๋“ค์—๊ฒŒ ์ •ํ™•ํ•˜๊ณ  ๊ฐ๊ด€์ ์ด๋ฉฐ ์œ ์šฉํ•œ ๋‹ต๋ณ€์„ ์ œ๊ณตํ•˜์—ฌ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ณ  ์ •๋ณด๋ฅผ ์–ป๋Š” ๋ฐ ๋„์›€์„ ์ค„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.


5. ์„ฑ๋ช…, ํ˜‘์˜

5.1. ์„ฑ๋ช…

์ €ํฌ๋Š” ๋ชจ๋“  ์‚ฌ์šฉ์ž๋“ค์—๊ฒŒ Orion-14B๋ชจ๋ธ์„ ์ด์šฉํ•˜์—ฌ ๊ตญ๊ฐ€ ์‚ฌํšŒ ์•ˆ์ „์— ํ•ด์น˜๊ฑฐ๋‚˜ ๋ถˆ๋ฒ•์ ์ธ ํ–‰์œ„๋ฅผ ํ•˜๋Š” ๊ฑฐ ํ•˜์ง€ ์•Š๋„๋ก ๊ฐ•๋ ฅํžˆ ํ˜ธ์†Œํ•œ๋‹ค. ๋˜ํ•œ, ์ €ํฌ๋Š” ์‚ฌ์šฉ์ž๋“ค์—๊ฒŒ Orion-14B ๋ชจ๋ธ์„ ์ ์ ˆํ•œ ๋ณด์•ˆ ๊ฒ€ํ† ๋ฅผ ํ•˜์ง€ ์•Š๊ฑฐ๋‚˜ ๋ฌธ์„œํ™”๋˜์ง€ ์•Š์€ ์ธํ„ฐ๋„ท ์„œ๋น„์Šค๋กœ ์ด์šฉํ•˜์ง€ ๋ง๋ผ๋Š” ๊ฒƒ์„ ์š”์ฒญํ•œ๋‹ค.

์ €ํฌ๋Š” ๋ชจ๋“  ์‚ฌ์šฉ์ž๊ฐ€ ์ด ์›์น™์„ ์ง€ํ‚ค๋ฉฐ ๊ธฐ์ˆ ์˜ ๋ฐœ์ „์ด ๊ทœ๋ฒ”์ ์ด๊ณ  ํ•ฉ๋ฒ•์ ์ธ ํ™˜๊ฒฝ์—์„œ ์ด๋ฃจ์–ด์งˆ ์ˆ˜ ์žˆ๊ธฐ๋ฅผ ๋ฐ”๋ž€๋‹ค. ์ €ํฌ๋Š” ์ด๋ฏธ ์ตœ์„ ์„ ๋‹คํ•ด ๋ชจ๋ธ ํ›ˆ๋ จ ๊ณผ์ •์—์„œ ์‚ฌ์šฉ๋œ ๋ฐ์ดํ„ฐ์˜ ์ค€์น™์„ฑ์„ ํ™•๋ณดํ•˜๋„๋ก ํ•˜์˜€๋‹ค. ๊ทธ๋Ÿฌ๋‚˜ ๋ง‰๋Œ€ํ•œ ๋…ธ๋ ฅ์„ ๊ธฐ์šธ์˜€์Œ์—๋„ ๋ถˆ๊ตฌํ•˜๊ณ  ๋ชจ๋ธ๊ณผ ๋ฐ์ดํ„ฐ์˜ ๋ณต์žก์„ฑ์œผ๋กœ ๋ง๋ฏธ์•”์•„ ์ผ๋ถ€ ์˜ˆ๊ฒฌํ•  ์ˆ˜ ์—†์„ ๋ฌธ์ œ๋“ค์ด ์—ฌ์ „ํžˆ ์กด์žฌํ•  ์ˆ˜ ์žˆ๋‹ค. ๋”ฐ๋ผ์„œ Orion-14B ์˜คํ”ˆ์†Œ์Šค ๋ชจ๋ธ์˜ ์‚ฌ์šฉ์œผ๋กœ ์•ผ๊ธฐ๋œ ๋ฌธ์ œ, ๋ฐ์ดํ„ฐ ๋ณด์•ˆ ๋ฌธ์ œ์™€ ๊ณต๋ก  ์œ„ํ—˜์ด๋‚˜ ๋ชจ๋ธ์˜ ์˜ค๋„, ๋‚จ์šฉ, ์ „ํŒŒ, ๋˜ํ•œ ๋ถˆ์ ๋‹นํ•œ ์‚ฌ์šฉ ๋“ฑ์œผ๋กœ ๊ฐ€์ ธ์˜จ ์œ„ํ—˜๊ณผ ๋ฌธ์ œ์— ๋Œ€ํ•ด ์ €ํฌ๋Š” ์ฑ…์ž„์„ ์ง€์ง€ ์•Š๊ฒ ๋‹ค.

5.2. ํ˜‘์˜

์ปค๋ฎค๋‹ˆํ‹ฐ ์‚ฌ์šฉOrion-14B์‹œ๋ฆฌ์ฆˆ ๋ชจ๋ธ


6. ํšŒ์‚ฌ์†Œ๊ฐœ

์˜ค๋ฆฌ์˜จ ์Šคํƒ€๏ผˆOrionStar๏ผ‰๋Š” 2016๋…„ 9์›” ์„ค๋ฆฝ๋œ ์„ธ๊ณ„ ์ตœ๊ณ ์˜ ์„œ๋น„์Šค ๋กœ๋ด‡ ์†”๋ฃจ์…˜ ํšŒ์‚ฌ์ด๋‹ค. ์˜ค๋ฆฌ์˜จ ์Šคํƒ€๋Š” ์ธ๊ณต์ง€๋Šฅ ๊ธฐ์ˆ ์„ ๋ฐ”ํƒ•์œผ๋กœ ์ฐจ์„ธ๋Œ€ ํ˜๋ช…์  ๋กœ๋ด‡ ๋งŒ๋“ค์–ด ์‚ฌ๋žŒ๋“ค์ด ๋ฐ˜๋ณต๋˜๋Š” ์œก์ฒด๋…ธ๋™์—์„œ ๋ฒ—์–ด๋‚˜ ์ผ๊ณผ ์ƒํ™œ์„ ๋”์šฑ ์ง€๋Šฅ์ ์ด๊ณ  ์žฌ๋ฏธ์žˆ๊ฒŒ ๋งŒ๋“ค๊ณ  ๊ธฐ์ˆ ์„ ํ†ตํ•ด ์‚ฌํšŒ์™€ ์„ธ๊ณ„๋ฅผ ๋”์šฑ ์•„๋ฆ„๋‹ต๊ฒŒ ๋งŒ๋“  ๊ฒƒ์— ํž˜์„ ๊ธฐ์šธ์ธ๋‹ค.

์˜ค๋ฆฌ์˜จ ์Šคํƒ€๋Š” ์Œ์„ฑ ์ธํ„ฐ๋ ‰์…˜๊ณผ ์‹œ๊ฐ ๋„ค๋น„๊ฒŒ์ด์…˜ ๋“ฑ ์™„์ „ํžˆ ๋…์ž์ ์œผ๋กœ ๊ฐœ๋ฐœํ•œ ํ’€ ์ฒด์ธ ์ธ๊ณต์ง€๋Šฅ ๊ธฐ์ˆ ์„ ๊ฐ€์ง€๊ณ  ์žˆ๋‹ค. ์ €ํฌ๋Š” ํ”„๋กœ๋•ํŠธ ๊ฐœ๋ฐœ ๋Šฅ๋ ฅ๊ณผ ๊ธฐ์ˆ  ์‘์šฉ ๋Šฅ๋ ฅ์„ ํ†ตํ•ฉํ•˜์˜€๋‹ค. ์˜ค๋ฆฌ์˜จ ๋กœ๋ด‡ ํŒ” ํ”Œ๋žซํผ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ORIONSTAR AI Robot Greeting, AI Robot Greeting Mini, Lucki, CoffeeMaster ๋“ฑ์˜ ํ”„๋กœ๋•ํŠธ ์ถœ์‹œํ•˜์˜€์œผ๋ฉฐ ์˜ค๋ฆฌ์˜จ ๋กœ๋ด‡์˜ ์˜คํ”ˆ ํ”Œ๋žซํผ์ธ OrionOS๋ฅผ ์„ค๋ฆฝํ•˜์˜€๋‹ค. ์ง„์งœ ์œ ์šฉํ•œ ๋กœ๋ด‡์„ ์œ„ํ•ด ํƒœ์–ด๋‚˜๋ผ์˜ ์ด๋…์„ ์œ„ํ•œ ์‹ค์ฒœํ•˜์—ฌ AI๊ธฐ์ˆ ์„ ํ†ตํ•ด ๋” ๋งŽ์€ ์‚ฌ๋žŒ๋“ค์—๊ฒŒ ๋Šฅ๋ ฅ์„ ๋ถ€์—ฌํ•œ๋‹ค.

7๋…„์˜ AI๊ฒฝํ—˜ ๋ˆ„์ ์„ ๋ฐ”ํƒ•์œผ๋กœ ์˜ค๋ฆฌ์˜จ ์Šคํƒ€๋Š” ๋Œ€ํ˜• ๋ชจ๋ธ ์‹ฌ์ธต ์‘์šฉ"์ฅ์–ธ(Chatmax)"์„ ์ถœ์‹œํ–ˆ๊ณ  ์—…๊ณ„ ๊ณ ๊ฐ์—๊ฒŒ ๋งž์ถคํ˜• AI๋Œ€ํ˜• ๋ชจ๋ธ ์ปจ์„คํŒ…๊ณผ ์„œ๋น„์Šค ์†”๋ฃจ์…˜์„ ์ง€์†์ ์œผ๋กœ ์ œ๊ณตํ•˜์—ฌ ์ง„์ •์œผ๋กœ ๊ธฐ์—… ๊ฒฝ์˜ ํšจ์œจ์ด ๋™์ข… ์—…๊ณ„์— ์•ž์„œ๋Š” ๋ชฉํ‘œ๋ฅผ ๋‹ฌ์„ฑํ•  ์ˆ˜ ์žˆ๋„๋ก ๊ณ ๊ฐ๋“ค์—๊ฒŒ ๋•๊ณ  ์žˆ๋‹ค.

์˜ค๋ฆฌ์˜จ ์Šคํƒ€๋Š” ํ’€ ์ฒด์ธ ๋Œ€ํ˜• ๋ชจ๋ธ ์‘์šฉ๋Šฅ๋ ฅ์ด๋ž€ ํ•ต์‹ฌ์  ์šฐ์„ธ๋ฅผ ๊ฐ–๊ณ  ์žˆ๋‹ค, ๋Œ€๋Ÿ‰ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ, ๋Œ€ํ˜• ๋ชจ๋ธ ์‚ฌ์ „ ํ›ˆ๋ จ, 2์ฐจ ์‚ฌ์ „ ํ›ˆ๋ จ, ๋ฏธ์„ธ ์กฐ์ •(Fine-tune), PromptEngineering, Agent๋“ฑ์—์„œ ๊ฐœ๋ฐœ๋œ ํ’€ ์ฒด์ธ ๋Šฅ๋ ฅ๊ณผ ๊ฒฝํ—˜ ๋ˆ„์ ์„ ๊ฐ€์ง€๋Š” ๊ฑฐ ํฌํ•จํ•œ๋‹ค. ์ฒด๊ณ„ํ™”๋œ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ์ ˆ์ฐจ์™€ ์ˆ˜๋ฐฑ ๊ฐœ์˜ GPU์˜ ๋ณ‘๋ ฌ ๋ชจ๋ธ ํ›ˆ๋ จ ๋Šฅ๋ ฅ์„ ํฌํ•จํ•œ ์™„์ •ํ•œ ์—”๋“œํˆฌ์—”๋“œ ๋ชจ๋ธ ํ›ˆ๋ จ ๋Šฅ๋ ฅ์„ ๊ฐ€์ง€๊ณ  ์žˆ์œผ๋ฉฐ ํ˜„์žฌ ๋Œ€ํ˜• ์ •๋ฌด, ํด๋ผ์šฐ๋“œ ์„œ๋น„์Šค, ์ถœํ•ด ์ „์ž์ƒ๊ฑฐ๋ž˜, ์พŒ์†์†Œ๋น„ํ’ˆ ๋“ฑ ์—ฌ๋Ÿฌ ์—…๊ณ„์—์„œ ๊ตฌํ˜„๋˜์—ˆ๋‹ค.

๋Œ€ํ˜• ๋ชจ๋ธ ์‘์šฉ ๊ตฌํ˜„ ํ•„์š”๊ฐ€ ์žˆ์œผ์‹  ํšŒ์‚ฌ๊ป˜์„œ ์ €ํฌ์™€ ์—ฐ๋ฝํ•˜๋Š” ๊ฒƒ์„ ํ™˜์˜ํ•œ๋‹ค
๋ฌธ์˜ ์ „ํ™”: 400-898-7779
์ด๋ฉ”์ผ: [email protected]

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