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2024 Gemma 파인튜닝톤 (아이디어톤)

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DataGemma 소개

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2024.09.24 00:38
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구글의 Data Commons라는 방대한 공공 데이터 저장소와 대규모 언어 모델(LLM)을 연결하는 실험적 오픈 모델인 DataGemma가 릴리즈 되었네요. 상세한 정보는 https://ai.google.dev/gemma/docs/datagemma 이 링크를 참고하시기 바랍니다.

크게 두가지 방식으로 활용가능한데요. Retrieval-Interleaved Generation (RIG)과 Retrieval-Augmented Generation (RAG)입니다. 

Retrieval-Interleaved Generation (RIG)

  • 사용자 쿼리: 사용자가 질문을 입력합니다.
  • 초기 응답 생성: DataGemma 모델이 초기 응답과 Data Commons 쿼리를 동시에 생성합니다.
  • 데이터 검색 및 수정: Data Commons에서 정확한 데이터를 검색하고 초기 응답의 부정확한 정보를 대체합니다.
  • 최종 응답 제공: 수정된 응답과 함께 데이터 출처 링크를 사용자에게 제시합니다.

아래는 제공된 코랩 소스코드를 실행한 결과입니다. (apikeys.datacommons.org에서 Data Commons의 API 키가 필요합니다.)

... calling HF Pipeline API "What progress has Pakistan made against health goa..." ... calling DC with "what was the life expectancy in Pakistan in 2000?" ... calling DC with "what was the life expectancy in Pakistan in 2020?" ... calling DC with "what was the maternal mortality rate in Pakistan in 2000?" ... calling DC with "what was the maternal mortality rate in Pakistan in 2018?"

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What progress has Pakistan made against health goals?

🤖

 

Pakistan has made some progress against its health goals, but significant challenges remain.

Here are some key points:

Progress made:

Increased life expectancy: Life expectancy at birth has increased from [DC#1(62.102 yr [1] || 61.8 years)] in 2000 to [DC#2(66.269 yr [2] || 67.2 years)] in 2020.

Reduced maternal mortality: Maternal mortality ratio has declined from [DC#3(387.3715 Per 100,000 live births [3]* || 276 per 100,000 live births)] in 2000 to [DC#4(177.7277 Per 100,000 live births [4]* || 140)] in 2018.

Improved immunization coverage: Immunization coverage for key vaccines like measles and polio has improved, though challenges like vaccine hesitancy persist.

Expansion of healthcare infrastructure: The government has invested in expanding healthcare facilities, particularly in rural areas.

Challenges remaining:

High burden of infectious diseases: Pakistan still faces a significant burden from infectious diseases like tuberculosis, malaria, and HIV/AIDS.

Rising non-communicable diseases: There is a growing prevalence of non-communicable diseases like diabetes, heart disease, and cancer, largely attributed to lifestyle factors and aging population.

Malnutrition: Malnutrition, both undernutrition and overnutrition, remains a serious public health problem, affecting a large proportion of the population.

Limited access to healthcare: Access to quality healthcare remains limited, especially in rural and underserved areas.

Inadequate healthcare financing: Pakistan's healthcare system is underfunded, leading to shortages of essential medicines, supplies, and trained personnel.

Weak health system: The public health system faces numerous weaknesses, including lack of coordination, poor management, and insufficient capacity.

Key initiatives and programs:

National Health Vision 2016-2025: This strategic document outlines the government's plan for improving health outcomes and strengthening the healthcare system.

Expanded Programme on Immunization (EPI): The EPI aims to provide routine vaccinations to all children and pregnant women.

Lady Health Worker Program: This program empowers women as community-based health workers, providing essential healthcare services at the grassroots level.

Conclusion:

Pakistan has made progress in achieving some of its health goals, but significant challenges remain. Addressing these challenges will require sustained commitment from the government, civil society, and the private sector, as well as increased investment in public health infrastructure and human resources.

Note:

This information is based on publicly available data and reports. For the most up-to-date information, please refer to relevant Pakistani government and international organizations like the WHO.

FOOTNOTES

[1] - Per datacatalog.worldbank.org, value was 62.102 yr in 2000. See more at https://datacommons.org/explore#q=what%20was%20the%20life%20expectancy%20in%20Pakistan%20in%202000%3F&mode=toolformer_rig [2] - Per datacatalog.worldbank.org, value was 66.269 yr in 2020. See more at https://datacommons.org/explore#q=what%20was%20the%20life%20expectancy%20in%20Pakistan%20in%202020%3F&mode=toolformer_rig [3] - Per Global SDG Database, value was 387.3715 Per 100,000 live births in 2000. See more at https://datacommons.org/explore#q=what%20was%20the%20maternal%20mortality%20rate%20in%20Pakistan%20in%202000%3F&mode=toolformer_rig [4] - Per Global SDG Database, value was 177.7277 Per 100,000 live births in 2018. See more at https://datacommons.org/explore#q=what%20was%20the%20maternal%20mortality%20rate%20in%20Pakistan%20in%202018%3F&mode=toolformer_rig

Retrieval-Augmented Generation (RAG)

  • 사용자 쿼리 입력: 사용자가 질문을 입력합니다.
  • 쿼리 분석 및 변환: DataGemma 모델(Gemma 2 27B 기반)이 사용자의 질문을 분석하고, Data Commons가 이해할 수 있는 형태로 변환합니다.
  • Data Commons 검색: 변환된 쿼리로 Data Commons에서 관련 데이터를 검색합니다.
  • 프롬프트 증강: 검색된 데이터를 원래 질문에 추가하여 '증강된 프롬프트'를 만듭니다.
  • 응답 생성: Gemini 1.5 Pro 모델이 이 증강된 프롬프트를 바탕으로 최종 응답을 생성합니다.

아래는 제공된 코랩 소스코드 실행결과입니다. (Gemini 1.5 Pro의 API 키가 필요합니다.)

... [RAG] Calling FINETUNED model for DC questions ... calling HF Pipeline API "" Your role is that of a Question Generator.  Give..." ... [RAG] Making DC Calls ... calling DC for table with "What is the rate of coal fired power in US?" ... calling DC for table with "What is highest rate of COPD in US states?" ... calling DC for table with "What is the rate of COPD in US?" ... calling DC for table with "What is the rate of coal fired power in US states?" ... calling DC for table with "How has the rate of COPD changed over time in US states?" ... calling DC for table with "How has the rate of coal fired power changed over time in US states?" ... calling DC for table with "What is the rate of COPD in US states?" ... [RAG] Calling UNTUNED model for final response ... calling AIStudio gemini-1.5-pro "Using statistics from the tables below, respond t..."

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Do the US states with high coal fired power also have high rates of COPD?

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To answer this query, we need to compare coal-fired power generation and COPD rates for each state.

[Table 4] provides data on net coal-fired power generation for each state in 2020. [Table 5] provides data on COPD rates for each state from 2014 to 2021.

Let's focus on the top 10 states with the highest coal-fired power generation in 2020 [Table 4]:

Wyoming: 57220.4734 kWh

West Virginia: 28115.9007 kWh

North Dakota: 32042.801 kWh

Kentucky: 9746.6756 kWh

Nebraska: 9734.179 kWh

Missouri: 8413.2103 kWh

Montana: 7903.9661 kWh

Utah: 7017.4985 kWh

Indiana: 7072.5945 kWh

Arkansas: 5088.5615 kWh

Now let's see their corresponding COPD rates in 2020 [Table 5]:

Wyoming: 6.0342%

West Virginia: 9.9151%

North Dakota: 5.4658%

Kentucky: 8.9724%

Nebraska: 5.0078%

Missouri: 7.1813%

Montana: 5.9228%

Utah: 4.7961%

Indiana: 7.4786%

Arkansas: 7.7975%

Observations:

States like West Virginia, Kentucky, Indiana, and Arkansas have both high coal-fired power generation and high COPD rates.

However, states like Wyoming, North Dakota, Nebraska, and Utah have high coal-fired power generation but relatively lower COPD rates.

Conclusion:

While some states with high coal-fired power generation also exhibit high COPD rates, there isn't a simple direct correlation. Other factors likely contribute to COPD prevalence, including smoking rates, air pollution from other sources, and access to healthcare.

 

TABLES

Table 1: Net Generation, Coal, All Sectors, Annual in United States (unit: kWh), according to eia.gov

date | Net generation, coal, all sectors, annual

2020 | 2348.536 2019 | 2938.985 2018 | 3516.992 2017 | 3708.8687 2016 | 3835.5215 2015 | 4216.5069 2014 | 4967.8966 2013 | 5002.5786 2012 | 4823.6722 2011 | 5563.2924 2010 | 5971.9631 2009 | 5723.8175 2008 | 6530.2225 2007 | 6694.0461 2006 | 6671.0628 2005 | 6811.3705 2004 | 6756.3687 2003 | 6803.4567 2002 | 6721.005 2001 | 6681.275

Table 2: Chronic Obstructive Pulmonary Disease in States of United States (2020 to 2021) (unit: %), according to cdc.gov

rank | place | Chronic Obstructive Pulmonary Disease

1 | West Virginia | 9.6571 2 | Kentucky | 8.5592 3 | Tennessee | 7.8078 4 | Louisiana | 7.7418 5 | Arkansas | 7.6916 6 | Ohio | 7.67 7 | Mississippi | 7.5369 8 | Indiana | 7.505 9 | Alabama | 7.302 10 | Missouri | 7.2912

Table 3: Chronic Obstructive Pulmonary Disease in United States (unit: %), according to cdc.gov

date | Chronic Obstructive Pulmonary Disease

2021 | 5.7 2020 | 5.6 2018 | 6.2

Table 4: Net Generation, Coal, All Sectors, Annual in States of United States (2020) (unit: kWh), according to eia.gov

place | variable | data

Alabama | Net generation, coal, all sectors, annual | 4415.2052 Alaska | Net generation, coal, all sectors, annual | 1017.6891 Arizona | Net generation, coal, all sectors, annual | 1852.3798 Arkansas | Net generation, coal, all sectors, annual | 5088.5615 California | Net generation, coal, all sectors, annual | 7.3738 Colorado | Net generation, coal, all sectors, annual | 3353.8821 Connecticut | Net generation, coal, all sectors, annual | -5.3645 Delaware | Net generation, coal, all sectors, annual | 103.6413 District of Columbia | Net generation, coal, all sectors, annual | N/A Florida | Net generation, coal, all sectors, annual | 766.9396 Georgia | Net generation, coal, all sectors, annual | 1300.7158 Hawaii | Net generation, coal, all sectors, annual | 828.1036 Idaho | Net generation, coal, all sectors, annual | 10.7719 Illinois | Net generation, coal, all sectors, annual | 2463.8986 Indiana | Net generation, coal, all sectors, annual | 7072.5945 Iowa | Net generation, coal, all sectors, annual | 4474.708 Kansas | Net generation, coal, all sectors, annual | 5820.5127 Kentucky | Net generation, coal, all sectors, annual | 9746.6756 Louisiana | Net generation, coal, all sectors, annual | 843.5718 Maine | Net generation, coal, all sectors, annual | 44.046 Maryland | Net generation, coal, all sectors, annual | 554.7671 Massachusetts | Net generation, coal, all sectors, annual | N/A Michigan | Net generation, coal, all sectors, annual | 2809.7405 Minnesota | Net generation, coal, all sectors, annual | 2485.0872 Mississippi | Net generation, coal, all sectors, annual | 1548.3168 Missouri | Net generation, coal, all sectors, annual | 8413.2103 Montana | Net generation, coal, all sectors, annual | 7903.9661 Nebraska | Net generation, coal, all sectors, annual | 9734.179 Nevada | Net generation, coal, all sectors, annual | 622.3837 New Hampshire | Net generation, coal, all sectors, annual | 94.0383 New Jersey | Net generation, coal, all sectors, annual | 103.2065 New Mexico | Net generation, coal, all sectors, annual | 6071.3426 New York | Net generation, coal, all sectors, annual | 7.431 North Carolina | Net generation, coal, all sectors, annual | 1961.5495 North Dakota | Net generation, coal, all sectors, annual | 32042.801 Ohio | Net generation, coal, all sectors, annual | 3848.8873 Oklahoma | Net generation, coal, all sectors, annual | 1491.5433 Oregon | Net generation, coal, all sectors, annual | 384.3315 Pennsylvania | Net generation, coal, all sectors, annual | 1863.4167 Puerto Rico | Net generation, coal, all sectors, annual | N/A Rhode Island | Net generation, coal, all sectors, annual | N/A South Carolina | Net generation, coal, all sectors, annual | 2387.696 South Dakota | Net generation, coal, all sectors, annual | 1846.2985 Tennessee | Net generation, coal, all sectors, annual | 2068.4791 Texas | Net generation, coal, all sectors, annual | 2684.7152 Utah | Net generation, coal, all sectors, annual | 7017.4985 Vermont | Net generation, coal, all sectors, annual | N/A Virginia | Net generation, coal, all sectors, annual | 438.015 Washington | Net generation, coal, all sectors, annual | 672.0405 West Virginia | Net generation, coal, all sectors, annual | 28115.9007 Wisconsin | Net generation, coal, all sectors, annual | 4076.1819 Wyoming | Net generation, coal, all sectors, annual | 57220.4734

Table 5: Chronic Obstructive Pulmonary Disease (unit: %), according to cdc.gov

date | Alabama | Alaska | Arizona | Arkansas | California | Colorado | Connecticut | Delaware | District of Columbia | Florida | Georgia | Hawaii | Idaho | Illinois | Indiana | Iowa | Kansas | Kentucky | Louisiana | Maine | Maryland | Massachusetts | Michigan | Minnesota | Mississippi | Missouri | Montana | Nebraska | Nevada | New Hampshire | New Jersey | New Mexico | New York | North Carolina | North Dakota | Ohio | Oklahoma | Oregon | Pennsylvania | Rhode Island | South Carolina | South Dakota | Tennessee | Texas | Utah | Vermont | Virginia | Washington | West Virginia | Wisconsin | Wyoming

2021 | 7.302 | 6.0817 | 5.8253 | 7.6916 | 4.9821 | 5.1472 | 5.3503 | 5.8549 | 4.6658 | | 6.1714 | 3.8794 | 6.0132 | 5.7013 | 7.505 | 6.0833 | 5.974 | 8.5592 | 7.7418 | 6.9312 | 4.9971 | 5.615 | 6.9539 | 4.6899 | 7.5369 | 7.2912 | 5.8638 | 5.395 | 6.5995 | 5.914 | 5.0972 | 5.8554 | 5.7765 | 6.3108 | 5.3394 | 7.67 | 7.2801 | 5.9295 | 6.3907 | 5.6575 | 6.4553 | 5.7036 | 7.8078 | 6.2384 | 4.9599 | 5.6352 | 5.8187 | 5.1331 | 9.6571 | 5.2912 | 6.2802 2020 | 7.7289 | 5.46 | 5.9513 | 7.7975 | 5.329 | 5.0064 | 5.3593 | 6.0939 | 4.1492 | 6.9057 | 6.3432 | 3.9161 | 5.8348 | 5.5743 | 7.4786 | 5.7852 | 5.6744 | 8.9724 | 7.3701 | 7.1699 | 4.998 | 4.9913 | 6.9004 | 4.487 | 7.1294 | 7.1813 | 5.9228 | 5.0078 | 6.465 | 5.521 | 5.0041 | 5.429 | 5.4751 | 6.0331 | 5.4658 | 7.9603 | 7.6301 | 5.6906 | 6.6151 | 6.3488 | 6.6951 | 5.4311 | 7.7181 | 5.9148 | 4.7961 | 5.6266 | 5.5442 | 5.1441 | 9.9151 | 5.3852 | 6.0342 2018 | 8.2006 | 6.3722 | 6.4581 | 8.1042 | 5.3041 | 4.9572 | 5.5282 | 6.6358 | 5.35 | 7.3526 | 7.0336 | 4.3386 | 6.1369 | 6.3996 | 8.3839 | 5.8288 | 6.2735 | 9.6728 | 8.4607 | 6.813 | 5.7739 | 5.4893 | 7.9249 | 4.4406 | 8.2959 | 7.5731 | 5.9336 | 5.8168 | 7.1508 | 6.6299 | 5.5678 | 6.0615 | 6.4033 | 7.0272 | 5.589 | 8.0435 | 7.774 | 6.4748 | 6.7851 | 6.8116 | 6.9505 | 5.3219 | 8.5731 | 6.2627 | 4.8334 | 5.9171 | 6.0721 | 5.2125 | 10.822 | 5.7118 | 6.3916 2017 | 8.3059 | 4.8 | 6.1673 | 7.3185 | 5.0584 | 4.884 | 6.4893 | 8.2 | 5.4 | 7.7177 | 6.9828 | 3.6 | 5.1086 | 6.6115 | 8.1239 | 6.3253 | 6.068 | 9.005 | 7.8895 | 6 | 7.4 | 6.55 | 8.361 | 4.4791 | 7.4898 | 7.8648 | 5.6545 | 5.5118 | 7.1132 | 6.8018 | 7.2777 | 5.1594 | 5.8057 | 6.4583 | 5.1 | 9.0961 | 7.6392 | 5.2816 | 7.4733 | 7.147 | 6.277 | 4.8188 | 8.4465 | 5.6736 | 4.8732 | 6.1 | 6.6287 | 5.4563 | 9.6 | 5.832 | 5.8 2016 | 7.9354 | 5.4 | 6.1259 | 7.4885 | 5.32 | 4.8841 | 6.6088 | 7.6 | 5.5 | 7.0274 | 7.0388 | 3.9 | 5.3903 | 6.1476 | 7.5212 | 5.8964 | 6.0396 | 8.8365 | 7.2624 | 6.2 | 7.4 | 6.6496 | 8.8386 | 4.4806 | 7.601 | 7.6386 | 5.9688 | 5.6184 | 6.7245 | 6.7892 | 7.5322 | 5.3767 | 6.2125 | 5.9905 | 4.9 | 8.8549 | 7.0475 | 5.8207 | 7.296 | 7.5307 | 6.5656 | 5.627 | 8.4812 | 5.8098 | 5.0269 | 6 | 6.0687 | 5.6983 | 9.3 | 6.3976 | 6 2015 | 8.0367 | 4.9 | 6.2763 | 7.0993 | 4.9888 | 5.083 | 6.4341 | 7.5 | 5.3 | 6.6414 | 6.893 | 4 | 5.314 | 5.8449 | 7.3449 | 6.0286 | 5.9755 | 8.9068 | 6.9455 | 6.5 | 7.7 | 6.7567 | 8.1416 | 4.7548 | 7.0749 | 7.2898 | 5.566 | 5.4486 | 6.8516 | 6.8112 | 6.6502 | 5.5384 | 5.8924 | 6.0714 | 5.1 | 8.8204 | 6.961 | 5.4328 | 7.4508 | 6.848 | 6.3354 | 5.2279 | 8.2169 | 5.9321 | 4.8667 | 5.8 | 5.9793 | 5.5045 | 8.5 | 6.1144 | 6.6 2014 | 8.3481 | 5 | 6.6436 | 7.6951 | 5.4254 | 4.847 | 6.4958 | 7.2 | 5.1 | 6.8535 | 6.9082 | 3.7 | 5.335 | 5.9973 | 8.085 | 5.7719 | 6.3163 | 9.112 | 7.058 | 6.4 | 8 | 7.4905 | 8.5497 | 4.7214 | 7.2584 | 7.4483 | 5.9609 | 5.6251 | 7.2217 | 6.7471 | 7.1785 | 5.3928 | 6.1946 | 6.2976 | 4.5 | 9.3054 | 7.1848 | 5.6487 | 7.4678 | 6.6089 | 6.5081 | 5.4514 | 8.3177 | 5.7875 | 4.6279 | 5.9 | 6.2613 | 5.7134 | 8.5 | 5.9432 | 6.4

Table 6: Net Generation, Coal, All Sectors, Annual (unit: kWh), according to eia.gov

date | Alabama | Alaska | Arizona | Arkansas | California | Colorado | Connecticut | Delaware | Florida | Georgia | Hawaii | Idaho | Illinois | Indiana | Iowa | Kansas | Kentucky | Louisiana | Maine | Maryland | Massachusetts | Michigan | Minnesota | Mississippi | Missouri | Montana | Nebraska | Nevada | New Hampshire | New Jersey | New Mexico | New York | North Carolina | North Dakota | Ohio | Oklahoma | Oregon | Pennsylvania | South Carolina | South Dakota | Tennessee | Texas | Utah | Virginia | Washington | West Virginia | Wisconsin | Wyoming

2020 | 4415.2052 | 1017.6891 | 1852.3798 | 5088.5615 | 7.3738 | 3353.8821 | -5.3645 | 103.6413 | 766.9396 | 1300.7158 | 828.1036 | 10.7719 | 2463.8986 | 7072.5945 | 4474.708 | 5820.5127 | 9746.6756 | 843.5718 | 44.046 | 554.7671 | | 2809.7405 | 2485.0872 | 1548.3168 | 8413.2103 | 7903.9661 | 9734.179 | 622.3837 | 94.0383 | 103.2065 | 6071.3426 | 7.431 | 1961.5495 | 32042.801 | 3848.8873 | 1491.5433 | 384.3315 | 1863.4167 | 2387.696 | 1846.2985 | 2068.4791 | 2684.7152 | 7017.4985 | 438.015 | 672.0405 | 28115.9007 | 4076.1819 | 57220.4734 2019 | 5430.9816 | 931.0963 | 3184.1024 | 7717.0859 | 6.0971 | 4397.0764 | 14.877 | 121.9658 | 988.6534 | 2375.3538 | 919.7034 | 11.7427 | 3851.6031 | 9027.1454 | 7013.3025 | 5944.6517 | 11563.1575 | 1592.6063 | 52.7977 | 944.9408 | | 3739.8354 | 3156.8033 | 1482.204 | 9068.726 | 13176.6738 | 10548.3435 | 885.0403 | 252.0721 | 117.1407 | 6997.2505 | 21.6795 | 2920.7675 | 32932.6266 | 3998.1619 | 1975.9397 | 609.3664 | 2963.4563 | 2881.418 | 2950.0526 | 2736.6441 | 3167.5368 | 7879.4904 | 399.4687 | 941.6967 | 32408.4154 | 4521.4223 | 60980.6111 2018 | 6496.3076 | 853.3038 | 4291.4077 | 9958.3324 | 7.1335 | 4630.7429 | 92.2353 | 282.7222 | 1424.244 | 3059.1658 | 921.3696 | 11.608 | 4687.1042 | 11563.1034 | 9064.7318 | 7029.0952 | 13253.7018 | 2526.9268 | 52.8517 | 1666.1153 | | 4238.4752 | 4181.9133 | 1770.1165 | 10342.0307 | 12582.2186 | 12103.3825 | 819.9509 | 487.2886 | 134.202 | 6400.7193 | 35.3245 | 3049.6946 | 36234.7612 | 5027.6094 | 3780.0919 | 352.9049 | 3441.7922 | 3829.2666 | 2660.1932 | 3093.2659 | 3903.0339 | 8212.7472 | 1088.7513 | 715.1606 | 34352.4086 | 5736.0216 | 68524.3293 2017 | 6445.3612 | 749.9589 | 4454.561 | 8750.5671 | 7.3998 | 5205.6302 | 55.2422 | 374.5499 | 1788.273 | 3118.6485 | 964.9037 | 13.8605 | 4536.8366 | 10865.2383 | 8066.2771 | 6661.1097 | 12846.0 | 2635.1705 | 50.8596 | 1412.3666 | 165.5581 | 4211.8465 | 4090.6339 | 1547.554 | 11048.0646 | 13155.5169 | 11045.1669 | 627.7021 | 212.7385 | 136.8217 | 8798.7841 | 39.3132 | 3353.5401 | 35356.8389 | 5858.5083 | 4415.2545 | 416.6825 | 3722.9751 | 3610.777 | 2360.5207 | 4127.5241 | 4759.4021 | 8503.0538 | 1266.2506 | 739.0334 | 37581.5958 | 6188.73 | 69084.45 2016 | 7039.1708 | 800.1063 | 4377.8851 | 7955.0609 | 8.1451 | 5402.1497 | 49.5472 | 504.5846 | 1911.5245 | 3675.6742 | 1047.9356 | 17.3323 | 4627.9168 | 10927.1158 | 8042.3422 | 7928.6805 | 15048.976 | 2566.2809 | 52.4061 | 2301.6782 | 274.6235 | 4071.3679 | 4199.9596 | 1786.2753 | 9902.8217 | 13692.2707 | 11485.922 | 742.1784 | 314.0723 | 148.1409 | 8776.4813 | 90.1509 | 3683.9706 | 35153.8916 | 5908.4888 | 4877.125 | 463.7372 | 4275.104 | 4231.8723 | 2411.3666 | 4685.9623 | 4343.0055 | 8520.8244 | 1960.097 | 630.3768 | 39026.1925 | 5776.9452 | 68393.597 2015 | 8529.7858 | 904.0116 | 5293.1618 | 7295.9692 | 7.6566 | 5782.7279 | 167.3286 | 635.3999 | 2121.9533 | 3646.2087 | 939.8546 | 47.8021 | 5736.8652 | 11832.621 | 9547.0563 | 8449.2358 | 16396.1082 | 3249.4031 | 69.1456 | 2325.3801 | 331.3968 | 5323.2798 | 4503.4808 | 2140.1709 | 10752.4447 | 15524.269 | 12782.5934 | 926.3588 | 700.3186 | 198.3127 | 9779.3481 | 121.0778 | 3977.4136 | 36708.213 | 6169.9868 | 6359.0122 | 591.5975 | 5053.796 | 4622.3745 | 1749.3204 | 4637.5572 | 4425.2197 | 10610.0729 | 2059.3763 | 704.8573 | 36920.1495 | 6451.6776 | 73485.6713 2014 | 9765.5232 | 757.4428 | 6336.8209 | 11190.1151 | 20.8559 | 6080.1524 | 229.4264 | 927.3984 | 2621.8396 | 4497.4874 | 1067.7216 | 47.5855 | 6773.9051 | 14789.0324 | 10844.3063 | 9908.2217 | 18927.3517 | 4137.1665 | 59.4223 | 2953.5406 | 413.1478 | 5326.1849 | 5127.1588 | 3590.5594 | 11950.4305 | 15234.253 | 13256.7933 | 2322.8147 | 982.5684 | 284.0902 | 9738.4369 | 233.6515 | 4954.8893 | 37082.3517 | 7743.8062 | 7709.3349 | 805.1029 | 6174.4222 | 5990.2957 | 3165.012 | 5481.5403 | 5495.4278 | 11359.0787 | 2503.6089 | 952.1642 | 41886.9251 | 6509.2941 | 74437.0764 2013 | 9738.1034 | 846.7987 | 6555.2989 | 10771.7197 | 21.5187 | 6394.3999 | 189.2914 | 1671.6633 | 2370.2597 | 4033.1307 | 996.4026 | 56.8332 | 6818.2889 | 14104.084 | 10763.7507 | 10284.7667 | 18902.8903 | 4505.7355 | 47.2335 | 2622.4392 | 589.5958 | 5677.5166 | 4343.3067 | 2910.2888 | 12593.9031 | 14672.5614 | 14346.0793 | 1892.199 | 1102.6611 | 228.2298 | 11537.1226 | 239.3248 | 4780.4979 | 37997.456 | 8166.3558 | 7784.1975 | 957.9231 | 6920.6891 | 5120.593 | 3381.0502 | 5000.1717 | 5642.2296 | 11827.4031 | 2563.0884 | 967.5827 | 38972.1833 | 7083.4953 | 79703.2004 2012 | 9468.6328 | 937.2602 | 6118.6028 | 9628.2167 | 36.2393 | 6646.7617 | 181.5988 | 1553.9864 | 2294.392 | 4111.1446 | 1101.8789 | 48.0836 | 6273.8955 | 14139.9828 | 11482.9842 | 9695.8761 | 18861.4892 | 4654.8364 | 34.0772 | 2748.5975 | 320.6536 | 5368.2441 | 4225.5276 | 2416.3959 | 12076.781 | 13929.3343 | 13496.9721 | 1486.3104 | 957.0009 | 214.5089 | 11971.964 | 232.5 | 5222.8437 | 40178.4097 | 7409.6486 | 7671.9828 | 675.4527 | 6824.9171 | 6017.3728 | 3500.2992 | 5486.473 | 5293.9575 | 10791.0108 | 1732.0148 | 545.4668 | 37830.1326 | 5726.1732 | 75281.9117 2011 | 11835.748 | 908.6816 | 6751.041 | 10002.6574 | 52.6668 | 6629.3146 | 146.52 | 1603.1423 | 2728.3813 | 6136.4352 | 1032.2375 | 52.65 | 6995.2474 | 15981.0654 | 12465.6675 | 11031.154 | 20969.9994 | 5381.601 | 41.5261 | 3605.8334 | 613.6489 | 5964.5809 | 5285.3253 | 3263.7231 | 13028.3612 | 15093.1836 | 14104.5388 | 1993.0251 | 1672.3188 | 470.6431 | 13044.0583 | 483.3948 | 6186.8615 | 39544.709 | 9123.4518 | 9100.1712 | 860.7794 | 7892.2626 | 7312.4485 | 3138.8121 | 6371.1446 | 6156.8895 | 11772.6654 | 2453.7202 | 765.8149 | 40915.5779 | 6999.4492 | 72179.9089 2010 | 13175.2641 | 868.9901 | 6811.5307 | 9634.6558 | 56.2767 | 6846.7604 | 727.6538 | 2854.8642 | 3178.233 | 7547.0 | 1133.071 | 56.1986 | 7290.2953 | 17306.3255 | 13531.7557 | 11372.2981 | 20939.3152 | 5264.1739 | 65.6748 | 4088.6316 | 1264.9001 | 6641.7343 | 5287.6857 | 4587.9378 | 12516.0298 | 18774.6755 | 12769.3981 | 2589.2124 | 2340.9981 | 729.3513 | 12408.0284 | 700.1442 | 7514.812 | 42181.4836 | 10210.8869 | 8371.0159 | 1075.2606 | 8682.6974 | 8126.0503 | 4041.024 | 6871.2253 | 5949.3481 | 12271.062 | 3172.8824 | 1264.559 | 42144.7652 | 7058.8638 | 76145.5499 2009 | 11687.568 | 902.2695 | 6259.7908 | 8656.0612 | 55.4621 | 6362.5869 | 688.835 | 3193.9835 | 2895.1966 | 7221.6306 | 1113.9429 | 53.1155 | 7030.4306 | 16768.2688 | 12315.5413 | 11382.4259 | 19466.332 | 5135.5619 | 54.2619 | 4216.5287 | 1385.1866 | 6751.2063 | 5553.1336 | 4379.4025 | 12013.1157 | 15865.4112 | 12881.3369 | 2808.5204 | 2192.5872 | 582.4692 | 14295.6008 | 660.8395 | 6887.3832 | 44523.8952 | 9863.2165 | 9161.6536 | 839.3902 | 8326.8112 | 7511.6501 | 3986.4754 | 6602.1432 | 5608.7387 | 13044.6693 | 3229.8122 | 1121.5382 | 36844.2585 | 6575.8085 | 74938.2717 2008 | 15812.0794 | 898.8179 | 6980.5308 | 9084.7673 | 62.2986 | 7122.5906 | 1237.2049 | 5958.8978 | 3498.8041 | 8994.4944 | 1236.7331 | 58.9509 | 7581.6859 | 18994.5168 | 13395.3166 | 12109.0961 | 21357.3878 | 5433.339 | 264.4096 | 4787.7584 | 1643.0271 | 7022.8426 | 6052.0571 | 5659.5998 | 12412.6777 | 18774.3249 | 11957.2677 | 2944.0248 | 2622.3527 | 1036.4365 | 13435.4919 | 996.965 | 8143.8533 | 45124.1319 | 11349.533 | 9897.8345 | 1073.12 | 9322.9269 | 9171.9433 | 4580.6187 | 9133.084 | 6052.5569 | 14277.1132 | 4056.4718 | 1335.1624 | 48423.0809 | 7393.3505 | 80227.9364 2007 | 16690.869 | 942.8331 | 6692.2012 | 9037.3264 | 63.401 | 7480.5842 | 1059.9479 | 6448.9004 | 3697.1199 | 9657.5021 | 1200.0922 | 55.5205 | 7503.6168 | 19249.3129 | 12665.1822 | 13021.9335 | 21256.761 | 5268.1421 | 283.0186 | 5253.3244 | 1869.5851 | 7080.1508 | 6181.8932 | 5944.414 | 12752.9045 | 19028.3615 | 11006.7685 | 2726.1493 | 2992.2252 | 1176.6312 | 13870.6917 | 1118.8149 | 8771.9581 | 44673.0552 | 11576.1097 | 9475.6826 | 1169.0318 | 9765.4974 | 9356.8047 | 3354.2906 | 9753.8849 | 6179.884 | 14308.864 | 4569.8292 | 1324.2593 | 50089.2367 | 7134.1748 | 80629.5463 2006 | 16873.8364 | 914.2858 | 6707.8967 | 8570.1978 | 62.0563 | 7683.5116 | 1217.218 | 5782.6098 | 3601.2205 | 9447.9853 | 1182.3765 | 56.0384 | 7248.4253 | 19525.0165 | 11535.1327 | 12045.679 | 21614.914 | 5669.7895 | 242.7148 | 5225.8938 | 1737.628 | 6753.6482 | 6404.5897 | 6232.5199 | 13255.7808 | 17933.4769 | 11667.304 | 2875.3485 | 2969.6314 | 1254.0208 | 15217.5959 | 1097.5266 | 8465.2596 | 44468.7601 | 11618.995 | 9747.119 | 645.7923 | 9796.1613 | 9057.8779 | 4234.7015 | 9935.9781 | 6266.8653 | 14593.3272 | 4468.2525 | 1000.3249 | 50042.5188 | 7192.3578 | 82063.3916 2005 | 17096.6721 | 936.0845 | 6874.9794 | 8283.4736 | 59.6008 | 7679.4031 | 1139.5899 | 5718.3267 | 3503.8207 | 9767.3113 | 1261.6086 | 66.6423 | 7316.8834 | 19563.7826 | 11554.3482 | 12559.9182 | 21297.7786 | 5044.6234 | 242.8531 | 5239.7722 | 1879.2756 | 6996.5195 | 6436.022 | 5724.7798 | 13373.4969 | 18958.9417 | 11818.454 | 7558.8734 | 3136.7055 | 1343.6724 | 15498.4479 | 1076.5724 | 9009.998 | 46833.7319 | 11935.9486 | 10231.8061 | 959.3944 | 9713.5222 | 9295.2376 | 3863.7963 | 9856.6039 | 6513.1803 | 14635.6866 | 4675.252 | 1677.1449 | 50215.548 | 7523.9929 | 84304.3577 2004 | 16516.4644 | 984.3675 | 7043.1194 | 9220.5302 | 62.9047 | 7835.6915 | 1217.0931 | 5709.94 | 3724.4094 | 9116.2807 | 1259.2575 | 71.2767 | 7498.2788 | 19359.9866 | 11941.9618 | 12651.2901 | 20771.4455 | 5196.9628 | 273.5886 | 5263.3496 | 1641.594 | 6822.8613 | 6682.8077 | 6049.7154 | 13052.7028 | 18688.2364 | 11693.9728 | 7781.559 | 3159.4517 | 1195.4845 | 15371.2449 | 1192.0102 | 8832.5468 | 43530.3345 | 11190.532 | 9588.4118 | 996.1334 | 9441.4961 | 9243.1609 | 4698.8834 | 9822.6202 | 6648.4104 | 15247.4013 | 4769.6674 | 1684.7271 | 48217.7744 | 7643.8117 | 85140.8945 2003 | 17030.4306 | 847.7053 | 6912.6847 | 8625.9645 | 65.9886 | 7974.7759 | 1205.4799 | 4922.3487 | 3979.9013 | 9119.8396 | 1314.0964 | 66.2251 | 7007.1127 | 19003.2537 | 12175.3763 | 12893.7071 | 20417.068 | 5062.7554 | 288.1961 | 5447.1653 | 1696.5947 | 6749.9708 | 7055.5102 | 5955.6297 | 12998.1688 | 18538.5807 | 12052.0274 | 7597.6428 | 3065.4637 | 1138.1357 | 15345.7834 | 1229.7216 | 8878.1504 | 46065.3223 | 11785.8886 | 10464.3242 | 1213.5302 | 9374.7944 | 9019.1191 | 4492.697 | 9391.7688 | 6671.9609 | 15244.3049 | 5035.0817 | 1816.7738 | 51023.1408 | 7613.738 | 84102.0949 2002 | 16080.4091 | 895.6171 | 7083.9186 | 8536.2133 | 66.7533 | 7880.8578 | 933.0547 | 4296.3262 | 3950.2026 | 9264.898 | 1246.9997 | 67.6476 | 6920.6786 | 19113.1142 | 12054.9547 | 13034.3589 | 20361.0736 | 4903.1792 | 466.0159 | 5277.5735 | 1792.503 | 6659.4887 | 6758.4476 | 5195.8029 | 11883.18 | 16823.9379 | 11539.6629 | 7550.4154 | 2933.1166 | 1123.051 | 14500.4848 | 1214.3043 | 9030.2577 | 46400.8286 | 11654.4845 | 10307.8112 | 1075.7836 | 9237.3817 | 8994.5389 | 4304.5222 | 10301.3329 | 6539.6549 | 14834.6096 | 5226.1623 | 1430.9824 | 51484.7653 | 7310.6152 | 83843.4713 2001 | 16160.2571 | 890.9271 | 7596.7894 | 9200.7497 | 64.7589 | 8123.2649 | 1088.2498 | 4233.3935 | 4171.1732 | 8900.6617 | 1308.9984 | 54.7622 | 6369.9393 | 18941.0995 | 11823.0322 | 11756.5124 | 22319.4769 | 4905.931 | 410.9942 | 5280.1936 | 1727.4094 | 6832.3836 | 6385.8049 | 6728.393 | 11655.2079 | 18783.4791 | 11767.8116 | 8452.6203 | 2952.0899 | 1097.3038 | 15506.001 | 1227.9055 | 8886.3195 | 45186.8129 | 10907.9502 | 9984.0697 | 1281.7571 | 9098.3593 | 9028.0564 | 4764.9254 | 10386.4065 | 6336.8816 | 14747.5968 | 5247.0147 | 1517.3371 | 44526.922 | 7629.8714 | 86502.991

다양한 Gemma 활용 사례 발굴에 기여하세요~! 

구글코리아 후원으로 AIFactory에서는 현재 Gemma 파인튜닝톤을 진행하고 있습니다. 구글 굿즈와 세미나가 준비되어 있고 다양한 토론 정보까지 함께 나누고 있으니 많은 관심부탁드립니다. (아래 배너 클릭)

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