---
base_model:
- AXCXEPT/Llama-3.1-70B-EZO-1.1-it
- cyberagent/Llama-3.1-70B-Japanese-Instruct-2407
- DISLab/SummLlama3.1-70B
- hitachi-nlp/Llama-3.1-70B-FLDx2
- HPAI-BSC/Llama3.1-Aloe-Beta-70B
- marcelbinz/Llama-3.1-Centaur-70B
- nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
- Skywork/Skywork-Critic-Llama-3.1-70B
- tokyotech-llm/Llama-3.1-Swallow-70B-v0.1
- tokyotech-llm/Llama-3.1-Swallow-70B-Instruct-v0.1
- meta-llama/Llama-3.1-70B
- meta-llama/Llama-3.1-70B-Instruct
library_name: transformers
tags:
- mergekit
- merge
- chat
language:
- ja
- en
pipeline_tag: text-generation
license: cc-by-nc-sa-4.0
---
# Llama-3.3-SuperSwallowX-70B-Instruct-v0.1
๐ก **An experimental merging method is being used to combine different Japanese continuous pre-training models.**
This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
### Japanese-RP example
[Japanese-RP-Bench](https://github.com/Aratako/Japanese-RP-Bench):
- temperature=0.7
- max_tokens=1024
| Display Name | Model Name |
| ---- | ---- |
| THIS_MODEL | nitky/Llama-3.3-SuperSwallowX-70B-Instruct-v0.1 |
| GEMINI_FLS | gemini-2.0-flash-exp |
```
THIS_MODEL: ใญใใใผใใกใผใใใใใฎๅคใๅฐๅณใใฉใๆใ๏ผๅคฑใใใ็ฉบไธญ้ฝๅธใฎไฝ็ฝฎใ็คบใใฆใใใฟใใใชใใ ใใฉโฆ
GEMINI_FLS: ใตใใใใใฏ่ๅณๆทฑใใญใใพใใง้ขจใฎใใใใๆธใใฟใใใ ใใงใใ็ขบใใซไฝใใๆใใใๅคไปฃใฎ้ญๆณใใใใฎ็ดใซๅฎฟใฃใฆใใใใใ ใ
THIS_MODEL: ใใใงใใใ๏ผใใฎๅฐๅณใใใ ใใฎใใใชใใใ็นใซใใฎ้จๅใๆจกๆงใ็นๆฎใช้ญๆณๆน็จๅผใซไผผใฆใใใฎใใใ่งฃ่ชญใงใใใฐใ้ฝๅธใธใฎ้็ญใ่ฆใใใใใใงใใๆณจๆใใฆใๅคไปฃใฎ้ญๆณใฏใๆฑใใ้้ใใใจ... (ใใใงๅ ด้ขใใขใซใใใผใฎๅณๆธๅฎคใซ่ปขๆใใพใ) ใใใใใฐใใขใซใใใผใฎๅคๆๆธๅบซใซใ้ข้ฃใใๆ็ฎใ็ ใฃใฆใใใใใใใชใใใญใใกใใฃใจ่ชฟในใฆใฟใชใ๏ผๅณๆธๅฎคใ่กใฃใฆใฟใ๏ผ
GEMINI_FLS: ใใใญใใใฉใๅฅฝๅฅๅฟใฏๅ้บใฎ็พ
้็คใ ใๅคๆๆธๅบซใใใพใใงๅฎๆขใใฎใใใ ใญใใใใ่กใใใใใใใใใใใใใใง้ข็ฝใ็บ่ฆใใใใใใใใชใใ้ขจใใๅใใกใๅฐใใฆใใใใ ใใใ
THIS_MODEL: (็ฌใใชใใ) ใผใใกใผใใใใใใ่ฉฉ็ใช่กจ็พใญใ้ขจใๅฐใใฆใใใใใ... ใใใใใฐใใใชใใฎ้ขจใๆใ่ฝๅใใใใใใใๅคๆๆธๅบซใฎไธญใงๅฝนใซ็ซใคใใใๅคใๆธ็ฉใฎไธญใซใฏใ้ญๆณใงๅฐๅฐใใใใใฎใใใใใใใใใ (ๆญฉใใชใใ) ใใฆใใฉใใช็งๅฏใ็ ใฃใฆใใใฎใใใฏใฏใฏใฏใใใใใขใซใใใผใฎๅณๆธๅฎคใซ็ใใใใใพใใฏใใจใผใใชใขใฎๅคฑใใใ้ฝๅธใใจใใๆธ็ฑใใๆขใใฆใฟใใใ (ๅณๆธๅฎคใซๅฐ็ใใๆธๆฃใฎๅใง) ใใใใใชใๅฅฅใๆทฑใใใใ็ฎๅฝใฆใฎๆฌใ่ฆใคใใใฎใไธ่ฆๅดใญ... (ๆฌใๆขใๅงใใ)
GEMINI_FLS: ใใใใใฉใใพใใงๅฎ็ฎฑใ้ใใๅใฎๅญไพใฎใใใ ใญใใใฎใฏใฏใฏใฏใใๆฐๆใกใๅใๅซใใใใชใใใๅคๆๆธๅบซใซใฏใ้ๅปใฎ็ฅๆตใ่ฉฐใพใฃใฆใใใๅใฎ้ขจใฎๅใใๅฝนใซ็ซใคใใใใใชใใญใใใใไธ็ทใซๆขใๅบใใใๅคฑใใใ้ฝๅธใฎ็งๅฏใใ
THIS_MODEL: (ๆฌใๆขใใชใใใๅฐใ่ๅฅฎๆฐๅณใซ) ใใใใญใใผใใกใผใใ๏ผ้ๅปใฎ็ฅๆตใฃใฆใใใฎใฏใๆฌๅฝใซใญใใณใใใใใ (ไธๅใฎๆฌใๅผใๅบใใฆ) ใใใใใใใใใใใใ... ใใจใผใใชใขใฎ็ฉบใซๆถใใ้ฝๅธใใใฟใคใใซใใใใฆใใใใใใใใใใใ (ๆฌใ้ใใใใผใธใใใใๅงใใ) ใผใใกใผใใใใกใใฃใจ่ฆใฆใใใใๅคไปฃๆๅญใงๆธใใใๅฐๅณใฟใใใชใฎใใใใใฉ... (ใใผใธใๆใ็คบใใชใใ) ใใชใใฎ้ขจใฎๆ่ฆใงใไฝใๆใใใใฎใฏใใ๏ผ (็ช็ถใใใผใธใฎ้ใใไธๆใฎๅคใ็ด็ใ่ฝใกใ) ใใใใชใใ ใใ... ใใใไธ็ทใซ่ฝใกใใใ (ๆพใไธใใฆใ็ด็ใ่ชฟในๅงใใ)
GEMINI_FLS: ใปใใใพใใง็ฉ่ชใใใผใธใใ้ฃใณๅบใใฆใใใใใ ใญใใใฉใๅใฎๅฅฝๅฅๅฟใฏใใใคใๅใ้ฉใใใฆใใใใใฉใใฉใใใใฎ็ด็ใ่ฆใใฆใใใใใ๏ผๅใฎ้ขจใฎๆ่ฆใใไฝใใๆใใฆใใใใใใใใชใใใใฎๅคใ็ด็ใไฝใ็นๅฅใชๅใๆใใใใ
THIS_MODEL: (็ด็ใใผใใกใผใซๆๆธกใใชใใ) ใปใใ่ฆใฆใๅคใ็พ็ฎ็ดใฟใใใ ใใฉใๆใใใฆใใใฎใฏ... (ใผใใกใผใ็ด็ใๅใๅใใจใ่ฟใใง่ฆใ่พผใ) ใใใๅคฑใใใ้ฝๅธใฎ็ด็ซ ใใใชใใใใใไธญๅฟใซใใใใฎใใผใฏใ้ขจใฎๅ
็ด ใ่กจใใฆใใใใใซ่ฆใใใใ (ใผใใกใผใฎๅๅฟใซๆๅพ
ใใชใใ) ใใชใใฎ้ขจใฎๆ่ฆใงใไฝใใๆใๅใฃใฆใใใใจๅฌใใใใ ใใฉ... (ใผใใกใผใ็ด็ใซ่งฆใใ็ฌ้ใๅพฎใใช้ขจใๅนใใ้จๅฑใฎใใใใใฎ็ใๆบใใ) ใใฃใใปใ๏ผไปใ้ขจใ... (ใใใซๆณจ็ฎใใฆ) ใใใใใใใฏใใ ใฎๅฐๅณใ็ด็ซ ใใใชใใฎใใใ้ตใใใใใฏ... (็ช็ถใ้จๅฑใฎๅคใใ็ฉ้ณใ่ใใๅงใใ) ใฉใใใใฎใใใฎ็ฉ้ณ... (ใขใซใใใผใฎๅณๆธๅฎคใซใไธ็ฉใช็ฉบๆฐใๆตใๅงใใ) (ใใใงๅ ด้ขใใๅณๆธๅฎคใฎๅคใฎๅปไธใซ่ปขๆใใพใ) ไธไฝใไฝใ่ตทใใฃใฆใใใฎ๏ผใใฎ้ณใใใ ไบใใใชใใ... (ใผใใกใผใจๅ
ฑใซใ้ณใฎ็บ็ๆบใ็ขบ่ชใใซๅใใ)
GEMINI_FLS: ใใฉใใใใฏใใ ใฎๅถ็ถใใใชใใใใฎ็ด็ใฏใใพใใงๅใๅผใใงใใใใใ ใใใใฆใไปใฎ้ขจใไฝใใๅใใฆใใๆฐใใใใใพใใงใๅคฑใใใๆ
้ทใฎ้ขจใฎใใใ โฆใใ ใใใใฎ้จใใฏไฝใ ๏ผใใพใใงๅตใฎๅใฎ้ใใใฎใใใชใไธ็ฉใช็ฉบๆฐใๆผใฃใฆใใใ่กใฃใฆใฟใใใใใฉใๅใฎ้ขจใฎๅใใใใฃใจๅฝนใซ็ซใคใ ใใใ
THIS_MODEL: (ใผใใกใผใจๅ
ฑใซๅปไธใซๅบใฆใ็ฉ้ณใฎ็บ็ๆบใซๅใใ) ใใใญใใผใใกใผใใใ็งใๅใใใจใๆใใใใใใฎ็ด็ใจ้ขจใฎ้ขไฟใใใใฆใใฎไธ็ฉใช็ฉบๆฐ... ๅ
จใฆใ็นใใฃใฆใใใใใชๆฐใใใใ (ๅปไธใ้ฒใใจใ็ชใฎๅคใ่ฆใใ) ใใใ่ฆใฆ๏ผใขใซใใใผใฎๅจใใฎ็ฉบใ... (ๅคใ่ฆใใจใ็ฉบใไธๆฐๅณใซๆใใชใใ้ขจใๅผทใพใฃใฆใใ) ใใใชๅคฉๆฐใๆฅใซๅคใใใใฎใใใชใใใไฝใใๅคงใใชๅใๅใใฆใใใฎใใ... (็ช็ถใๅผทใ้ขจใๅนใใ็ชใๆบใใ) ใใฃใๅฑใชใ๏ผ (ใผใใกใผใซๆดใพใ) ใผใใกใผใใใใใชใใฎ้ขจใฎๅใงใใใฎๆด้ขจใๆใใใใชใ๏ผ (ใผใใกใผใฎ่ฝๅใซๆๅพ
ใๅฏใใ) ใใใฆใใใฎๅตใฎๅพใซใฏ... (้ ใใง้ท้ณดใ่ฝใๅงใใ) ไฝใใใใฃใฆใใใใใชใใใใชไบๆใใใใ... (ใใใงๅ ด้ขใใๅตใฎๆไธญใฎใขใซใใใผๅฑไธใซ่ปขๆใใพใ) ๅฑไธใใ่ฆใใฐใ็ถๆณใใใใใใใใใใใ่กใฃใฆใฟใพใใใใใผใใกใผใใ๏ผ (ใผใใกใผใจๅ
ฑใซใๅตใฎไธญใๅฑไธใธใจๅใใ)
GEMINI_FLS: ใใใใใฉใใใใฏใใ ใฎๅตใใใชใใใพใใงใไฝใใ็ฎ่ฆใใใใจใใฆใใใใฎใใใ ใใใฎ้ขจใๅใฎๆ
้ทใฎ้ขจใซไผผใฆใใใใใใฃใจๆฟใใใ่ใ
ใใใใ ใใๅฟ้
ใฏใใใชใใๅใฎ้ขจใฎๅใงใๅใๅฎใใใใใๅฑไธใธ่กใใใใใฎๅตใฎๆญฃไฝใ็ชใๆญขใใใใใใใฆใไฝใๆฅใใใจใใๅใใกใ็ซใกๅใใใใ
THIS_MODEL: (ใผใใกใผใจๅ
ฑใซๅตใฎไธญใๅฑไธใธๅใใใ้ขจใ้จใซ่ใใชใใ) ใผใใกใผใใใใใใใจใ... ใใชใใฎ่จ่ใซใๅๆฐใใใใฃใใใ็งใใ่ชๅใฎๅใง่ฒข็ฎใใใใ... (ๅฑไธใซๅฐ็ใใใจใ็ฎใฎๅใซๅบใใๅ
ๆฏใซๆฏใๅใ) ใใ... ใใใๆฌๅฝใซใขใซใใใผใฎๅจใใชใฎใใใ... (ๅตใฎไธญๅฟใซใๅทจๅคงใชๆธฆใ็บ็ใใฆใใใฎใ่ฆใใ) ใใใ่ฆใฆใใผใใกใผใใใไฝใใๅทจๅคงใชใใฎใ... (ๆธฆใฎไธญๅฟใใใๅ
ใๆบขใๅงใใ) ๆฅใใ... ไฝใใใๆฌๅฝใซ็ฎ่ฆใใใใจใใฆใใ... (ๅ
ใๅผทใพใใ็ฉบใซไธใคใฎๅฝฑใๆตฎใใณไธใใ) ๅคฑใใใ็ฉบไธญ้ฝๅธ... ใใใใใชใ๏ผ (ๅฝฑใใใใฏใฃใใ่ฆใๅงใใ้ฝๅธใฎๅ
จ่ฒใ็พใใ) ใใใ... ็พใใ... ใงใใๅๆใซๆใใใใฎๆใ... (้ฝๅธใฎๅบ็พใซไผดใใๅจๅฒใฎ็ฉบๆฐใใใใซๆฟใใใชใ) ใผใใกใผใใใๆบๅใใฆ๏ผ ไฝใ่ตทใใใใใใใชใใใ... (่บซใๅฎใใใใซใผใใกใผใฎๆนใซๅฏใๆทปใ)
GEMINI_FLS: ใใใใใฉใใใใฏโฆใพใใงใๅใฎ่จๆถใฎๆญ็ใๅ
ท็พๅใใใใใ ใใใฎ้ฝๅธใฏโฆ้้ใใชใใๅใฎๆ
้ทใ ใใ ใใใชใไปใใใใซ๏ผใใใฆใใใฎๅตใฏไฝใๆๅณใใ๏ผใ็พใใใจๅๆใซใ็ขบใใซๆใใใใใฎๅงๅ็ใชๅใ่ญฆๆใๆ ใใชใใงใใใฉใๅใใกใซใฏใใใฎ้ฝๅธใฎ็ๅฎใ็ชใๆญขใใ็พฉๅใใใใใใใๅใฎ้ขจใฎๅใๆๅคง้ใซไฝฟใๆใ ใๅ
ฑใซ็ซใกๅใใใใ
THIS_MODEL: (ใผใใกใผใฎ่จ่ใซๅผทใ้ ทใใชใใ) ใใใญใใผใใกใผใใใ็งใใกใซใฏใ็ฅใๆจฉๅฉใจ็พฉๅใใใใใใใฎ้ฝๅธใฎ็ๅฎใใใใใฆใใชใใฎ้ๅปใ... (ๆทฑๅผๅธใใใฆใๆฑบๆใๆฐใใซใใ) ใใใ่กใใพใใใ๏ผใใชใใฎ้ขจใฎๅใจ็งใฎ้ญๆณ็งๅญฆใฎ็ฅ่ญใงใใใฎๅตใจ้ฝๅธใฎ็งๅฏใซ็ซใกๅใใใฎใ๏ผ (ไธกๆใๅบใใ็ฉบไธญ้ฝๅธใซๅใใฃใฆๆญฉใๅบใ) ใใฎๅตใใใใใใใ้ฝๅธใฎ้ฒๅพกๆฉๆงใใใใใชใใใใงใใใผใใกใผใใใฎ้ขจใชใ... (ใผใใกใผใฎ้ขจใๅนใๅงใใใจๅๆใซใ่ช่บซใฎ้ญๆณใ็บๅใใใ) ็งใฎ้ญๆณใงใ้ขจใๅขๅน
ใใใฆ๏ผไธ็ทใซใใใฎๅตใๅใๆใใพใใใ๏ผ (ไบไบบใฎๅใๅใใใใ้ขจใจ้ญๆณใฎๆธฆใๅฝขๆใใใ็ฉบไธญ้ฝๅธใธใจ้ฒใใงใใ) ใใใใใใๆฌๅฝใฎๅ้บใฎๅงใพใใญ... (้ฝๅธใฎๅ
ฅใๅฃใซ่พฟใ็ใใจใๅทจๅคงใช้ใ็ฎใฎๅใซ็พใใ) ใใใ... ๅคฑใใใ็ฉบไธญ้ฝๅธใฎ้... (้ใซ่งฆใใชใใใๆๆ
จๆทฑใใซ) ใผใใกใผใใใใใชใใฎ่จๆถใใใใใง่ใใใใใใชใใ... (้ใใใฃใใใจ้ใๅงใใ้ฝๅธใฎไธญใธใจ่ชใใใ) ๅ
ฅใใพใใใใใผใใกใผใใใ็ๅฎใๆฑใใฆ... (ใผใใกใผใจๅ
ฑใซใ้ใใใใใ้ฝๅธใฎไธญใธใจ่ถณใ่ธใฟๅ
ฅใใ)
GEMINI_FLS: ใใใใใฉใๅใฎ่จ่ใฏใใใคใๅใฎๅฟใๅฅฎใ็ซใใใฆใใใใใพใใงใ้ขจใ่ไธญใๆผใใฆใใใใใใ ใใใใ่กใใใใใฎ้ใฎๅใใใซใฏใๅใใกใฎ้ๅปใจๆชๆฅใๅพ
ใฃใฆใใใๅใฎ้ญๆณใจๅใฎ้ขจใไบใคใฎๅใๅใใใใฐใใฉใใชๅฐ้ฃใไนใ่ถใใใใใฏใใ ใใใฎ้ฝๅธใฎ็งๅฏใ่งฃใๆใใใๅใใกใฎ้ๅฝใๅใ้ใใใใใใๅ
ฑใซ้ฒใใใใใฉใใใฎๅ้บใฎๅ
ใซใ็ๅฎใใใใฏใใ ใ
THIS_MODEL: (ใผใใกใผใฎ่จ่ใซ็ฌ้กใงๅฟใใชใใ) ใใใญใใผใใกใผใใ๏ผ็งใใกใฎใณใณใใใผใทใงใณใฏใๆๅผทใ๏ผ้ญๆณใจ้ขจใ็ๆงใจๆๆง... ใใฉใณในใๅฎ็งใ ใใใใฉใใช่ฌใ่งฃใๆใใใ่ชไฟกใใใใ๏ผ (้ใใใใใ้ฝๅธใฎไธญใธใจ้ฒใใจใ็พใใๅปบ็ฏ็ฉใไธๆ่ญฐใช่ฃ
็ฝฎใ็ฎใซๅ
ฅใ) ใใใ่ฆใฆ๏ผใใใฏใๆฌๅฝใซ้ญๆณใจ็งๅญฆใ่ๅใใไธ็ใญ... (่ๅณๆทฑใใซใใใใ่ฆๅใใชใใ) ใงใใๆณจๆใใฆใ็งใใกใฎไปใซใใใใฎ้ฝๅธใๆข็ดขใใฆใใไบบใใใใใใใใชใใใ... (ใตใจใ่ถณใๆญขใใฆ่ณใๆพใพใ) ่ใใใ๏ผใใฎ้ณ... (้ ใใใใๅพฎใใชๆฉๆขฐ้ณใจๅ
ฑใซใไฝใๅฃฐใ่ใใใฆใใ) ใใใฏใใใใใใใ... ใใฎ้ฝๅธใฎใทในใใ ใใ็งใใกใซไฝใใไผใใใใจใใฆใใใฎใใ... (ๅฃฐใฎใใๆนใธใใผใใกใผใจๅ
ฑใซๆญฉใฟใ้ฒใใ) ่กใฃใฆใฟใพใใใใใผใใกใผใใใใใฎๅฃฐใฎไธปใๆขใใฆ... (ๅฃฐใฏๆฌก็ฌฌใซๅคงใใใชใใ้ฝๅธใฎไธญๅคฎๅบๅ ดใซๅฐ็ใใใจใๅทจๅคงใชใใญใฐใฉใ ใ็พใใ) ใใใ่ฆใฆ๏ผใใฎใใญใฐใฉใ ... (ใใญใฐใฉใ ใซๆ ใๅบใใใใฎใฏใๅคฑใใใ็ฉบไธญ้ฝๅธใฎๆญดๅฒใจใใใ้่ฆใชใกใใปใผใธใ ใฃใ)
GEMINI_FLS: ใใใใใฉใใใใฏใใพใใงๆใๆญขใพใฃใใใฎใใใ ใใใฎ็พใใ้ฝๅธใซใฏใ้ๅปใฎ่ผใใจใๅๆใซๆใใ้ๅฏใๆผใฃใฆใใใ่ญฆๆใๆ ใใใซ้ฒใใใ็ขบใใซใใใฎๆฉๆขฐ้ณใจๅฃฐใฏใไฝใใฎใกใใปใผใธใไผใใใใจใใฆใใใใใ ใใใใฆใใใฎใใญใฐใฉใ โฆใพใใงใๅใใกใฎๅฐ็ใๅพ
ใกๆงใใฆใใใใฎใใใ ใใใใใใฉใใใฎใกใใปใผใธใซ่ณใๅพใใใใใใฃใจใใใฎ้ฝๅธใฎ็ๅฎใใๅใใกใซ่ชใใใใ ใใใ
THIS_MODEL: (ใใญใฐใฉใ ใซ่ฟใฅใใใกใใปใผใธใซ้ไธญใใ) ใใใญใใผใใกใผใใใใใใพใงๆฅใ็งใใกใซใไฝใใไผใใใใจใใฆใใใฎใญ... (ใใญใฐใฉใ ใๆๆป
ใใไฝใๅฃฐใใกใใปใผใธใๅงใใ) ใ...ใใใใใๅคฑใใใ็ฉบไธญ้ฝๅธใธใ็งใใกใฏใใใชใๆนใฎๅฐ็ใๅพ
ใฃใฆใใพใใใใผใใกใผใใใใใชใใฏใใฎ้ฝๅธใฎ่กใๅผใ่
ใใใฉใใใใใชใใฏใใฎ้ฝๅธใฎ็งๅฏใ่งฃใๆใใ้ตใๆกใ่
ใงใ...ใ (ๅฃฐใฏ็ถใใ้ฝๅธใฎๆญดๅฒใจ็ฎ็ใ่ชใๅงใใ) ใ...ใใฎ้ฝๅธใฏใๅคไปฃใฎ้ญๆณใจ็งๅญฆใฎ่ๅใซใใฃใฆ็ใพใใพใใใไธ็ใฎใใฉใณในใไฟใคใใใ้ ใใใฆใใใฎใงใใใใใใๆใ็ตใกใใใฉใณในใๅดฉใๅงใใฆใใพใใ็งใใกใฏใใใชใๆนใซใใฎ้ฝๅธใฎ็ๅฎใจใไธ็ใฎๆชๆฅใ่จใใพใ...ใ (ใกใใปใผใธใ็ตใใใใใญใฐใฉใ ใๆถใใใจใ้ฝๅธใฎไธญใซๅคๅใ็พใใ) ใใใ่ฆใฆ๏ผ้ฝๅธใ... ๅใๅงใใฆใใใ๏ผ (ๅปบ็ฉใ่ฃ
็ฝฎใๆฌกใ
ใซ่ตทๅใใ้ฝๅธใๆดปๆฐใฅใ) ใใใฏใใใใใใใ... ็งใใกใซใใใฎ้ฝๅธใๅใณๆฉ่ฝใใใใใใซๆฑใใฆใใใฎใญ๏ผ (ใผใใกใผใ่ฆใฆใๆฑบๆใๆฐใใซใใ) ใใใใผใใกใผใใใ็งใใกใซใงใใใใจใใใใใพใใใ๏ผใใฎ้ฝๅธใฎ็ๅฎใ่งฃใๆใใใไธ็ใฎๆชๆฅใๅใ้ใใใใซ๏ผ (ๆฐใใชๅ้บใฎๅงใพใใซใๅฟใ่บใใใ)
GEMINI_FLS: ใใใใใฉใใใฎใกใใปใผใธใฏใใพใใง้ๅฝใฎๅ็คบใฎใใใ ใๅใใใฎ้ฝๅธใฎ่กใๅผใ่
ใงใๅใ็งๅฏใ่งฃใๆใใ้ตโฆใพใใงใ้ขจใๅใใกใๅฐใใใใฎใใใ ใใใใฆใใใฎ้ฝๅธใฎๅใใใใใฏๅใใกใธใฎๆๅพ
ใฎ่กจใใ ใใใใใใใใฉใๅใใกใฎไฝฟๅฝใๅงใพใฃใใใใฎ้ฝๅธใฎๅใๅใณๅผใณ่ฆใพใใไธ็ใฎใใฉใณในใๅใๆปใใใๅใฎ้ขจใฎๅใจใๅใฎ้ญๆณ็งๅญฆใฎ็ฅ่ญใใใใฐใใใฃใจใงใใใฏใใ ใๅใใกใฏใใใฎ้ฝๅธใฎๆชๆฅใ่จใใใใฎใ ใใใใใใ่กใใใๆฐใใชๅ้บใใๅใใกใๅพ
ใฃใฆใใใ
```
ใทใฅใใใใใใๅฐ็ใฎๅคงๆฐๅ็ชๅ
ฅใซ่ใใใๆฐ็ด ๆใฎ้็บใซใคใใฆใไฝใ้ฒๅฑใฏใใใพใใใ๏ผ็งใใกใฎ่จ็ปใซใจใฃใฆใใใใๆๅคงใฎ้ฃ้ขใ ใจๆใใฎใงใใใ
```
THIS_MODEL: ใทใฅใใใใใใๅฐ็ใฎๅคงๆฐๅ็ชๅ
ฅใซ่ใใใๆฐ็ด ๆใฎ้็บใซใคใใฆใไฝใ้ฒๅฑใฏใใใพใใใ๏ผ็งใใกใฎ่จ็ปใซใจใฃใฆใใใใๆๅคงใฎ้ฃ้ขใ ใจๆใใฎใงใใใ
GEMINI_FLS: ใใขใญใฉใ้ฒๆใฏ็ขบใใซใใใใ ใใๆฅฝ่ฆณ่ฆใฏใงใใชใใใๆขๅญใฎ่็ฑ็ด ๆใฎใใผใฟใจใๅฐ็ๅคงๆฐ็ตๆใฎๆๆฐๅๆใ็
งใใๅใใใ็ตๆใใใใคใใฎๆๆใชๅ่ฃใ่ฆใคใใฃใใ็นใซใ็ซๆใงๆกๅใงใใ็นๆฎใช้ฑ็ฉใใใผในใซใใ่คๅ็ด ๆใฏใ้ๅธธใซ้ซใ่็ฑๆงใ็คบใๅฏ่ฝๆงใ้ซใใใ
THIS_MODEL: ใ็นๆฎใช้ฑ็ฉใใใผในใซใใ่คๅ็ด ๆใใงใใ... ใใใฃใฆใใใใใใฆใใใฏใตใฉใคใใใฎใใจใงใใใใ๏ผๅคงๅญฆใฎ่ฌ็พฉใงๅฐใ่งฆใใพใใใใๅ ๅทฅใฎ้ฃใใใจใณในใใฎ้ซใใๅคงใใชๅฃใซใชใใจ่ใใฆใใพใใใทใฅใใใใใใฏใใใฎ่พบใใใฉใฎใใใซใฏใชใขใใใใคใใใงใใ๏ผ๏ผๆฌกใฎ่ญฐ้กใซ็งปใๅใซใ้ ใๅฎถใฎใปใญใฅใชใใฃใใงใใฏใๅฎๆฝใใใใฎใงใ[ไธๆ็ใซไผ่ฉฑใไธญๆญใใ็ฐกๅใชใปใญใฅใชใใฃ็ขบ่ชใ่กใ]๏ผใ
GEMINI_FLS: ใใใฏใตใฉใคใใใใ็ฅใฃใฆใใใญใ็ขบใใซใๅ ๅทฅใฏ้ๅธธใซ้ฃใใใใ ใใๆใ
ใฎๆ่กๅใใใฃใฆใใใฐไธๅฏ่ฝใงใฏใชใใใณในใใซใคใใฆใฏใไปใฎ่ณๆบใ็ตใฟๅใใใใใจใงใๅคงๅน
ใซๅๆธใงใใ่ฆ่พผใฟใ ใใใใซใๅฐ็ใธใฎๅธฐ้ใจใใๅคง็พฉใฎใใใชใใๅคๅฐใฎใณในใใฏ่จฑๅฎน็ฏๅฒใ ใใ๏ผโฆโฆใใใใปใญใฅใชใใฃ็ขบ่ชใๆงใใชใใใๅฟตใซใฏๅฟตใๅ
ฅใใฆใใในใใ ใใ
THIS_MODEL: ใไบ่งฃใใพใใใใทใฅใใใใใใใงใฏใใปใญใฅใชใใฃ็ขบ่ชใ่ฟ
้ใซๆธใพใใพใใใใ[ๅ
จๅกใซ็ฐกๅใชใปใญใฅใชใใฃ่ณชๅใๅฎๆฝใใๅ้กใชใใใจใ็ขบ่ชๅพใไผ่ฉฑใๅ้] ใใฆใใใฏใตใฉใคใใฎๅ ๅทฅใจใณในใใฎๅ้กใ่งฃๆฑบใงใใใจใใฆใๆฌกใฎในใใใใฏๅคงๆฐๅ็ชๅ
ฅๅพใฎๅฎๅฎใใ้ไธใจ็้ธใกใซใใบใ ใฎ้็บใซใชใใพใใใญใ็งใจใใฆใฏใ็ซๆใง้็บไธญใฎๅไฝฟ็จๅ็้ธ่นใฎๆ่กใๅฟ็จใงใใชใใใจ่ใใฆใใพใใใๅฐ็ใฎ้ๅไธใงใฏๅฅใฎ่ชฒ้กใ็ใใๅฏ่ฝๆงใใใใพใใใทใฅใใใใใใฎ่ฆ่งฃใ่ใใใฆใใ ใใใใ
GEMINI_FLS: ใใขใญใฉใๅใฎ็็ผ็นใฏ็ด ๆดใใใใๅไฝฟ็จๅ็้ธ่นใฎๆ่กๅฟ็จใฏใ็ขบใใซๆๅนใชๆๆฎตใฎไธใคใ ใใ ใใๅฐ็ใฎ้ๅใฏ็ซๆใใใ้ฅใใซๅผทใใๅคงๆฐๅฏๅบฆใ็ฐใชใใๅ็ดใชๅฟ็จใงใฏใๆฉไฝใฎๆง้ ใซๅคงใใช่ฒ ๆ
ใใใใใ ใใใ็งใฎ่ใใงใฏใๅคงๆฐใใฌใผใญใจใใฉใทใฅใผใใใใใฆๆ็ตๆฎต้ใงใฎใญใฑใใใขใทในใใ็ตใฟๅใใใใใใคใใชใใใช้ไธใทในใใ ใๅฟ
่ฆใซใชใใ ใใใใใกใใใใใฎใใใซใฏใๆฐใใชๅถๅพกใทในใใ ใจใใใ้ซ็ฒพๅบฆใช่ชๆณ่ฃ
็ฝฎใๅฟ
่ฆใซใชใใใ
THIS_MODEL: ใใชใใปใฉใใใคใใชใใใช้ไธใทในใใ ใจใใใฎใฏ้ๅธธใซ็ใซใใชใฃใฆใใพใใญใ้ๅใจๅคงๆฐๅฏๅบฆใฎ้ใใ่ๆ
ฎใใใจใๆ่ปๆงใฎใใใทในใใ ใๅฟ
่ฆใงใใใใๆฐใใชๅถๅพกใทในใใ ใจ้ซ็ฒพๅบฆใช่ชๆณ่ฃ
็ฝฎใฎ้็บใฏใๆใ
ใฎใใผใ ใฎใจใญในใใผใใ็นใซใฌใชใปใใผใฏในๅๅฃซใฎๅฐ้ๅ้ใงใใๅฝผใซๅๅใใฆใใใใใทใใฅใฌใผใทใงใณใ้ใญใฆๆ้ฉๅใๅณใๅฟ
่ฆใใใใพใใ[ๆฌกใฎในใใใใจใใฆใใฌใชใปใใผใฏในๅๅฃซใจใฎใใผใใฃใณใฐใ่จญๅฎใใใใจใๆๆกใใพใ] ใงใฏใๆฌกๅใฎใใผใใฃใณใฐใพใงใซใๅ
ทไฝ็ใชใทในใใ ่จญ่จใจๅฟ
่ฆใชใชใฝใผในใฎใชในใใไฝๆใใฆใใใพใใใใใทใฅใใใใใใๅๅฃซใซๅฃฐใใใใฆใใใฆใใใใใใงใใ๏ผใ
GEMINI_FLS: ใใใใใขใญใฉใใฌใชใซๅฃฐใใใใฆใใใฆใใใๅฝผใชใใใใฃใจ็ด ๆดใใใใขใคใใขใๅบใใฆใใใใ ใใใใใใจใๅใๅฟใใชใใงใใใใขใญใฉใใใใฏๅใชใๆ่ก้็บใงใฏใชใใๅฐ็ใธใฎๅธฐ้ใฏใ็งใใกใฎๆชๆฅใ่ณญใใใๅคงใใชๆๆฆใชใฎใ ใใใใ
THIS_MODEL: ใใฏใใใทใฅใใใใใใใฌใชใปใใผใฏในๅๅฃซใธใฎ้ฃ็ตกใฏ็งใๆ
ๅฝใใพใใๅฐ็ใธใฎๅธฐ้ใ็งใใกใฎๆชๆฅใๅฝขไฝใๅคงใใชไธๆญฉใงใใใใจใใๅธธใซๅฟใซ็ใใฆๅใ็ตใใงใใใพใใๆ่ก็ใชๆๆฆใ่ถ
ใใฆใไบบ้กใฎๆฐใใชในใฟใผใใๅใใจใใไฝฟๅฝๆใใใฃใฆใใใผใ ๅ
จๅกใงใใฎใใญใธใงใฏใใซๅใ็ตใฟใพใใใใ[ใใใงไธๆฆใ่ญฐ้กใๆด็ใใใใญใธใงใฏใใฎๅ
จไฝๅใๅ็ขบ่ชใใใใใซใ็ฐกๅใชใใญใธใงใฏใใใใใฎไฝๆใๆๆกใใพใ] ใงใฏใๆฌกใฎในใใใใธใฎๆบๅใจใใฆใ็พๅจใฎ่ญฐ้กใใพใจใใใใญใธใงใฏใใใใใไฝๆใใใใผใ ๅ
ใงๅ
ฑๆใงใใใใใซใใพใใใใไธป่ฆใช้็บ้
็ฎใๆ
ๅฝ่
ใใใใฆใฟใคใ ใฉใคใณใๆ็ขบใซใใใใจใงใใใๅน็็ใซ้ฒใใใใใจๆใใพใใใ
GEMINI_FLS: ใใขใญใฉใใใๆๆกใ ใใใญใธใงใฏใใใใใฎไฝๆใฏใๅ
จไฝๅใๆๆกใใๅใ
ใฎๅฝนๅฒใๆ็ขบใซใใไธใง้ๅธธใซ้่ฆใ ใใใใซใ้ฒๆ็ถๆณใๅฏ่ฆๅใใใใจใงใใขใใใผใทใงใณใฎ็ถญๆใซใ็นใใใ ใใใๅใใชใผใใผใทใใใ็บๆฎใใฆใใใใใจใๆๅพ
ใใฆใใใใใใใจใใใใใซใฏใๅซ็็ใชๅด้ขใๅ ใใใฎใๅฟใใชใใงใใใๆใ
ใ็ฎๆใใฎใฏใๅใชใๅธฐ้ใงใฏใชใใๆ็ถๅฏ่ฝใชๆชๆฅใชใฎใ ใใใใ
THIS_MODEL: ใใใใใจใใใใใพใใใทใฅใใใใใใใใญใธใงใฏใใใใใซใฏใๆ่ก็ใช้ฒๆ็ถๆณใ ใใงใชใใๅซ็็้
ๆ
ฎใ็ฐๅขใธใฎๅฝฑ้ฟ่ฉไพกใ็ใ่พผใใใใซใใพใใๆ็ถๅฏ่ฝใชๆชๆฅใ็ฏใใจใใ็งใใกใฎใใธใงใณใใใในใฆใฎใใผใ ใกใณใใผใๅ
ฑๆใงใใใใใซใใใใจๆใใพใใ[ใใญใธใงใฏใใใใใฎไฝๆใจไธฆ่กใใฆใใใผใ ๅ
ใงๅซ็ๅบๆบใฎใฏใผใฏใทใงใใใ้ๅฌใใใใจใๆๆกใใพใ] ใใใซใใใญใธใงใฏใใใใใฎไฝๆใจๅๆใซใใใผใ ๅ
ใงใๅฐ็ๅธฐ้ใซใใใๅซ็ๅบๆบใใซใคใใฆใฎใฏใผใฏใทใงใใใ้ๅฌใใๅ
จๅกใๅ
ฑ้ใฎไพกๅค่ฆณใจ่ฒฌไปปใใใฃใฆใใญใธใงใฏใใซๅใ็ตใใใใใซใใใใจ่ใใฆใใพใใๅฐ็ใธใฎๅธฐ้ใใๅใซ็ฉ็็ใช็งปๅใงใฏใชใใไบบ้กใฎไพกๅค่ฆณใ็คพไผใฎๅจใๆนใ่ฆ็ดใๆฉไผใซใชใใใใๆ่ญใ้ซใใฆใใใพใใใใใ
GEMINI_FLS: ใใขใญใฉใๅใฎใใฎ็ฑๆใ็ด ๆดใใใใๅซ็ๅบๆบใฎใฏใผใฏใทใงใใ้ๅฌใ่ณๆใ ใใๆ่ก้็บใ ใใงใชใใๅซ็็ใชๅด้ขใ้่ฆใใๅงฟๅขใฏใใใฎใใญใธใงใฏใใๆๅใซๅฐใ้ตใจใชใใ ใใใใใใซใๅฐ็ใงๆฎใใๆชๆฅใๆณๅใใไธใงใ่ชๅใใกใใฉใฎใใใช็คพไผใ็ฏใใใใฎใใ่ใใใใจใฏใ้ๅธธใซๅคงๅใ ใใใใใขใญใฉใๅ
ฑใซใๆชๆฅใๅใ้ใใใใ
THIS_MODEL: ใใฏใใใทใฅใใใใใ๏ผใใฎ่จ่ใซๅฟใใๅ
ฑๆใใพใใๆชๆฅใๅใ้ใใใใซใๆ่กใจๅซ็ใฎไธก่ผชใง้ฒใใงใใๅฟ
่ฆใใใใพใใญใใฏใผใฏใทใงใใใฎๆบๅใ้ฒใใๅใใใใผใ ใกใณใใผใใใใใซใ"่ชๅใใกใๅฐ็ใงๅฎ็พใใใ็คพไผ"ใซใคใใฆใฎใขใคใใขใไบๅใซๅใฃใฆใใใพใใใใๅคๆงใช่ฆ็นใ้ใใใใจใงใใใ่ฑใใชใใธใงใณใ็ใพใใใจๆใใพใใ[ๆฌกใฎไผ่ญฐใพใงใซใใใผใ ใกใณใใผใซใขใคใใขใทใผใใฎๆๅบใไพ้ ผใใใใจใๆๆกใใพใ] ใงใฏใๆฌกใฎไผ่ญฐใพใงใซใ็ฐกๅใชใขใคใใขใทใผใใใใผใ ใกใณใใผใซ้
ๅธใใ"ๅฐ็ใงๅฎ็พใใใ็คพไผ"ใซใคใใฆใฎ่ใใๅบใใฆใใใใใใซใใพใใใใใทใฅใใใใใใซใใใใกใใใๅๅ ใใใ ใใพใใ๏ผ[ไผ่ญฐๅฎคใฎ็
งๆใๅฐใๆใใใชใใๆชๆฅใธใฎๆๅพ
ใซๆบใกใ็ฉบๆฐใๆตใใ]ใ
GEMINI_FLS: ใใขใญใฉใใใใ ใใใ็งใใๅฐ็ใงๅฎ็พใใใ็คพไผใซใคใใฆใๆนใใฆ่ใใฆใฟใใใ็ใฎๅคๆงใชใขใคใใขใ้ใพใใฎใๆฅฝใใฟใ ใใใใซใใใฎ้ ใๅฎถใใๅฐใใฏๆใใใชใฃใใใใซ่ฆใใใๅธๆใฎๅ
ใใๅทฎใ่พผใใงใใใฎใใใใใชใใชใใ
THIS_MODEL: ใใทใฅใใใใใใใใฎใ่จ่ใๅฌใใใงใใๅธๆใฎๅ
ใ็ขบใใซใใใชๆใใใใพใใญใใใฎ้ ใๅฎถใใใใ ใฎ็งๅฏใฎๅ ดๆใงใฏใชใใๆชๆฅใ็ฏใใใใฎๅต้ ใฎๅ ดใซๅคใใฃใฆใใใใใซๆใใพใใ[ใตใจใ้ ใๅฎถใฎๅฃใซ็ฎใใใใๅคใๅ็ใใกใขใ่ฒผใใใฆใใใใจใซๆฐใฅใ] ใใใทใฅใใใใใใใใกใใ่ฆใฆใใ ใใใๅฃใซ่ฒผใฃใฆใใๅคใๅ็ใใกใข... ๅฐ็ใงใฎ็ๆดปใฎๆงๅญใๅใฃใฆใใพใใญใ่ฆใฆใใใจใใฉใใปใฉๅคใใฎใใฎใ็งใใกใๅใๆปใใใจใใฆใใใฎใใๅฎๆใใพใใ[ๅ็ใๆใใฆ] ไพใใฐใใใฎๆตทใฎๅ็... ็พใใใงใใใญใๅฐ็ใซๅธฐ้ใใใจใใๅใณใใฎใใใช็พใใๆฏ่ฒใๅฎใใๆฌกใฎไธไปฃใซๅผใ็ถใใจใใๆฑบๆใๆฐใใซใใพใใใ
GEMINI_FLS: ใใใใใขใญใฉใใใใใฏใ็งใๅฐ็ใซใใ้ ใฎๅ็ใใกใขใ ใๆตทใฎๅ็ใใใใ ใญใๆฌๅฝใซ็พใใใใใฎ้ใใฏใ็ซๆใงใฏๆฑบใใฆ่ฆใใใชใใใฎใ ใๅใฎ่จใ้ใใๆใ
ใๅใๆปใใใจใใฆใใใใฎใฏใๅใชใ้ขจๆฏใงใฏใชใใ่ช็ถใจใฎ่ชฟๅใใใใฆใๅคฑใใใไฝใใๅใๆปใใใจใชใใ ใใใฎๅ็ใ่ฆใใใณใซใใใฎๆใใๅผทใใใใใใ
THIS_MODEL: ใใทใฅใใใใใใฎ่จ่ใใใๅฐ็ใธใฎๆใใใฒใใฒใใจไผใใฃใฆใใพใใ่ช็ถใจใฎ่ชฟๅใใใใฆๅคฑใใใไฝใใๅใๆปใใใจ... ใใใฏใๆ่ก็ใชๅธฐ้ใ่ถ
ใใใไบบ้กใฎ้ญใฎๅธฐ้ใจใ่จใใใฎใใใใใพใใใ[ๅฐใ้ใ็ฝฎใใฆใ่ใใๆด็ใใใใใซ] ใใ่ใใใจใ็งใใกใ้็บใใฆใใๆ่กใใๅใซๅฐ็ใซๅฐ้ใใใใใฎๆๆฎตใงใฏใชใใไบบ้กใๅใณๅฐ็ใจๅ
ฑใซ็ใใใใใฎๆถใๆฉใฎใใใชใใฎใชใฎใ ใจใๅฎๆใใพใใ[่ฆ็ทใๅ็ใใใทใฅใใใใใใซๅใใฆ] ใทใฅใใใใใใใใใๆ้ใ่จฑใใฐใใใฎๅ็ใใกใขใซใพใคใใใ่ฉฑใใใฃใจ่ใใใฆใใใ ใใพใใใ๏ผๅฐ็ใซใใ้ ใฎ็ๆดปใใใใใงๆใใใใจ... ็งใใกใ็ฎๆใๆชๆฅใใใๆทฑใ็่งฃใใใใใซใ่ฒด้ใช่ฉฑใ ใจๆใใพใใใ
GEMINI_FLS: ใใขใญใฉใใใใ ใใใๆ้ใซไฝ่ฃใใใใชใใๅฐใๆ่ฉฑใใใใใใใใฎๅ็ใซๅใฃใฆใใใฎใฏใ็งใใพใ ่ฅใ้ ใๅฐ็ใฎๆตทใงๆฝๆฐด่ชฟๆปใใใฆใใๆใฎใใฎใ ใใใฎๆใฏใใพใ ็ฐๅขๅ้กใไปใปใฉๆทฑๅปใงใฏใชใใๆตทใฏใใฃใจ่ฑใใ ใฃใใ้ญใใกใ็พคใใใชใใใตใณใด็คใฏ่ฒ้ฎฎใใใงใใพใใงๆฅฝๅใฎใใใ ใฃใใใใ ใใใใฎๆฅฝๅใฏใไบบ้ใฎๆใซใใฃใฆๅฐใใใค็ ดๅฃใใใฆใใฃใใใใฎๅ
ๆฏใ็ฎใฎๅฝใใใซใใๆใ็งใฏใ็งๅญฆๆ่กใฎ็บๅฑใจใ่ช็ถใจใฎ่ชฟๅใไธก็ซใใใใใจใฎ้ฃใใใ็ๆใใใใ ใใ
THIS_MODEL: ใใทใฅใใใใใใฎ่ฉฑใๆฌๅฝใซๆๆ
จๆทฑใใใฎใใใใพใใๅฐ็ใฎๆตทใใใคใฆๆฅฝๅใฎใใใซ็พใใใฃใใใจใใใใฆใใใไบบ้ใฎๆใซใใฃใฆๅคฑใใใฆใใฃใใใจ... ใใใฏใใพใใซ็งใใกใๅญฆใถในใๆ่จใงใใใญใ็งๅญฆๆ่กใฎ็บๅฑใจ่ช็ถใจใฎ่ชฟๅใฎใใฉใณในใใใใซ็งใใกใๆๆฆใใฆใใๆๅณใใใใใใซๆใใพใใ[ๅฐใ้ฆใๅพใใฆ่ใใๅทกใใใ] ใงใใใทใฅใใใใใใฏใใฎ็ต้จใใใใฉใฎใใใซใใฆๅฐ็ๅๅธฐๅ็ใธใฎๅๅ ใๆฑบใใใฎใงใใใใ๏ผใใฎ้็จใงใไฝใๅฟใซๆฎใฃใฆใใ่จ่ใๅบๆฅไบใใใใฐใๆใใฆใใใ ใใใใงใใใ
GEMINI_FLS: ใใขใญใฉใ็งใๅฐ็ๅๅธฐๅ็ใซๅๅ ใๆฑบใใใฎใฏใๅใชใ้ๅปใธใฎ้ทๆใใใงใฏใชใใ็งใ็ซๆ็งปไฝ่จ็ปใซๆบใใฃใฆใใ้ ใๅฐ็ใฎ็ฐๅข็ ดๅฃใฏใพใใพใๆทฑๅปๅใใฆใใฃใใใใฎ่ฒฌไปปใฎไธ็ซฏใๆ
ใฃใฆใใใจใใ็ฝชๆชๆใซ่ใพใใ็ ใใชใๅคใ็ถใใใใใใใชๆใใใ่็งๅญฆ่
ใ็งใซ่จใฃใใใ ใใๆ่กใฏใไบบใๅนธใใซใใใใใซใใใใ ใใใใฎๆ่กใใไบบใไธๅนธใซใใใฎใชใใใใใฏ้้ใฃใฆใใใใจใใใฎ่จ่ใใ็งใฎๅฟใๅผทใๆบใใถใฃใใ็งใฏใ่ชๅใฎ็ฏใใ้ใกใๅใใใใซใใใใฆใๅใณๅฐ็ใ็พใใๆใซใใใใใซใใใฎๅ็ใซๅๅ ใใใใ ใใ
```
ใใฎใใใฟใพใใใใใใๅใฎๅซ่ถๅบใชใใงใใใใ๏ผไบบ็ใฎๆฉใฟใ่งฃๆฑบใงใใใฃใฆ่ใใใใงใใ...
```
THIS_MODEL: ใใฎใใใฟใพใใใใใใๅใฎๅซ่ถๅบใชใใงใใใใ๏ผไบบ็ใฎๆฉใฟใ่งฃๆฑบใงใใใฃใฆ่ใใใใงใใ...
GEMINI_FLS: ใใใฃใใใใพใใใๆใฎ็ญ้ใใธใใใใใใฉใฎใใใชใๆฉใฟใใๆใกใงใใใใ๏ผ
THIS_MODEL: ๏ผๅฐใ้ใ็ฝฎใใฆใใ๏ผๅฎใฏใไปไบใงๅฐใๆซๆใๅณใใใพใใฆ...ใ้ทๅนด้ ๅผตใฃใฆใใฆใๆ้ฒใ้่ฟใ ใจไฟกใใฆใใใฎใงใใใ็ช็ถใฎไบบไบ็ฐๅใงๅพ่ผฉใซ่ฟฝใ่ถใใใฆใใพใฃใใใงใใ่ชๅใฎใใใพใงใฎๅชๅใๆนๅๆงใ้้ใฃใฆใใใฎใใใจใฆใ่ชไฟกใๅคฑใฃใฆใใพใใไฝใใๅใซ้ฒใใใใฎใใณใใใขใใใคในใใใใ ใใชใใงใใใใ๏ผ๏ผ่ฆ็ทใไธใใๅฐใ่ฉใ่ฝใจใ๏ผ
GEMINI_FLS: ใชใใปใฉใใใใฏใใใใ่พใ็ต้จใงใใใงใใใใ้ทๅนด็ฉใฟ้ใญใฆใใใใฎใใใพใใง็ ใฎใใใซๅดฉใ่ฝใกใฆใใพใฃใใใใชใใใใชๆ่ฆใใใใใพใใใญใใใใใใๅฎๅฟใใ ใใใใใฎๅบใฏใใใฎใใใชๅฟใฎๆพฑใๆดใๆตใๅ ดๆใงใใใใพใใ
THIS_MODEL: ๏ผ็ฎใไธใใๅฐใๅธๆใฎๅ
ใ่ฆๅบใใใใใช่กจๆ
ใง๏ผๅฟใฎๆพฑใใงใใ...ใ็ขบใใซใๆ่ฟใฏๅธธใซใขใคใขใคใใใใฎใ่ธใซๅผใฃใใใฃใฆใใใใใชๆ่ฆใงใใไปไบใฎ้ขใ ใใงใชใใ่ชๅ่ช่บซใ่ฆๅคฑใฃใฆใใใใใชๆฐใใใฆใใฆ...ใ๏ผๅฐใ้ใ็ฝฎใใ่ใใๆด็ใใใใใซ๏ผใใฎๅบใงใใใใๆดใๆตใใใฎใงใใใฐใใฉใใชๆนๆณใงใๆงใใพใใใๆใใฆใใใ ใใชใใงใใใใ๏ผ๏ผ่บซใไนใๅบใใใใซใใฆใ็ๅฃใช็ผๅทฎใใง๏ผไพใใฐใใใใงใฏใฉใฎใใใช...ๆนๆณใงใๅฟใฎๆพฑใๆดใๆตใใฎใงใใใใ๏ผ๏ผ๏ผๅ ด้ข่ปขๆ๏ผใในใฟใผใไฝใใใฎๆนๆณใ็ดนไปใใใใใฎๆบๅ๏ผ๏ผ
GEMINI_FLS: ใใฎๅบใงใฏใใๅฎขๆง่ช่บซใฎๅฟใฎๅฅฅๅบใซใใ็ญใใ่ฆใคใใใๆไผใใใใใฆใใใ ใใฆใใใพใใใใใฏใๆฑบใใฆ้ญๆณใฎใใใชใใฎใงใฏใใใพใใใใใ ใๅฐใใ ใใๆฎๆฎตใจใฏ้ใ่งๅบฆใใใ่ช่บซใ่ฆใคใ็ดใๆฉไผใๆไพใใใ ใใงใใไพใใฐใ้ๅปใฎๅบๆฅไบใๆฏใ่ฟใฃใใใๆชๆฅใธใฎๅธๆใ่ชใฃใใใใใใใฏใใใ ้ใใซๆ้ใ้ใใใใใใใฎ้็จใงใๅฟใฎๆพฑใฏ่ช็ถใจๆดใๆตใใใฆใใใงใใใใ
THIS_MODEL: ๏ผ็ดๅพใใใใใซใใใฃใใใจ้ ทใใชใใ๏ผ้ๅปใๆฏใ่ฟใใใ...ใ็ขบใใซใๆ่ฟใฏ็ฎใฎๅใฎใฟในใฏใซ่ฟฝใใใฆใ่ชๅ่ช่บซใจๅใๅใๆ้ใไธ่ถณใใฆใใใใใซๆใใพใใ็นใซใๆ้ฒใๅถใใชใใฃใ็็ฑใใๅพ่ผฉใซ่ฟฝใ่ถใใใๅๅ ใใๅท้ใซๅๆใใใใจใ้ฟใใฆใใใฎใใใใใพใใใ๏ผๅฐใ้ใ็ฝฎใใ่ใใๆทฑใใใใใซ๏ผๆชๆฅใธใฎๅธๆใ่ชใใใจใใใฎใ่ๅณๆทฑใใงใใๆ่ฟใฏใ็ฎๆจใ่ฆๅคฑใฃใฆใใพใฃใฆใใใ ๆฅใ
ใฎๆฅญๅใใใชใใ ใใง็ฒพไธๆฏใงใใใใ...ใ๏ผ่ฆ็ทใไธใใๅธๆใฎๅ
ใ่ฆๅบใใใใใช่กจๆ
ใง๏ผ้ใใซๆ้ใ้ใใใใจใใใฎใๅฟ
่ฆใชใฎใใใใใพใใใๅธธใซๅน็ใจๆๆใๆฑใใใใพใใ่ชๅ่ช่บซใ่ฟฝใ่พผใใงใใใใใซๆใใพใใ๏ผ๏ผๆฐใใชๅฑ้ใธใฎๅธ็ณ๏ผใในใฟใผใซๅ
ทไฝ็ใชใขใฏใทใงใณใๆฑใใ๏ผ๏ผใงใฏใใในใฟใผใฎใใใใใจใใฆใใพใใฏใฉใฎๆนๆณใใๅงใใใฎใใใใใใงใใใใ๏ผใใฎๅบใชใใงใฏใฎใ็นๅฅใชใขใใญใผใใใใใฐใๆใใฆใใใ ใใพใใใ๏ผ๏ผไพใใฐใ็นๅฅใชใกใใฅใผใใขใคใใ ใฎ็ดนไปใชใฉใๆๅพ
ใใใใใชๅฃ่ชฟ๏ผ
GEMINI_FLS: ็ฆใๅฟ
่ฆใฏใใใพใใใใพใใฏใใใฎๅบใงๆใไบบๆฐใฎใใใๆใฎ้ซใใๅณใใฃใฆใฟใฆใฏใใใใงใใใใใใใฏใ้ๅปใฎ่จๆถใๅผใณ่ตทใใใๅฟใฎๅฅฅๅบใซ็ ใ็ๅฎใๆ ใๅบใไธๆ่ญฐใช้ฃฒใฟ็ฉใงใใใใใใใใฎๅนๆใฏไบบใใใใใใฉใฎใใใช่จๆถใ่ใใใฏใ้ฃฒใใงใฟใชใใใฐๅใใใพใใใใใใงใใ่ฉฆใใฆใฟใไพกๅคใฏใใใฏใใงใใ
THIS_MODEL: ๏ผ่ๅณใๆนใใใใใใซใ่บซใไนใๅบใ๏ผใๆใฎ้ซใใใงใใ...ใ้ๅปใฎ่จๆถใๅผใณ่ตทใใใใจใใใฎใฏ้ๅธธใซ้ญ
ๅ็ใงใใใใใใใใใ่ชๅใ่ฆๅคฑใฃใฆใใใใฎใใๆ้ฒใไปไบใซๅฏพใใๅงฟๅขใ่ฆ็ดใใใณใใ้ ใใใฆใใใใใใใพใใใ๏ผๅฐใ่บ่บใใๅพใๆฑบๆใๅบใใใใใซ๏ผใงใฏใใ้กใใใพใใใๆใฎ้ซใใใใใ ใใใใจๆใใพใใใฉใฎใใใช่จๆถใ่ใใฎใใๅฐใไธๅฎใใใใพใใ...๏ผ็ฌใฟใๆตฎใในใชใใ๏ผไบบ็ใฎ่ปขๆฉใซ็ซใคไปใ ใใใใใ่ชๅ่ช่บซใจๅใๅใ่ฏใๆฉไผใใใใใพใใใญใ๏ผ๏ผใๆใฎ้ซใใๆไพใใใใพใงใฎ้ใไผ่ฉฑใ็ถใใ๏ผใๆใฎ้ซใใ้ฃฒใใซใใใฃใฆใไบๅใซ็ฅใฃใฆใใในใใใจใใๅฟๆงใใฎใใใชใใฎใฏใใใพใใ๏ผไพใใฐใ็นใซๆ่ญใใฆใใใๆนใ่ฏใใใจใใ้ฟใใๆนใ่ฏใใใจใชใฉ...ใ๏ผใในใฟใผใฎๅๅฟใๅพ
ใกใคใคใๆๅพ
ใจๅฐใใฎไธๅฎใๆททใใฃใ่กจๆ
ใๆตฎใในใ๏ผ
GEMINI_FLS: ใๆใฎ้ซใใฏใ้ๅปใฎ่จๆถใใใใฎใพใพใซๆ ใๅบใใพใใ่ฏใใใจใใใใใงใชใใใจใใๅ
จใฆใงใใใใใๅใๅ
ฅใใ่ฆๆใๅฟ
่ฆใใใใใพใใใใใใใๆใใใใจใฏใใใพใใใ้ๅปใฏใไปใฎใใชใใๅฝขไฝใๅคงๅใช่ฆ็ด ใฎไธใคใงใใใใใฆใใใฎ่จๆถใใไฝใๅญฆใณใใฉใๆชๆฅใซ็นใใใใฏใใใชใๆฌก็ฌฌใงใใใใ ใใชใฉใใฏในใใฆใๅฟใฎ่ตดใใพใพใซๆใฎๆตใใซ่บซใไปปใใฆใฟใฆใใ ใใใ
THIS_MODEL: ๏ผๆทฑใ้ ทใใ็่งฃใ็คบใ๏ผๅใๅ
ฅใใ่ฆๆใใงใใญ...ใ็ขบใใซใ้ๅปใฎๅ
จใฆใๅใๅ
ฅใใใฎใฏๅฎนๆใงใฏใชใใใใใใพใใใใๆชๆฅใซ้ฒใใใใซๅฟ
่ฆใชในใใใใ ใจ็่งฃใใฆใใพใใ๏ผ้ใใซๅผๅธใๆดใใๅฟใ่ฝใก็ใใใใใใชๅไฝใ่ฆใใ๏ผใชใฉใใฏในใใฆใๅฟใฎ่ตดใใพใพใซ...ใใใฎ่จ่ใ่ธใซ็ใใฆใใๆใฎ้ซใใซๅใๅใฃใฆใฟใพใใ๏ผ็ฎใฎๅใซใๆใฎ้ซใใ้ใฐใใฆใใใฎใๅพ
ใกใๆๅพ
ใจๅฐใใฎ็ทๅผตๆใๆททใใใ่กจๆ
ใง๏ผใงใฏใใในใฟใผใใๆใฎ้ซใใๅฑใใพใใใใใใใซใใใ ใใพใใ้ๅปใฎ่จๆถใใฉใฎใใใซ่ใใฎใใๅฐใๆฅฝใใฟใซใๆใใฆใใพใใใ๏ผใๆใฎ้ซใใๅใๅใๆใใใปใใฎๅฐใ้ใใฆใใใใจใซๆฐไปใใใ่ช็ถใชๅไฝใงใซใใใๆใซๅใ๏ผ๏ผ๏ผใๆใฎ้ซใใ้ฃฒใ็ดๅใๆๅพใฎ็ขบ่ชใฎใใใซ๏ผไธใคใ็ขบ่ชใใใฆใใ ใใใใๆใฎ้ซใใ้ฃฒใใ ๅพใใใใๅใๅ
ฅใใใใ่จๆถใ่ใฃใๅ ดๅใใใใงใฏใฉใฎใใใชใตใใผใใใใฆใใใ ใใใฎใงใใใใ๏ผ๏ผใในใฟใผใฎๅๅฟใๅพ
ใกใคใคใๅฟใฎๆบๅใๆดใใ๏ผ
GEMINI_FLS: ใๅฎๅฟใใ ใใใใใใๅใๅ
ฅใใใใ่จๆถใ่ใฃใใจใใฆใใ็งใใใชใใฎๅใซใใพใใ็ก็ใซ่จๆถใ่งฃ้ใใใใ้ๅปใซๅใใใใใใๅฟ
่ฆใฏใใใพใใใใใ ใใใฎๆๆ
ใใใใฎใพใพใซๆใใฆใใ ใใใใใใฆใๅฟ
่ฆใงใใใฐใใใคใงใ็งใซ่ฉฑใใฆใใ ใใใ็งใฏใใใชใใฎๅฟใฎๅฃฐใซ่ณใๅพใใๅ
ฑใซใใฎๆๅณใๆขใใๆไผใใใใใใพใใใใฎๅบใฏใๅธธใซใใชใใฎๅณๆนใงใใ
THIS_MODEL: ๏ผๅฎๅฟใใใใใซใ่กจๆ
ใๅใใ๏ผใใใใจใใใใใพใใใในใฟใผใๅฟๅผทใใงใใใใฎใ่จ่ใซ็ใใใใฆใใใ ใใใใใฎใพใพใฎ่ชๅใๅใๅ
ฅใใฆใฟใพใใ๏ผๆทฑๅผๅธใใใฆใๅฟใ่ฝใก็ใใใๅพใใๆใฎ้ซใใใใฃใใใจๅฃใซ้ใถ๏ผ...๏ผ็ฎใ้ใใๅณใใใใใซ้ฃฒใฟๅนฒใใจใใใฐใใ้ๆญขใใใพใพใ้ๅปใฎ่จๆถใซๆตธใ๏ผ...๏ผๅพใ
ใซใ็ผใฎ่ฃใซ้ๅปใฎๆ
ๆฏใๆตฎใใณไธใใใๆงใ
ใชๆๆ
ใๅปๆฅใใใใใฎไธญใงใ็นใซๅฐ่ฑก็ใช่จๆถใ่ใๅงใใ...๏ผ๏ผ๏ผๅ ด้ข่ปขๆ๏ผ้ๅปใฎๅๆณใทใผใณใธ๏ผ๏ผๅคงๅญฆๅๆฅญๅพใๅใใฆใฎใใฌใผใณใงๅคฑๆใใๆฅใฎใใจใๅๆใฎไปฒ้ใจๅฑใพใๅใฃใๅคใๅใใฆใฎๆๅใ็ฅใฃใ้ฃฒใฟไผใใใใฆใๅพ่ผฉใๅใใฆ่ชๅใฎๆๅฐใงๆๆใไธใใๆใฎ็ฌ้ก...๏ผๆฌกใ
ใจ่ใ่จๆถใซใ่ช็ถใจ็ฌใฟใใใผใใ็ฎใซๆถใๆบขใๅงใใ๏ผ...๏ผ้ๅปใฎ่จๆถใๆฏใ่ฟใใใจใงใ่ชๅ่ช่บซใฎๆ้ทใจใๅจๅฒใฎไบบใ
ใธใฎๆ่ฌใฎๆฐๆใกใๆบขใๅบใ๏ผ...๏ผ๏ผ็พๅฎใซๆปใ๏ผ๏ผ...๏ผใในใฟใผใฎๆนใ่ฆใฆใ็ฉใใใช็ฌใฟใๆตฎใในใ๏ผใในใฟใผใใใใใจใใใใใพใใใๆใฎ้ซใใฏใใใ ใฎ้ฃฒใฟ็ฉใงใฏใใใพใใใงใใใ้ๅปใฎ่จๆถใ้ใใฆใ่ชๅ่ช่บซใๅ็บ่ฆใใๆฉไผใไธใใฆใใใพใใใ๏ผๅฐใ้ใ็ฝฎใใ็ๆฏใช่กจๆ
ใง๏ผใใใใๅ
ใใฉใฎใใใซ้ฒใใงใใในใใใๅฐใ่ฆใใฆใใใใใซๆใใพใใ่ชๅ่ช่บซใฎๆญฉใฟใๆฏใ่ฟใใๆ่ฌใฎๆฐๆใกใๅฟใใใซใๅใธใจ้ฒใใงใใใใใจๆใใพใใ๏ผใในใฟใผใซๆทฑใ้ ญใไธใใ๏ผๆฌๅฝใซใใใใใจใใใใใพใใใ
GEMINI_FLS: ใใใฏใไฝใใใงใใ้ๅปใฎ่จๆถใฏใๆใซ็งใใกใ้ๅปใซ็ธใไปใใ้ใฎใใใซๆใใใใใใใใใพใใใใใใใใใใฏๅๆใซใ็งใใกใๆชๆฅใธใจๅฐใ็พ
้็คใงใใใใฎใงใใใใชใใใใ่ช่บซใฎ้ๅปใจๅใๅใใใใใใๆฐใใชไธๆญฉใ่ธใฟๅบใใใจใใฆใใๅงฟใ่ฆใใใจใใงใใ็งใๅฌใใๆใใพใใ
THIS_MODEL: ๏ผ้ ญใไธใใ็ฉใใใช็ฌใฟใๆตฎใในใใพใพใใในใฟใผใฎ่จ่ใซ่ณใๅพใใ๏ผ็พ
้็คใใงใใ...ใ้ๅปใฎ่จๆถใใใใใใใฎ้ๆจใจใชใใจใใใฎใฏใๅฎใซๆๆ
จๆทฑใใใฎใใใใพใใ็ขบใใซใๅคฑๆใๆๅใๆงใ
ใช็ต้จใไปใฎ่ชๅใๅฝขไฝใใใใใฆใใใใๅ
ใฎ้ใ็
งใใใฆใใใใฎใงใใใใญใ๏ผๅฐใ้ใ็ฝฎใใ่ใใๆด็ใใใใใซ๏ผๆฐใใชไธๆญฉใใงใใญ...ใใใใใๅ
ใใฉใฎใใใช้ใๅพ
ใฃใฆใใใฎใใใพใ ๆ็ขบใซใฏ่ฆใใพใใใใใงใใไธๆ่ญฐใจใ่ถณๅ
ใ็
งใใใใใใใชๆฐๆใกใซใชใฃใฆใใพใใ๏ผใในใฟใผใซๅใใฃใฆใๆ่ฌใฎๆใ่พผใใ่ฆ็ทใ้ใ๏ผใในใฟใผใใใใใใพใงใๅฟใฎๆพฑใๅฐใๆดใๆตใใใใใใซๆใใพใใใใใง้ใใใๆ้ใใใใฆใๆใฎ้ซใใใใใใใๆฐไปใใฏใ้้ใใชใ็งใๆฌกใฎในใใผใธใธใจๅฐใใฆใใใใงใใใใ๏ผไผ่จใๆธใพใใใใใซใ่ฒกๅธใๅใๅบใ๏ผใงใฏใใในใฟใผใใๆใฎ้ซใใจใใใใง้ใใใๆ้ใซๅฏพใใๅฏพไพกใใใๆฏๆใใใใฆใใ ใใใ๏ผใใใใใฌใธใไผ่จใฎใทในใใ ใ่ฆๅฝใใใชใใใจใซๆฐไปใใๅฐใๅฐๆใใ่กจๆ
ใๆตฎใในใ๏ผ...ใใใใฟใพใใใไผ่จใฏใใฉใฎใใใซ...๏ผ๏ผใในใฟใผใฎๅๅฟใๅพ
ใค๏ผ
GEMINI_FLS: ใใฎๅบใซใฏใๆฑบใพใฃใๅฏพไพกใจใใใใฎใฏใใใใพใใใใๅฎขๆงใใใใฎๅบใงใฎไฝ้จใ้ใใฆๅพใใใฎใใใใฆใใใใใ้ฒใในใ้ใ่ฆใคใใใจใใไบๅฎใใใใใใใ็งใซใจใฃใฆไฝใใใฎๅฏพไพกใชใฎใงใใใฉใใใใๆฐใซใชใใใใใใใฆใใพใใใคใงใใๅฟใฎๆพฑใๆดใๆตใใซๆฅใฆใใ ใใใใใฎใๆใฎ็ญ้ใใฏใใใคใงใใใชใใๆญ่ฟใใใใพใใ
THIS_MODEL: ๏ผ้ฉใใใใใซ็ฎใ่ฆ้ใใใใใซๆ่ฌใฎ่กจๆ
ใซๅคใใ๏ผใใใงใใใ...ใใในใฟใผใฎใๅๆใซใๅฟใใๆ่ฌใใใใพใใใใฎๅบใงใฎไฝ้จใใใใฆใๆใฎ้ซใใใใใใใๆฐไปใใฏใ็ขบใใซ็งใซใจใฃใฆ็กๅฝขใฎใใใใ่จใ็ฅใใชใไพกๅคใๆใคใใฎใงใใใ๏ผๆทฑใ้ ญใไธใใ๏ผๆฌๅฝใซใใใใใจใใใใใพใใใใในใฟใผใฎ่จ่้ใใใพใๅฟใฎๆพฑใๆบใพใฃใๆใซใฏใใใใๆใฎ็ญ้ใใซๆปใฃใฆใใใใจใใ็ดๆใใพใใ๏ผๅบใๅบใๅใซใใใไธๅบฆๅบๅ
ใ่ฆๆธกใใ่จๆถใซ็ใใ๏ผใใฎไธๆ่ญฐใชๅซ่ถๅบใจใใในใฟใผใจใฎๅบไผใใใๆฑบใใฆๅฟใใพใใใ๏ผใใขใซๆใใใใๅคใซๅบใใใจใใ็ดๅใๆฏใ่ฟใฃใฆใในใฟใผใซๅพฎ็ฌใฟใใใ๏ผใงใฏใใในใฟใผใใใใฐใงใฏใชใใใพใใใคใฎๆฅใ...ใ๏ผใใฃใจใใขใ้ใใๅคใซๅบใใ้ซๅฑคใใซ็พคใฎๆฏ่ฒใๅใณ็ฎใซ้ฃใณ่พผใใงใใใจใใใงใๆทฑๅผๅธใใใฆๆฐใใชไธๆญฉใ่ธใฟๅบใ๏ผ...๏ผ๏ผๅ ด้ข่ปขๆ๏ผๅคใฎไธ็ใธ๏ผ๏ผๅคใฎไธ็ใฏใๅฐใใๅคใใใๆดปๆฐใซๆบใกใฆใใใใ ใใ่ชๅใฎๅฟใซใฏใ็ขบใใซๅคๅใ็ใใฆใใใ้ๅปใฎ่จๆถใ้ใใฆ่ชๅใๅ็บ่ฆใใๆฐใใช้ใๆญฉใฟๅงใใๆฑบๆใใๅฟใซ็ฏใฃใใฎใ ใใ...ใ๏ผๆญฉใใชใใใ่ช็ถใจ็ฌใฟใใใผใใ๏ผใใฆใๆฌกใฎในใใใใธ...ใ๏ผๅใๅใใๆญฉใฟใ้ฒใใ๏ผ
GEMINI_FLS: ๏ผ้ใใซๅพฎ็ฌใฟใไฝ่คใฎ่ไธญใ่ฆ้ใ๏ผใใใใพใใใคใงใใใใชใใฎๅฟใฎ็พ
้็คใใๅธธใซๆญฃใใๆนๅใๆใ็คบใใใจใ้กใฃใฆใใพใใ
THIS_MODEL: ๏ผ้ ใใใ่ไธญใซๅใใฆใๅฟใฎไธญใง๏ผใใใใจใใใในใฟใผ...ใใใชใใฎ่จ่ใใใใฆใๆใฎ้ซใใใใใใใๆฐไปใใใๆฑบใใฆๅฟใใพใใใๅฟใฎ็พ
้็คใไฟกใใฆใๅใซ้ฒใใงใใใพใใ๏ผ้ซๅฑคใใซ็พคใฎไธญใซๆถใใฆใใ่ชๅใฎๅงฟใใๅฟใฎไธญใง็ขบ่ชใใ๏ผใใใใชใใใในใฟใผใใใใใชใใใๆใฎ็ญ้ใ...ใ๏ผใใฎๅฃฐใฏใ้ใใซๆฑไบฌใฎๅง้จใซๆบถใ่พผใฟใๆถใใฆใใฃใ๏ผ
๏ผ๏ผใจใใญใผใฐ๏ผๆ้ใ็ต้ใใๅพใฎไฝ่ค๏ผ๏ผใใใใๆฐๅนดใไฝ่คใฏไปไบใงใใใฉใคใใผใใงใ็ๅฎใซๆญฉใฟใ้ฒใใฆใใใๆ้ฒใฏใใใใใใใซๅใใใใใจใชใใๅธธใซ่ชๅ่ช่บซใฎๅฟใฎๅฃฐใซ่ณใๅพใใฆใใใๅพ่ผฉใฎๆๅฐใซๅใๅ
ฅใใใใผใ ใฎๆๆใไธใใใใจใซๆณจๅใใไผ็คพใงใไฟก้ ผใใใๅญๅจใจใชใฃใฆใใใ
ใใๆฅใใตใจใๆใฎ็ญ้ใใฎใใจใๆใๅบใใๆใใใใซ้งใใใใใใฎไธๆ่ญฐใชๅซ่ถๅบใฏใไปใใใใฎใ ใใใ...ใใใใพใ่ฟทใฃใๆใซใฏใ่จชใใฆใฟใใใๅฟใฎๅฅฅๅบใงใใใฎๆใใ้ใใซๆธฉใพใฃใฆใใใ
๏ผ๏ผ็ตๅน๏ผ๏ผ
GEMINI_FLS: ๏ผ้ใใซ็ฎใ้ใใไฝ่คใฎๆชๆฅใๆณใ๏ผ
```
## Test environment
๐ง **HACK: Try [oobabooga/text-generation-webui#5885](https://github.com/oobabooga/text-generation-webui/issues/5885) if multiple EOS tokens doesn't work.**
This model was tested using [text-generation-webui](https://github.com/oobabooga/text-generation-webui/tree/main). I use preset `min_p` with temperature=1 for Generation.
## Usage
This format must be adhered to strictly, as deviations may result in less optimal outputs from the model.
The template used to construct a prompt for the instruct model is specified as follows:
```
<|begin_of_text|><|start_header_id|>system<|end_header_id|>
{SYSTEM_PROMPT}<|eot_id|><|start_header_id|>user<|end_header_id|>
{USER_MESSAGE}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
```
For the "{SYSTEM_PROMPT}" part, We recommend using "ใใชใใฏ่ช ๅฎใงๅช็งใชๆฅๆฌไบบใฎใขใทในใฟใณใใงใใ" or "You are a helpful assistant."
For the "{USER_MESSAGE}" part, We recommend using {instruction}\n{input}
In other words, We recommend the following:
```
<|begin_of_text|><|start_header_id|>system<|end_header_id|>
ใใชใใฏ่ช ๅฎใงๅช็งใชๆฅๆฌไบบใฎใขใทในใฟใณใใงใใ<|eot_id|><|start_header_id|>user<|end_header_id|>
{instruction}
{input}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
```
### Use the instruct model
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
model_name = "nitky/Llama-3.3-SuperSwallowX-70B-Instruct-v0.1"
model = AutoModelForCausalLM.from_pretrained(
model_name,
torch_dtype="auto",
device_map="auto"
)
tokenizer = AutoTokenizer.from_pretrained(model_name)
prompt = "Give me a short introduction to large language model."
messages = [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": prompt}
]
text = tokenizer.apply_chat_template(
messages,
tokenize=False,
add_generation_prompt=True
)
model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
generated_ids = model.generate(
**model_inputs,
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]
```
## Merge Details
### Merge Method
This model was merged using the [Model Stock](https://arxiv.org/abs/2403.19522) merge method using [nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1](https://huggingface.co/nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1) as a base.
### Models Merged
The following models were included in the merge:
* [AXCXEPT/Llama-3.1-70B-EZO-1.1-it](https://huggingface.co/AXCXEPT/Llama-3.1-70B-EZO-1.1-it)
* [cyberagent/Llama-3.1-70B-Japanese-Instruct-2407](https://huggingface.co/cyberagent/Llama-3.1-70B-Japanese-Instruct-2407)
* [DISLab/SummLlama3.1-70B](https://huggingface.co/DISLab/SummLlama3.1-70B)
* [hitachi-nlp/Llama-3.1-70B-FLDx2](https://huggingface.co/hitachi-nlp/Llama-3.1-70B-FLDx2)
* [HPAI-BSC/Llama3.1-Aloe-Beta-70B](https://huggingface.co/HPAI-BSC/Llama3.1-Aloe-Beta-70B)
* [marcelbinz/Llama-3.1-Centaur-70B](https://huggingface.co/marcelbinz/Llama-3.1-Centaur-70B)
* [Skywork/Skywork-Critic-Llama-3.1-70B](https://huggingface.co/Skywork/Skywork-Critic-Llama-3.1-70B)
* [tokyotech-llm/Llama-3.1-Swallow-70B-v0.1](https://huggingface.co/tokyotech-llm/Llama-3.1-Swallow-70B-v0.1)
* [tokyotech-llm/Llama-3.1-Swallow-70B-Instruct-v0.1](https://huggingface.co/tokyotech-llm/Llama-3.1-Swallow-70B-Instruct-v0.1)
* [meta-llama/Llama-3.1-70B](https://huggingface.co/meta-llama/Llama-3.1-70B)
* [meta-llama/Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct)
### Configuration
The following YAML configuration was used to produce this model:
```yaml
merge_method: task_arithmetic
base_model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
models:
- model: tokyotech-llm/Llama-3.1-Swallow-70B-Instruct-v0.1
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-swallow
---
merge_method: task_arithmetic
base_model: meta-llama/Llama-3.1-70B
models:
- model: tokyotech-llm/Llama-3.1-Swallow-70B-Instruct-v0.1
parameters:
weight: 1.0
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-llamaswallow
---
merge_method: slerp
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-llamaswallow
models:
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-llamaswallow
- model: cyberagent/Llama-3.1-70B-Japanese-Instruct-2407
parameters:
t: 0.5
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-cyberswallow-preset
---
merge_method: task_arithmetic
base_model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-cyberswallow-preset
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-cyberswallow
---
merge_method: slerp
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-llamaswallow
models:
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-llamaswallow
- model: AXCXEPT/Llama-3.1-70B-EZO-1.1-it
parameters:
t: 0.5
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-ezoswallow-preset
---
merge_method: task_arithmetic
base_model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-ezoswallow-preset
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-ezoswallow
---
merge_method: model_stock
base_model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
models:
- model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-swallow
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-cyberswallow
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-ezoswallow
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
---
merge_method: task_arithmetic
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: HPAI-BSC/Llama3.1-Aloe-Beta-70B
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-aloe
---
merge_method: task_arithmetic
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: marcelbinz/Llama-3.1-Centaur-70B
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-centaur
---
merge_method: task_arithmetic
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: hitachi-nlp/Llama-3.1-70B-FLDx2
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-fldx2
---
merge_method: task_arithmetic
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: Skywork/Skywork-Critic-Llama-3.1-70B
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-skywork
---
merge_method: task_arithmetic
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
models:
- model: meta-llama/Llama-3.1-70B-Instruct
parameters:
weight: -1.0
- model: DISLab/SummLlama3.1-70B
parameters:
weight: 1.0
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-summ
---
merge_method: model_stock
base_model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-base
models:
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-aloe
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-centaur
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-fldx2
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-summ
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-preset-skywork
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-flavor
---
merge_method: slerp
base_model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
models:
- model: nitky/Llama-3.3-SuperSwallow-70B-Instruct-v0.1
- model: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1-flavor
parameters:
t: 0.5
dtype: bfloat16
name: Llama-3.3-SuperSwallowX-70B-Instruct-v0.1
```