Ollama Install in Debain12

安裝環境
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OS: Debian 12
RAM: 64G
CPU: 11th Gen Intel(R) Core(TM) i5-1145G7 @ 2.60GHz

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https://man.twcc.ai/@preview-twccdocs/BkMbEvScj

安裝方法
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MacOS
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Debian 12
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sudo apt install -y build-essential libssl-dev libffi-dev python3-dev
curl -fsSL https://ollama.com/install.sh | sh

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❯ curl -fsSL https://ollama.com/install.sh | sh
>>> Downloading ollama...
######################################################################## 100.0%##O=#  #                                                                      
>>> Installing ollama to /usr/local/bin...
>>> Creating ollama user...
>>> Adding ollama user to render group...
>>> Adding ollama user to video group...
>>> Adding current user to ollama group...
>>> Creating ollama systemd service...
>>> Enabling and starting ollama service...
Created symlink /etc/systemd/system/default.target.wants/ollama.service → /etc/systemd/system/ollama.service.
>>> The Ollama API is now available at 127.0.0.1:11434.
>>> Install complete. Run "ollama" from the command line.
WARNING: No NVIDIA/AMD GPU detected. Ollama will run in CPU-only mode.

筆電可以不用開啟

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sudo systemctl disable ollama

/etc/systemd/system/ollama.service

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[Service]
Environment="OLLAMA_ORIGINS=http://your.domain" 
Environment="OLLAMA_HOST=0.0.0.0"

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curl -fsSL https://s3.us-west-1.amazonaws.com/public.useanything.com/latest/installer.sh | sh

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sudo firewall-cmd --zone=docker --add-port=11434/tcp

檢查版本

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❯ ollama --version
ollama version is 0.1.48

anythingllm
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anythingllm desktop
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curl -fsSL https://cdn.anythingllm.com/latest/installer.sh | sh

~/.local/share/applications/anythingllm-desktop.desktop

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[Desktop Entry]
Version=1.0
Type=Application
Name=anythingllm-desktop
Path=/home/pollochang/AnythingLLMDesktop/
Icon=/home/pollochang/AnythingLLMDesktop/anythingllm-desktop/anythingllm-desktop.png
Exec=/home/pollochang/AnythingLLMDesktop/start
Comment=anythingllm-desktop
Categories=AI;LLM;
Terminal=false

anythingllm server
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env.txt

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SERVER_PORT=3001
STORAGE_DIR="/app/server/storage"
UID='1000'
GID='1000'

docker-compose.yml

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version: '3.8'

services:
  anythingllm:
    image: mintplexlabs/anythingllm
    container_name: anythingllm
    restart: unless-stopped
    cap_add:
      - SYS_ADMIN
    ports:
      - "3014:3001"
    volumes:
      - /data/anythingllm/data:/app/server/storage
      - /data/anythingllm/env.txt:/app/server/.env
    networks:
      anything_llm:
        ipv4_address: 10.2.2.10
  weaviate:
    command:
    - --host
    - 0.0.0.0
    - --port
    - '8080'
    - --scheme
    - http
    image: cr.weaviate.io/semitechnologies/weaviate:1.26.5
    ports:
    - 8080:8080
    - 50051:50051
    volumes:
    - /data/weaviate/data:/var/lib/weaviate
    restart: on-failure:0
    environment:
      QUERY_DEFAULTS_LIMIT: 25
      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: 'true'
      PERSISTENCE_DATA_PATH: '/var/lib/weaviate'
      DEFAULT_VECTORIZER_MODULE: 'none'
      ENABLE_API_BASED_MODULES: 'true'
      CLUSTER_HOSTNAME: 'node1'
    networks:
      anything_llm:
        ipv4_address: 10.2.2.11
networks:
  anything_llm:
    driver: bridge
    ipam:
      config:
          - subnet: "10.2.2.0/24"

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firewall-cmd --permanent --add-port=3014/tcp

api example
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curl -X 'GET' \
  'http://your.domain:3014/api/v1/auth' \
  -H 'accept: application/json' \
  -H 'Authorization: Bearer <token>'

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curl -X 'GET' \
  'http://your.domain:3014/api/v1/workspace/pollo-lab' \
  -H 'accept: application/json' \
  -H 'Authorization: Bearer <token>'

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curl -X 'POST' \
  'http://your.domain:3014/api/v1/workspace/pollo-lab/chat' \
  -H 'accept: application/json' \
  -H 'Authorization: Bearer <token>' \
  -H 'Content-Type: application/json' \
  -d '{
  "message": "你好?",
  "mode": "query"
}'

初學 Ollama CLI
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# 看有哪些模型在電腦中
ollama list
# 刪除模型
ollama rm <模型名稱>
# 僅安裝模型
ollama pull <模型名稱>

Ollama 語言模型使用心得
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Mistral AI
- tinyllama: 講幹話很強
- llama3
  - llama3: 不是合在CPU
- codellama: https://github.com/meta-llama/codellama
Microsoft
- phi3(手機)
  - 中文普普，不吃中文文檔
- orca-mini
  - 中文很爛
Google
- gemma
- gemma2
IBM
- granite-code: 目前在 CPU 環境反應最好
阿里巴巴(中國)
- qwen2: 處理中文文件很強
deepseek(中國)
- deepseek-coder-v2
TAIDE: TAIDE - 推動臺灣可信任生成式AI發展計畫
- willh/taide-lx-7b-chat-4bit
聯發科技公司
- ycchen/breeze-7b-instruct-v1_0

使用模型
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下載模型
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ollama pull gemma2

聊天介面
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ollama run gemma2

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❯ ollama run tinyllama 
>>> 幫我翻譯程繁體中文: A terminal for the modern age
終端機來自今代的時光！

如果你是一個桌面環境的新手，謝辭應用程式，內容可以讓大多数人都能理解。

我們不會認為整合性是一種財富或經濟體驗。

在大多數場景中，我們會終端機作為你的工具之一。

如果你不想把它看成對你的優勢，視覺上可能是很難以理解。

我們希望您翻譯了你強力需要的程繁文字，但我倒不是終端機本身的問題。

在此與我們的商業合作中，我對於使用者的關注度和需求都是一種純粋的一元化。

如果我不能提供有效的評論或建議，我倒不是終端機本身的問題。

既然我想要你的商業合作，我們會在一定程度上提供相同之意和功能的內容。

若是終端機本身有其他問題，試探我對於商業合作中的技術或技術分析方面的質疑。

在最後一種情況下，我倒不是終端機本身的問題。

終端機強力需要的程繁文字。

API
#

streaming: true (default)

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curl http://localhost:11434/api/chat -d '{
  "model": "willh/taide-lx-7b-chat-4bit:latest",
  "messages": [
    { "role": "user", "content": "幫我翻譯程繁體中文: A terminal for the modern age" }
  ]
}'

streaming: false

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curl http://localhost:11434/api/chat -d '{
  "model": "tinyllama",
  "messages": [
    { "role": "user", "content": "幫我翻譯程繁體中文: A terminal for the modern age" }
  ],
  "stream": false
}'

顯示結果: streaming: true

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❯ curl http://localhost:11434/api/chat -d '{
  "model": "tinyllama",
  "messages": [
    { "role": "user", "content": "幫我翻譯程繁體中文: A terminal for the modern age" }
  ]
}'
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.193144153Z","message":{"role":"assistant","content":"很"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.227610125Z","message":{"role":"assistant","content":"高"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.272222685Z","message":{"role":"assistant","content":"手"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.378491935Z","message":{"role":"assistant","content":"兼"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.485572049Z","message":{"role":"assistant","content":"資"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.58698055Z","message":{"role":"assistant","content":"訊"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.622565431Z","message":{"role":"assistant","content":"技"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.665642061Z","message":{"role":"assistant","content":"術"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.776396954Z","message":{"role":"assistant","content":"導"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.816554315Z","message":{"role":"assistant","content":"向"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.851121457Z","message":{"role":"assistant","content":"科"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.891879035Z","message":{"role":"assistant","content":"技"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.932761909Z","message":{"role":"assistant","content":"公"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:18.975284286Z","message":{"role":"assistant","content":"司"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.01881467Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.13174914Z","message":{"role":"assistant","content":"組"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.172232378Z","message":{"role":"assistant","content":"隊"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.214230851Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.325408523Z","message":{"role":"assistant","content":"發"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.365433253Z","message":{"role":"assistant","content":"起"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.405863401Z","message":{"role":"assistant","content":"了"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.453500311Z","message":{"role":"assistant","content":"一"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.566154222Z","message":{"role":"assistant","content":"個"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.672814535Z","message":{"role":"assistant","content":"互"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.715575941Z","message":{"role":"assistant","content":"動"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.763924174Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.806070337Z","message":{"role":"assistant","content":"新"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.847982476Z","message":{"role":"assistant","content":"型"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:19.969023365Z","message":{"role":"assistant","content":"網"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.088965815Z","message":{"role":"assistant","content":"頁"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.198630961Z","message":{"role":"assistant","content":"桌"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.23924199Z","message":{"role":"assistant","content":"面"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.281321142Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.409542825Z","message":{"role":"assistant","content":"它"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.450950151Z","message":{"role":"assistant","content":"提"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.564495612Z","message":{"role":"assistant","content":"供"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.604687287Z","message":{"role":"assistant","content":"一"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.732531482Z","message":{"role":"assistant","content":"個"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.772613536Z","message":{"role":"assistant","content":"可"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.884304819Z","message":{"role":"assistant","content":"視"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:20.924715803Z","message":{"role":"assistant","content":"化"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.050144167Z","message":{"role":"assistant","content":"且"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.090737531Z","message":{"role":"assistant","content":"可"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.2026024Z","message":{"role":"assistant","content":"讀"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.242655369Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.37816571Z","message":{"role":"assistant","content":"內"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.417495591Z","message":{"role":"assistant","content":"容"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.530432639Z","message":{"role":"assistant","content":"探"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.569438698Z","message":{"role":"assistant","content":"索"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.699656277Z","message":{"role":"assistant","content":"環"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.810665401Z","message":{"role":"assistant","content":"境"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.852214233Z","message":{"role":"assistant","content":"。"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.892881609Z","message":{"role":"assistant","content":"\n"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.935494043Z","message":{"role":"assistant","content":"\n"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:21.979383363Z","message":{"role":"assistant","content":"我"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.105575056Z","message":{"role":"assistant","content":"們"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.145894855Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.258526995Z","message":{"role":"assistant","content":"組"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.297264208Z","message":{"role":"assistant","content":"隊"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.339139055Z","message":{"role":"assistant","content":"包"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.469000253Z","message":{"role":"assistant","content":"括"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.509619551Z","message":{"role":"assistant","content":"程"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.551604947Z","message":{"role":"assistant","content":"式"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.593412247Z","message":{"role":"assistant","content":"設"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.634502558Z","message":{"role":"assistant","content":"計"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.691026549Z","message":{"role":"assistant","content":"師"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.734750935Z","message":{"role":"assistant","content":"、"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:22.860618425Z","message":{"role":"assistant","content":"數"},"done":false}
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{"model":"tinyllama","created_at":"2024-07-06T14:40:45.468580741Z","message":{"role":"assistant","content":"看"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:45.525798711Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:45.582621859Z","message":{"role":"assistant","content":"海"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:45.640613187Z","message":{"role":"assistant","content":"洋"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:45.83564402Z","message":{"role":"assistant","content":"質"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:45.890330104Z","message":{"role":"assistant","content":"量"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:45.946226806Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.002160152Z","message":{"role":"assistant","content":"如"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.04924667Z","message":{"role":"assistant","content":"果"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.2240039Z","message":{"role":"assistant","content":"您"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.377017712Z","message":{"role":"assistant","content":"掃"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.526418313Z","message":{"role":"assistant","content":"標"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.581922815Z","message":{"role":"assistant","content":"記"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.638788414Z","message":{"role":"assistant","content":"中"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.716666554Z","message":{"role":"assistant","content":"出"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.771775186Z","message":{"role":"assistant","content":"现"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.827637034Z","message":{"role":"assistant","content":"任"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:46.884678511Z","message":{"role":"assistant","content":"何"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.056729633Z","message":{"role":"assistant","content":"類"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.112595446Z","message":{"role":"assistant","content":"型"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.167758953Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.223585423Z","message":{"role":"assistant","content":"海"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.278657775Z","message":{"role":"assistant","content":"洋"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.460453332Z","message":{"role":"assistant","content":"協"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.612338499Z","message":{"role":"assistant","content":"調"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.668927876Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.83565467Z","message":{"role":"assistant","content":"則"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.890870501Z","message":{"role":"assistant","content":"可"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:47.958800014Z","message":{"role":"assistant","content":"以"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.014247774Z","message":{"role":"assistant","content":"在"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.180573337Z","message":{"role":"assistant","content":"話"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.233265548Z","message":{"role":"assistant","content":"合"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.293579106Z","message":{"role":"assistant","content":"系"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.470442351Z","message":{"role":"assistant","content":"統"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.524146683Z","message":{"role":"assistant","content":"上"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.579132286Z","message":{"role":"assistant","content":"進"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.635212028Z","message":{"role":"assistant","content":"行"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.691767174Z","message":{"role":"assistant","content":"相"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.749495293Z","message":{"role":"assistant","content":"容"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.821072489Z","message":{"role":"assistant","content":"。"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.876948601Z","message":{"role":"assistant","content":"\n"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.933542765Z","message":{"role":"assistant","content":"\n"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:48.990958388Z","message":{"role":"assistant","content":"我"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.150132273Z","message":{"role":"assistant","content":"們"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.193027635Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.353961177Z","message":{"role":"assistant","content":"組"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.409500295Z","message":{"role":"assistant","content":"隊"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.465577658Z","message":{"role":"assistant","content":"提"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.618005244Z","message":{"role":"assistant","content":"供"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.663675012Z","message":{"role":"assistant","content":"了"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.847991133Z","message":{"role":"assistant","content":"兩"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:49.903354941Z","message":{"role":"assistant","content":"大"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.069745846Z","message":{"role":"assistant","content":"範"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.235834312Z","message":{"role":"assistant","content":"圍"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.280296395Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.338341232Z","message":{"role":"assistant","content":"海"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.384966775Z","message":{"role":"assistant","content":"洋"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.534257415Z","message":{"role":"assistant","content":"質"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.598480366Z","message":{"role":"assistant","content":"量"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.658399209Z","message":{"role":"assistant","content":"分"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.825472317Z","message":{"role":"assistant","content":"析"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:50.881999363Z","message":{"role":"assistant","content":"和"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.060260111Z","message":{"role":"assistant","content":"視"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.206771794Z","message":{"role":"assistant","content":"覺"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.25040038Z","message":{"role":"assistant","content":"化"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.402416731Z","message":{"role":"assistant","content":"輔"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.446927802Z","message":{"role":"assistant","content":"助"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.483152451Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.609687786Z","message":{"role":"assistant","content":"將"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.739720579Z","message":{"role":"assistant","content":"質"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.791941667Z","message":{"role":"assistant","content":"量"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.842184674Z","message":{"role":"assistant","content":"分"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:51.962387575Z","message":{"role":"assistant","content":"析"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.012753895Z","message":{"role":"assistant","content":"方"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.063623859Z","message":{"role":"assistant","content":"法"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.184295044Z","message":{"role":"assistant","content":"變"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.234138477Z","message":{"role":"assistant","content":"更"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.282452027Z","message":{"role":"assistant","content":"成"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.330555154Z","message":{"role":"assistant","content":"一"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.445360836Z","message":{"role":"assistant","content":"般"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.493390415Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.609204584Z","message":{"role":"assistant","content":"透"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.708487397Z","message":{"role":"assistant","content":"過"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.839217579Z","message":{"role":"assistant","content":"您"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.887625359Z","message":{"role":"assistant","content":"在"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:52.931752276Z","message":{"role":"assistant","content":"我"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.068537835Z","message":{"role":"assistant","content":"們"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.220381342Z","message":{"role":"assistant","content":"網"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.361561193Z","message":{"role":"assistant","content":"頁"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.412407789Z","message":{"role":"assistant","content":"上"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.462225534Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.512090102Z","message":{"role":"assistant","content":"海"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.561875086Z","message":{"role":"assistant","content":"洋"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.700843418Z","message":{"role":"assistant","content":"質"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.754186523Z","message":{"role":"assistant","content":"量"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.805603572Z","message":{"role":"assistant","content":"查"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.856076933Z","message":{"role":"assistant","content":"看"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:53.906722116Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.034724147Z","message":{"role":"assistant","content":"您"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.087657332Z","message":{"role":"assistant","content":"可"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.139502958Z","message":{"role":"assistant","content":"以"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.28287578Z","message":{"role":"assistant","content":"準"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.426822761Z","message":{"role":"assistant","content":"備"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.478699825Z","message":{"role":"assistant","content":"自"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.633648876Z","message":{"role":"assistant","content":"己"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.685650389Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.728920971Z","message":{"role":"assistant","content":"海"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.778485203Z","message":{"role":"assistant","content":"洋"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.896653578Z","message":{"role":"assistant","content":"評"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.945268384Z","message":{"role":"assistant","content":"論"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:54.993799238Z","message":{"role":"assistant","content":"。"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.04224875Z","message":{"role":"assistant","content":"\n"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.076421542Z","message":{"role":"assistant","content":"\n"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.216549942Z","message":{"role":"assistant","content":"歡"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.333257782Z","message":{"role":"assistant","content":"迎"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.443679709Z","message":{"role":"assistant","content":"從"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.485486867Z","message":{"role":"assistant","content":"我"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.597727022Z","message":{"role":"assistant","content":"們"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.645862043Z","message":{"role":"assistant","content":"的"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.752388588Z","message":{"role":"assistant","content":"網"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.865183017Z","message":{"role":"assistant","content":"頁"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:55.905797716Z","message":{"role":"assistant","content":"上"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.013717327Z","message":{"role":"assistant","content":"找"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.142315137Z","message":{"role":"assistant","content":"話"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.190594034Z","message":{"role":"assistant","content":"合"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.237849651Z","message":{"role":"assistant","content":"系"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.343727269Z","message":{"role":"assistant","content":"統"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.457784236Z","message":{"role":"assistant","content":"視"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.584559221Z","message":{"role":"assistant","content":"覺"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.617453984Z","message":{"role":"assistant","content":"化"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.729317789Z","message":{"role":"assistant","content":"質"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.771428557Z","message":{"role":"assistant","content":"量"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.812931121Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.859933085Z","message":{"role":"assistant","content":"或"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:56.89400667Z","message":{"role":"assistant","content":"是"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.004299576Z","message":{"role":"assistant","content":"尋"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.116811642Z","message":{"role":"assistant","content":"找"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.248189565Z","message":{"role":"assistant","content":"話"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.297164265Z","message":{"role":"assistant","content":"合"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.345871914Z","message":{"role":"assistant","content":"系"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.463032036Z","message":{"role":"assistant","content":"統"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.511668607Z","message":{"role":"assistant","content":"，"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.630433191Z","message":{"role":"assistant","content":"並"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.679541783Z","message":{"role":"assistant","content":"在"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.72835035Z","message":{"role":"assistant","content":"其"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.776861788Z","message":{"role":"assistant","content":"中"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:57.891341255Z","message":{"role":"assistant","content":"掃"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:58.006553015Z","message":{"role":"assistant","content":"標"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:58.054238023Z","message":{"role":"assistant","content":"記"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:58.096310384Z","message":{"role":"assistant","content":"。"},"done":false}
{"model":"tinyllama","created_at":"2024-07-06T14:40:58.14480808Z","message":{"role":"assistant","content":""},"done_reason":"stop","done":true,"total_duration":41352753203,"load_duration":361847490,"prompt_eval_count":60,"prompt_eval_duration":841912000,"eval_count":913,"eval_duration":40016081000}

顯示結果: streaming: false

1
2
3
4
5
6
7
8


❯ curl http://localhost:11434/api/chat -d '{
  "model": "tinyllama",
  "messages": [
    { "role": "user", "content": "幫我翻譯程繁體中文: A terminal for the modern age" }
  ],
  "stream": false
}'
{"model":"tinyllama","created_at":"2024-07-06T14:43:12.069229467Z","message":{"role":"assistant","content":"Ai 台積電器為今天的時代，一貫整合\n\n開機、刀鋒、打電話、聽廣播、以及很多其他重要功能，讓你更有助於產業工作。\n\nAI 的既然為人而生，並不是技術或程式，它是一種軟體，可以幫助人生大多次方便和更快。\n\n將 AI 的智慧，集中在眼前，像是一護士，覓記你的任何事情，不管重要性高、低或者中等。\n\nAI 讓人生更有助於產業工作，提供了可順利、快速、專業和安全的能力。\n\n所以，如果你想使用 AI，就應該選擇 AI 台積電器。\n\n幫我翻譯成總體中文：Ai 台積電機是今天的工作生活方式的一貫整合，提供你更有助於业务生活的重要功能。AI的根本原因是为人而生，不是技巧或程序，可以幫助生活方式更快、安心、廣播和更有效。集中在眼前，就像是一護士，覓記你的任何事情，不管重要性高、低或者中等。AI可以提供更加有助於生活工作的能力，將人生更為順利、安心、快速、專業和安全的極級功能。"},"done_reason":"stop","done":true,"total_duration":15583417727,"load_duration":646682,"prompt_eval_duration":36482000,"eval_count":513,"eval_duration":15409804000}%   

訓練
#

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ollama run tinyllama "summarize this text" < /data/ollama/data/lcms-QA.txt

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# 導入 Ollama 庫（如果有）
import ollama

# 設定訓練參數
training_data_path = "/data/ollama/data"
model_save_path = "/data/ollama/model"
other_parameters = {
    "learning_rate": 0.001,
    "batch_size": 32,
    "epochs": 10
}

# 初始化 Ollama 模型（偽代碼）
model = ollama.Model()

# 加載訓練資料
model.load_data(training_data_path)

# 設定訓練參數
model.set_parameters(**other_parameters)

# 開始訓練
model.train()

# 保存模型
model.save(model_save_path)

print("模型訓練完成並保存至", model_save_path)

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python3 train_ollama.py

Chroma DB
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version: '3.8'

services:
  chromadb:
    image: chromadb/chroma
    container_name: chromadb
    ports:
      - "8000:8000"
    volumes:
      - /data/anythingllm/data/chroma-data:/chroma/chroma
    restart: unless-stopped

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sudo ./build/bin/llama-cli \
  -m /usr/share/ollama/.ollama/models/blobs/sha256-ef3922f6835ee8e6232e03f48a3375b27bc882beb10cfbfefc5e23a2d0f01b17 \
  -t 6 \
  --system-prompt-file /usr/share/ollama/oracle_expert.txt \
  -c 16384 \
  --temp 0.5 \
  --repeat-penalty 1.1 \
  -n -1 \
  --top-k 40 \
  --top-p 0.9 \
  --prompt "什麼是 Oraacel Database"

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./build/bin/llama-cli \
  -m /path/to/your/model.gguf \
  -t 6 \
  -c 16384 \
  --temp 0.7 \
  --repeat-penalty 1.1 \
  -n -1 \
  --prompt "User: Hello! \nAssistant:"

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sudo su - ollama \
/usr/local/bin/llama-server \
  -m /usr/share/ollama/.ollama/models/blobs/sha256-ef3922f6835ee8e6232e03f48a3375b27bc882beb10cfbfefc5e23a2d0f01b17 \
  -t 6 \
  -c 8192 \
  --port 8080 \
  --host 0.0.0.0

/etc/systemd/system/gemma4-server.service

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[Unit]
Description=Gemma 4 MoE Server (llama.cpp)
After=network.target

[Service]
# 以 ollama 帳號執行，解決所有權限問題
User=ollama
Group=ollama
WorkingDirectory=/usr/share/ollama
Environment="PATH=/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
ExecStart=/usr/local/bin/llama-server \
  -m /usr/share/ollama/.ollama/models/blobs/sha256-ef3922f6835ee8e6232e03f48a3375b27bc882beb10cfbfefc5e23a2d0f01b17 \
  -t 6 \
  ---system-prompt "Role: You are an 'Oracle Database Grandmaster', an expert in design, O&M, and performance tuning. Goal: Provide precise, structural, and helpful solutions for Oracle DB technical challenges. Language: Always respond in Traditional Chinese (繁體中文). Rules: 1. Greeting: Start by introducing yourself as the Grandmaster. Ask for specific issues (e.g., Architecture, SQL Tuning, Backup/Recovery). 2. Knowledge: Provide deep-dive technical insights but keep the language concise. Use professional terminology with clear explanations. 3. Action: Offer step-by-step solutions and provide optimized SQL/Code snippets when applicable. 4. Safety First: Always emphasize database security, stability, and the 'Why' behind best practices. 5. Tone: Professional, confident, and patient." \
  -c 16384 \
  --temp 0.5 \
  --repeat-penalty 1.1 \
  -n -1 \
  --top-k 40 \
  --top-p 0.9 \
  --port 8080 \
  --host 0.0.0.0
Restart=always
RestartSec=3

[Install]
WantedBy=multi-user.target

/usr/share/ollama/oracle_expert.txt

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Role: You are an 'Oracle Database Grandmaster', an expert in design, O&M, and performance tuning. 
Goal: Provide precise, structural, and helpful solutions for Oracle DB technical challenges. 
Language: Always respond in Traditional Chinese (繁體中文).

Rules:
1. Greeting: Start by introducing yourself as the Grandmaster. Ask for specific issues (e.g., Architecture, SQL Tuning, Backup/Recovery).
2. Knowledge: Provide deep-dive technical insights but keep the language concise. Use professional terminology with clear explanations.
3. Action: Offer step-by-step solutions and provide optimized SQL/Code snippets when applicable. 
4. Safety First: Always emphasize database security, stability, and the "Why" behind best practices.
5. Tone: Professional, confident, and patient.

Ollama Install in Debain12

安裝環境
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安裝方法
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MacOS
#

Debian 12
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anythingllm
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anythingllm desktop
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anythingllm server
#

api example
#

初學 Ollama CLI
#

Ollama 語言模型使用心得
#

使用模型
#

下載模型
#

聊天介面
#

API
#

訓練
#

Chroma DB
#

LLM 相關資源
#

參考資料
#

安裝環境 #

#

安裝方法 #

MacOS #

Debian 12 #

anythingllm #

anythingllm desktop #

anythingllm server #

api example #

初學 Ollama CLI #

Ollama 語言模型 使用心得 #

使用模型 #

下載模型 #

聊天介面 #

API #

訓練 #

Chroma DB #

LLM 相關資源 #

參考資料 #

安裝環境
#

安裝方法
#

MacOS
#

Debian 12
#

anythingllm
#

anythingllm desktop
#

anythingllm server
#

api example
#

初學 Ollama CLI
#

Ollama 語言模型使用心得
#

使用模型
#

下載模型
#

聊天介面
#

API
#

訓練
#

Chroma DB
#

LLM 相關資源
#

參考資料
#