一文讀懂如何基于 Ollama 在本地運行 LLM
作者：Luga Lee
作為一個功能強(qiáng)大且使用便捷的工具套件，Ollama不僅為用戶提供了精心策源的優(yōu)質(zhì)模型備選，更允許直接引入自有的自定義模型，確保了最大程度的靈活性和定制空間。
為什么要使用 Ollama 開源項目 ?
在當(dāng)今人工智能技術(shù)飛速發(fā)展的時代，大型語言模型(LLM)無疑已成為焦點炯炯的科技明星。自從ChatGPT的推出以來，其強(qiáng)大的自然語言理解和生成能力便驚艷了全球，成為人工智能商業(yè)化進(jìn)程中的杰出代表。
然而，這一領(lǐng)域并非只有諸如 OpenAI的GPT、Anthropic的Claude、谷歌的Gemini等知名商業(yè)模型才折桂爭芳。事實上，開源LLM同樣正在蓬勃發(fā)展，為用戶提供了更加多元、靈活和經(jīng)濟(jì)的選擇。無論是希望嘗試當(dāng)下無法作為公共服務(wù)獲取的前沿模型，還是追求絕對的數(shù)據(jù)隱私保護(hù)，亦或是想以最優(yōu)成本獲取滿足需求的性能，開源LLM無疑都是不二之選。
而在開源LLM的部署和使用方面，Ollama則可謂是獨樹一幟的優(yōu)秀方案。作為一個功能強(qiáng)大且使用便捷的工具套件，Ollama不僅為用戶提供了精心策源的優(yōu)質(zhì)模型備選，更允許直接引入自有的自定義模型，確保了最大程度的靈活性和定制空間。
無論是本地部署還是云端服務(wù)，Ollama的簡潔設(shè)計和完備功能確保了LLM的無縫集成和高效運行。用戶可以輕松調(diào)用各種計算資源，如GPU加速等，充分釋放模型的算力潛能。同時，Ollama 還提供了Web UI、API等多種友好的交互界面，使得用戶可以根據(jù)不同場景和需求,自如切換使用模式。
更為重要的是，Ollama 在隱私和安全性方面也作出了完備的部署。通過本地化運行和數(shù)據(jù)加密等策略，確保了對話內(nèi)容和用戶數(shù)據(jù)的完全保密，有效回應(yīng)了人們對數(shù)據(jù)安全日益增長的憂慮。在一些涉及敏感信息或隱私法規(guī)的領(lǐng)域，Ollama無疑是LLM部署的最佳選擇。
而在經(jīng)濟(jì)性方面，Ollama 同樣大放異彩。龐大的開源模型儲備庫使得用戶可以根據(jù)實際需求，自由挑選大小適中、性價比極高的模型。同時，Ollama的輕量級設(shè)計也減小了部署和運維的系統(tǒng)開銷，進(jìn)一步降低了總體成本。
總的來說，Ollama 正在為開源LLM的發(fā)展和應(yīng)用插上騰飛的翅膀。通過其靈活的定制能力、出色的性能表現(xiàn)、良好的隱私保護(hù)和卓越的經(jīng)濟(jì)性，Ollama必將吸引越來越多的個人和企業(yè)用戶加入到開源LLM的陣營，共同推動這一人工智能前沿技術(shù)的創(chuàng)新和落地。在通往人工通用智能的道路上，開源LLM和Ollama將扮演越來越重要的角色。
Ollama 開源項目獨有的優(yōu)勢
運行Ollama的優(yōu)勢眾多，它是一個備受歡迎的開源項目，提供了在本地部署和運行大型語言模型的能力。其獨特特性可參考如下所示：
(1) 積極的維護(hù)和更新
Ollama 項目得到積極的維護(hù)和更新。開發(fā)團(tuán)隊不斷改進(jìn)和優(yōu)化該項目，確保其性能和功能的最新狀態(tài)。這意味著我們可以依賴于穩(wěn)定的支持，并享受到最新的改進(jìn)和修復(fù)。
(2) 龐大而活躍的社區(qū)支持
Ollama擁有一個龐大而活躍的社區(qū)。您可以加入這個社區(qū)，與其他用戶和開發(fā)者交流、分享經(jīng)驗和解決問題。社區(qū)的活躍性意味著我們可以獲得及時的幫助和支持，共同推動項目的發(fā)展。
(3) 靈活的部署選項
Ollama提供了便捷的docker容器，使我們可以在本地運行LLM，而無需擔(dān)心繁瑣的安裝過程。這為您提供了更大的靈活性，可以根據(jù)自己的需求選擇合適的部署方式。
(4) 簡單易用
Ollama的使用非常簡單。它提供了直觀的接口和清晰的文檔，使得初學(xué)者和有經(jīng)驗的開發(fā)者都能夠快速上手。我們可以輕松地配置和管理模型，進(jìn)行文本生成和處理任務(wù)。
(5) 多樣化的模型支持
Ollama支持多個模型，并不斷添加新的模型。這為我們提供了更多的選擇，可以根據(jù)具體需求選擇適合的模型。此外，您還可以引入自定義模型，以滿足個性化的需求。
(6) 強(qiáng)大的前端支持
Ollama 還提供了優(yōu)秀的第三方開源前端工具，稱為"Ollama Web-UI"。這個前端工具使得使用Ollama更加便捷和直觀，我們可以通過它進(jìn)行模型的交互和可視化展示。
(7) 多模態(tài)模型支持
除了固有的文本處理特性支持，Ollama還支持多模態(tài)模型。這意味著我們可以處理多種類型的數(shù)據(jù)，例如圖像、音頻和視頻等。這種多模態(tài)的支持為您提供了更廣泛的應(yīng)用領(lǐng)域和更豐富的功能。
綜上所述，運行Ollama帶來了諸多優(yōu)勢。積極的維護(hù)和更新、龐大而活躍的社區(qū)支持、靈活的部署選項、簡單易用的接口、多樣化的模型支持、強(qiáng)大的前端工具以及多模態(tài)模型的能力，都使得 Ollama 成為一個強(qiáng)大而受歡迎的工具，為用戶提供了豐富的功能和便利的開發(fā)體驗。
本地運行 Ollama 基本操作步驟
1. 部署 Ollama
這里，我們以 Mac 平臺為操作環(huán)境，基于 Docker 進(jìn)行安裝部署，具體可參考如下命令：
[lugalee@Labs ~ ] % docker run -d -v ollama:/root/.ollama -p 11434:11434 --name ollama ollama/ollama
[lugalee@Labs ~ ] % docker ps
CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
cef2b5f8510c ollama/ollama "/bin/ollama serve" 7 days ago Up 31 seconds 0.0.0.0:11434->11434/tcp, :::11434->11434/tcp ollama
[lugalee@Labs ~ ] % docker logs -f cef2b5f8510c
Couldn't find '/root/.ollama/id_ed25519'. Generating new private key.
Your new public key is:
ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIJjLw5r9XVTA5HWmFMiVR+ulwVj2jtWLWgcD1yTOZb03
2024/05/27 07:08:17 routes.go:1008: INFO server config env="map[OLLAMA_DEBUG:false OLLAMA_LLM_LIBRARY: OLLAMA_MAX_LOADED_MODELS:1 OLLAMA_MAX_QUEUE:512 OLLAMA_MAX_VRAM:0 OLLAMA_NOPRUNE:false OLLAMA_NUM_PARALLEL:1 OLLAMA_ORIGINS:[http://localhost https://localhost http://localhost:* https://localhost:* http://127.0.0.1 https://127.0.0.1 http://127.0.0.1:* https://127.0.0.1:* http://0.0.0.0 https://0.0.0.0 http://0.0.0.0:* https://0.0.0.0:*] OLLAMA_RUNNERS_DIR: OLLAMA_TMPDIR:]"
time=2024-05-27T07:08:17.576Z level=INFO source=images.go:704 msg="total blobs: 0"
time=2024-05-27T07:08:17.576Z level=INFO source=images.go:711 msg="total unused blobs removed: 0"
time=2024-05-27T07:08:17.576Z level=INFO source=routes.go:1054 msg="Listening on [::]:11434 (version 0.1.38)"
time=2024-05-27T07:08:17.576Z level=INFO source=payload.go:30 msg="extracting embedded files" dir=/tmp/ollama2516332727/runners
time=2024-05-27T07:08:19.764Z level=INFO source=payload.go:44 msg="Dynamic LLM libraries [cuda_v11 cpu]"
time=2024-05-27T07:08:19.766Z level=INFO source=types.go:71 msg="inference compute" id=0 library=cpu compute="" driver=0.0 name="" total="2.5 GiB" available="1.3 GiB"
2024/05/27 08:29:29 routes.go:1008: INFO server config env="map[OLLAMA_DEBUG:false OLLAMA_LLM_LIBRARY: OLLAMA_MAX_LOADED_MODELS:1 OLLAMA_MAX_QUEUE:512 OLLAMA_MAX_VRAM:0 OLLAMA_NOPRUNE:false OLLAMA_NUM_PARALLEL:1 OLLAMA_ORIGINS:[http://localhost https://localhost http://localhost:* https://localhost:* http://127.0.0.1 https://127.0.0.1 http://127.0.0.1:* https://127.0.0.1:* http://0.0.0.0 https://0.0.0.0 http://0.0.0.0:* https://0.0.0.0:*] OLLAMA_RUNNERS_DIR: OLLAMA_TMPDIR:]"
time=2024-05-27T08:29:29.102Z level=INFO source=images.go:704 msg="total blobs: 0"
time=2024-05-27T08:29:29.102Z level=INFO source=images.go:711 msg="total unused blobs removed: 0"
time=2024-05-27T08:29:29.102Z level=INFO source=routes.go:1054 msg="Listening on [::]:11434 (version 0.1.38)"
time=2024-05-27T08:29:29.103Z level=INFO source=payload.go:30 msg="extracting embedded files" dir=/tmp/ollama2886309190/runners
time=2024-05-27T08:29:31.318Z level=INFO source=payload.go:44 msg="Dynamic LLM libraries [cpu cuda_v11]"
time=2024-05-27T08:29:31.320Z level=INFO source=types.go:71 msg="inference compute" id=0 library=cpu compute="" driver=0.0 name="" total="2.5 GiB" available="1.4 GiB"
[GIN] 2024/05/27 - 08:41:23 | 200 | 359.716μs | 127.0.0.1 | HEAD "/"
[GIN] 2024/05/27 - 08:41:23 | 404 | 773.017μs | 127.0.0.1 | POST "/api/show"
time=2024-05-27T08:41:31.891Z level=INFO source=download.go:136 msg="downloading 6a0746a1ec1a in 47 100 MB part(s)"
time=2024-05-27T08:41:38.716Z level=INFO source=images.go:1001 msg="request failed: Get \"https://dd20bb891979d25aebc8bec07b2b3bbc.r2.cloudflarestorage.com/ollama/docker/registry/v2/blobs/sha256/6a/6a0746a1ec1aef3e7ec53868f220ff6e389f6f8ef87a01d77c96807de94ca2aa/data?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=66040c77ac1b787c3af820529859349a%2F20240527%2Fauto%2Fs3%2Faws4_request&X-Amz-Date=20240527T084133Z&X-Amz-Expires=1200&X-Amz-SignedHeaders=host&X-Amz-Signature=618deb64019fbd08450a5b0dc842810c294fd9f7bafb22f3cb29046d2b1379db\": EOF"
time=2024-05-27T08:41:38.716Z level=INFO source=download.go:178 msg="6a0746a1ec1a part 45 attempt 0 failed: Get \"https://dd20bb891979d25aebc8bec07b2b3bbc.r2.cloudflarestorage.com/ollama/docker/registry/v2/blobs/sha256/6a/6a0746a1ec1aef3e7ec53868f220ff6e389f6f8ef87a01d77c96807de94ca2aa/data?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=66040c77ac1b787c3af820529859349a%2F20240527%2Fauto%2Fs3%2Faws4_request&X-Amz-Date=20240527T084133Z&X-Amz-Expires=1200&X-Amz-SignedHeaders=host&X-Amz-Signature=618deb64019fbd08450a5b0dc842810c294fd9f7bafb22f3cb29046d2b1379db\": EOF, retrying in 1s"
time=2024-05-27T08:42:04.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 33 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:42:19.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 5 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:42:23.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 27 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:12.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 44 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:20.893Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 14 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:20.893Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 39 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:22.717Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 45 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:27.896Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 12 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:52.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 10 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:43:58.895Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 14 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:44:05.896Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 27 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:44:15.897Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 28 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:44:18.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 40 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:44:22.894Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 6 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:44:33.898Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 27 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:44:41.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 8 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:45:21.901Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 28 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:45:31.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 3 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:45:34.895Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 16 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:46:10.187Z level=INFO source=download.go:178 msg="6a0746a1ec1a part 11 attempt 0 failed: unexpected EOF, retrying in 1s"
time=2024-05-27T08:46:12.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 15 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:46:15.188Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 11 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:46:43.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 35 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:47:00.458Z level=INFO source=download.go:178 msg="6a0746a1ec1a part 31 attempt 0 failed: unexpected EOF, retrying in 1s"
time=2024-05-27T08:47:10.895Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 1 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:47:30.896Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 10 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:47:38.824Z level=INFO source=download.go:178 msg="6a0746a1ec1a part 9 attempt 0 failed: unexpected EOF, retrying in 1s"
time=2024-05-27T08:47:40.431Z level=INFO source=download.go:178 msg="6a0746a1ec1a part 32 attempt 0 failed: unexpected EOF, retrying in 1s"
time=2024-05-27T08:47:45.433Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 32 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:47:52.892Z level=INFO source=download.go:251 msg="6a0746a1ec1a part 17 stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
time=2024-05-27T08:49:39.094Z level=INFO source=download.go:136 msg="downloading 4fa551d4f938 in 1 12 KB part(s)"
time=2024-05-27T08:49:42.828Z level=INFO source=download.go:136 msg="downloading 8ab4849b038c in 1 254 B part(s)"
time=2024-05-27T08:49:47.583Z level=INFO source=download.go:136 msg="downloading 577073ffcc6c in 1 110 B part(s)"
time=2024-05-27T08:49:51.368Z level=INFO source=download.go:136 msg="downloading 3f8eb4da87fa in 1 485 B part(s)"
[GIN] 2024/05/27 - 08:49:59 | 200 | 8m35s | 127.0.0.1 | POST "/api/pull"
[GIN] 2024/05/27 - 08:49:59 | 200 | 1.434741ms | 127.0.0.1 | POST "/api/show"
[GIN] 2024/05/27 - 08:49:59 | 200 | 893.744μs | 127.0.0.1 | POST "/api/show"
...此時，Ollama 已部署 OK。
2. 運行 llama3
接下來，我們可以進(jìn)行 llama3，具體如下所示：
[lugalee@Labs ~ ] % ollama run llama3
pulling manifest
pulling 6a0746a1ec1a... 100% ▕██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ 4.7 GB
pulling 4fa551d4f938... 100% ▕██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ 12 KB
pulling 8ab4849b038c... 100% ▕██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ 254 B
pulling 577073ffcc6c... 100% ▕██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ 110 B
pulling 3f8eb4da87fa... 100% ▕██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏ 485 B
verifying sha256 digest
writing manifest
removing any unused layers
success此時，我們可以與模型進(jìn)行交互，具體可參考：
>>> Why do people at the bottom like to tear each other apart? 為什么底層人就喜歡互撕？
A thought-provoking question!
It's important to note that not everyone at the "bottom" (whatever that means in a specific context) likes3. 運行 Ollama Web-UI
接下來，我們使用 Docker 運行 Ollama Web-UI docker 容器，以配合我們的 Ollama 實例。具體如下所示：
[lugalee@Labs ~ ] % docker run -d -p 3000:8080 --add-host=host.docker.internal:host-gateway -v ollama-webui:/app/backend/data --name ollama-webui --restart always ghcr.io/ollama-webui/ollama-webui:main
Unable to find image 'ghcr.io/ollama-webui/ollama-webui:main' locally
main: Pulling from ollama-webui/ollama-webui
f546e941f15b: Pull complete
24935aba99a7: Pull complete
07b3e0dc751a: Pull complete
7e0115596a7a: Pull complete
a66610a3b2a1: Pull complete
c175d9a7d72d: Pull complete
118c270ec011: Pull complete
2560efb5a1fe: Pull complete
0a3a251ca3a9: Pull complete
e66887d25b67: Pull complete
e138e3ef45c8: Pull complete
ebe686cd15b0: Pull complete
cbb3a246d52b: Pull complete
133390a53c46: Pull complete
5691cbf1cdd3: Pull complete
Digest: sha256:d5a5c1126b5decbfbfcac4f2c3d0595e0bbf7957e3fcabc9ee802d3bc66db6d2
Status: Downloaded newer image for ghcr.io/ollama-webui/ollama-webui:main
8fa5ed05075bbcc118451d79d10ea6754fa8c51c47e27016949807ccc60cac4e
[lugalee@Labs ~ ] % docker ps
CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
8fa5ed05075b ghcr.io/ollama-webui/ollama-webui:main "bash start.sh" 5 seconds ago Up 4 seconds 0.0.0.0:3000->8080/tcp, :::3000->8080/tcp ollama-webui
cef2b5f8510c ollama/ollama "/bin/ollama serve" 7 days ago Up 2 minutes 0.0.0.0:11434->11434/tcp, :::11434->11434/tcp ollama
[lugalee@Labs ~ ] % docker logs -f 8fa5ed05075b
No WEBUI_SECRET_KEY provided
Generating WEBUI_SECRET_KEY
Loading WEBUI_SECRET_KEY from .webui_secret_key
INFO: Started server process [1]
INFO: Waiting for application startup.
INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8080 (Press CTRL+C to quit)
INFO: 192.168.215.1:48232 - "GET / HTTP/1.1" 200 OK
INFO: 192.168.215.1:48232 - "GET /manifest.json HTTP/1.1" 200 OK
INFO: 192.168.215.1:48233 - "GET /_app/immutable/entry/start.9d275286.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48236 - "GET /_app/immutable/chunks/index.afef706d.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48232 - "GET /_app/immutable/chunks/index.65c87b32.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48235 - "GET /_app/immutable/chunks/singletons.1c028cc1.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /_app/immutable/chunks/scheduler.f6668761.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48237 - "GET /_app/immutable/entry/app.653e80bf.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48235 - "GET /_app/immutable/assets/Toaster.3a6d0da3.css HTTP/1.1" 200 OK
INFO: 192.168.215.1:48237 - "GET /_app/immutable/chunks/Toaster.svelte_svelte_type_style_lang.4f4e956a.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48233 - "GET /_app/immutable/chunks/constants.c3d2104f.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48232 - "GET /_app/immutable/nodes/0.e5f3822c.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48236 - "GET /_app/immutable/chunks/each.2cd6bd47.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /_app/immutable/chunks/navigation.613629d5.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48235 - "GET /_app/immutable/chunks/index.c122cac0.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48233 - "GET /_app/immutable/chunks/index.c4d7520e.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /_app/immutable/nodes/1.ccc6771d.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48236 - "GET /_app/immutable/assets/0.de36d200.css HTTP/1.1" 200 OK
INFO: 192.168.215.1:48232 - "GET /_app/immutable/nodes/2.02d12cc1.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48237 - "GET /_app/immutable/chunks/stores.81ef0f3d.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48235 - "GET /_app/immutable/chunks/FileSaver.min.898eb36f.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48233 - "GET /_app/immutable/chunks/_commonjsHelpers.de833af9.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48237 - "GET /_app/immutable/chunks/index.24d0f459.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /_app/immutable/chunks/index.69f6ab4e.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48236 - "GET /_app/immutable/chunks/index.15f26e66.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48233 - "GET /_app/immutable/chunks/index.b7ffcff4.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48232 - "GET /_app/immutable/chunks/index.94bf9275.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48235 - "GET /_app/immutable/chunks/Modal.68c1a0a5.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48236 - "GET /_app/immutable/chunks/index.f3d17e4d.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48237 - "GET /_app/immutable/chunks/AdvancedParams.020cee97.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /_app/immutable/chunks/index.3f5e7a6d.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48233 - "GET /_app/immutable/assets/2.c7820e19.css HTTP/1.1" 200 OK
INFO: 192.168.215.1:48232 - "GET /_app/immutable/nodes/3.f0821a72.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48236 - "GET /_app/immutable/chunks/Tags.4457bfcc.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48235 - "GET /_app/immutable/chunks/index.4987a420.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48237 - "GET /_app/immutable/chunks/dayjs.min.1e504c00.js HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /_app/immutable/assets/index.8a27bb7e.css HTTP/1.1" 200 OK
INFO: 192.168.215.1:48234 - "GET /api/v1/ HTTP/1.1" 200 OK
...此命令將運行名為“ollama-webui”的Ollama Web-UI容器，將容器端口8080映射到主機(jī)端口3000，并映射一個卷以持久存儲文件。我們可以通過訪問http://127.0.0.1:3000/進(jìn)行測試訪問，具體可參考：
注冊完成后，我們在本地創(chuàng)建一個賬戶，然后進(jìn)入主頁進(jìn)行模型交互，具體可參考如下：
OK，到此為止，盡情玩吧～
Reference ：
- [1] https://openreview.net/pdf?id=uAjxFFing2
- [2] https://microsoft.github.io/autogen/
責(zé)任編輯：趙寧寧
來源：
架構(gòu)驛站
