コードや知識を組み込む / Incorporate Code and knowledge

早稲田大学大学院経営管理研究科「プロンプトエンジニアリング ─ 生成AIの応用」2024 春の第5-6回で使用したスライドです。

Transcript

1. Generative, Volatile, Uncertain, Complex and Ambiguous — generated by Stable Diffusion XL v1.0 — AI 2024 5-6 (WBS) 2024 5-6 — 2024-04-29 – p.1/57
2. https://speakerdeck.com/ks91/collections/prompt-engineering-2024-spring 4/29( ) Discord # 4/29( ) ( ID ) (Zoom) 2024 5-6 — 2024-04-29 – p.2/57
3. . . . name, description, instructions Discord ( ) ( ) : name 2024 5-6 — 2024-04-29 – p.3/57
4. ( ) 1 4 15 LLM • 2 4 15 • 3 4 22 I • 4 4 22 • 5 4 29 • 6 4 29 • 7 5 13 8 5 13 9 5 20 II 10 5 20 (1) 11 5 27 (2) 12 5 27 (3) 13 6 3 & 14 6 3 & W-IOI 2024 5-6 — 2024-04-29 – p.4/57
5. ( 20 ) 1 • 2 • 3 Discord & • 4 • 5 • 6 RPG • 7 “September 12th” • 8 9 10 ∼ 11 Linux (Windows )(Mac ) 12 Open Interpreter ∼ 13 14 AGI (Artificial General Intelligence) 7 (5/6 ) / (2 ) OK / 2024 5-6 — 2024-04-29 – p.5/57
6. ( ) . . . 10∼20 · ( ) · . . . ( ) I AI 2024 5-6 — 2024-04-29 – p.6/57
7. ( ) code interpreter open interpreter file search ( ) 2024 5-6 — 2024-04-29 – p.7/57
8. 2024 5-6 — 2024-04-29 – p.8/57
9. 2. (1) AI (2) 2024 4 25 ( ) 23:59 JST ( ) Waseda Moodle 2024 5-6 — 2024-04-29 – p.9/57
10. . . . . . . 57(+2) 48(+1) ( ) ( ) . . . ( ) AI ( ) 2024 5-6 — 2024-04-29 – p.10/57
11. T T Moodle ⇒ ( ) . . . 2024 5-6 — 2024-04-29 – p.11/57
12. T GPT ⇒ . . . ^^; 2024 5-6 — 2024-04-29 – p.12/57
13. I AI ⇒ ( ) ( Zoom) ( Zoom) 2024 5-6 — 2024-04-29 – p.13/57
14. S ( ) ⇒ ( ) ( ) 2024 5-6 — 2024-04-29 – p.14/57
15. A GPT GPT GPT Generative AI ⇒ ( ) ^^; AI ( ) 2024 5-6 — 2024-04-29 – p.15/57
16. M GPTs ⇒ 2024 5-6 — 2024-04-29 – p.16/57
17. K ⇒ develop 2024 5-6 — 2024-04-29 – p.17/57
18. F AI AI ChatGPT GPTs A A GPTs B ⇒ Assistant API ( ) ( ) gptbot GPTs ( ) 2024 5-6 — 2024-04-29 – p.18/57
19. I ? ⇒ . . . <(_ _)> 2024 5-6 — 2024-04-29 – p.19/57
20. H ID thread_id /chat thread_id:XXXXXXXX assistant_id None ⇒ assistant_id Discord 2024 5-6 — 2024-04-29 – p.20/57
21. M ⇒ 2024 5-6 — 2024-04-29 – p.21/57
22. O ( ID AI) ⇒ 2024 5-6 — 2024-04-29 – p.22/57
23. M ⇒ /show # 2024 5-6 — 2024-04-29 – p.23/57
24. U Description Instructions Instructions ⇒ description (name ) name description 2024 5-6 — 2024-04-29 – p.24/57
25. N GPTs Code Interpreter GPT GPTs GPT GPTs ⇒ function calling ( ) 2024 5-6 — 2024-04-29 – p.25/57
26. M “ ” 2 ⇒ 1 : ( ) 2 : ( ) 3 : ( ) 4 : ( ) ( ) 2024 5-6 — 2024-04-29 – p.26/57
27. P 1 ⇒ 0 1 1 AI 2024 5-6 — 2024-04-29 – p.27/57
28. I ⇒ DAIR.AI. 2023. Prompt Engineering Guide. https://www.promptingguide.ai 2024 5-6 — 2024-04-29 – p.28/57
29. Y 1 2 3 1 ⇒ 1 2 2024 5-6 — 2024-04-29 – p.29/57
30. S GPT GPT ⇒ 2024 5-6 — 2024-04-29 – p.30/57
31. ( ) ← 2024 5-6 — 2024-04-29 – p.31/57
32. ( ) 2024 5-6 — 2024-04-29 – p.32/57
33. : ɾ ࿹࣌ܭͷετοϓ΢Υονػೳ ɹͷ࢖͍ํͰ͢ ɾ ϘλϯΛԡ͢ͱɺ ঢ়ଶ͕มΘΔ ɹ༷ࢠΛඳ͍͍ͯ·͢ ɾ ঢ়ଶʹԠͯ͡ɺ Ϙλϯ͸ ɹҧͬͨҙຯΛ࣋ͪ·͢ ܭଌΛ࢝Ί·͢ ͕࣌ؒܦա ͕࣌ؒܦա ܭଌΛετοϓ ͠·͢ ϥοϓλΠϜ Λදࣔ͠·͢ ϥοϓλΠϜ ΛΫϦΞ͠·͢ ܭଌΛετοϓ ͠·͢ ܭଌΛ࠶։ ͠·͢ ܭଌΛ࠶։ ͠·͢ Ϧηοτ͠·͢ ա ܭଌத ϥοϓλΠϜ ϥοϓλΠϜ ܭଌ ࣌ؒ ج४࣌ؒ ϥοϓλΠϜ ΛΫϦΞ͠·͢ run : A ( )→ B ( ) → B ( )→ A ( ) → B ( ) 2024 5-6 — 2024-04-29 – p.33/57
34. ( 3 ) (1) /chat assistant_id: asst_OUIhymbGuI1siXVaLs7evkaJ — (2) /chat search: (2) /build name: ( ) ( ) ( ) ( ) — /update ID (3) /chat assistant_id: ID — 3 2024 5-6 — 2024-04-29 – p.34/57
35. ( ) /chat assistant_id asst_OUIhymbGuI1siXVaLs7evkaJ 2024 5-6 — 2024-04-29 – p.35/57
36. (/build ) /build name: description ( ) instructions ( ) ( ) code interpreter 2024 5-6 — 2024-04-29 – p.36/57
37. /build EFTDSJQUJPO
    આ໌ ͸ʁ ਓؒͷ ͨΊͷ ୹͍આ໌Λ ॻ͘ ϓϩϯϓτ Λॻ͘ Ξγελϯτʹ ໊લΛ෇͚Δ &OBCMF
    PS %JTBCMF :FT /P ϑΝΠϧ ܈Λ·ͱ Ίͯυϩ οϓ͢Δ &OBCMF
    PS %JTBCMF
    ͔ͭ 'JMFT
    ༗ޮ %JTBCMF
    ͔ͭ 'JMFT
    ແޮ JOTUSVDUJPOT
    ࢦࣔ ͸ʁ 'JMFT
    ϑΝΠϧ ಡΈࠐΈ ͸ ༗ޮʁແޮʁ $PEF
    *OUFSQSFUFS ϓϩάϥϜͷ ੜ੒ɾ࣮ߦ ͸ ༗ޮʁແޮʁ ϑΝΠϧΛ ௥Ճ͢Δʁ ϑΝΠϧ଴ͪ Ξγελϯτ ੜ੒׬ྃ 2024 5-6 — 2024-04-29 – p.37/57
38. (/update ) /update assistant_id: ID “.” ( ) 2(3?) GPTs /update (/build 1 ) 2024 5-6 — 2024-04-29 – p.38/57
39. /update EFTDSJQUJPO
    આ໌ ͸ʁ ਓؒͷ ͨΊͷ ୹͍৽͍͠ આ໌Λॻ͘ มߋ͠ͳ͍ ͳΒ
    lz Λଧͭ มߋ͠ͳ͍ ͳΒ
    lz Λଧͭ ৽͍͠ ϓϩϯϓτ Λॻ͘ Ξγελϯτ *% Λ ࢦఆ͢Δ &OBCMF
    PS %JTBCMF :FT :FT
    PS /P /P ϑΝΠϧ ܈Λ·ͱ Ίͯυϩ οϓ͢Δ &OBCMF
    PS %JTBCMF
    ͔ͭ 'JMFT
    ༗ޮ %JTBCMF
    ͔ͭ 'JMFT
    ແޮ JOTUSVDUJPOT
    ࢦࣔ ͸ʁ 'JMFT
    ϑΝΠϧ ಡΈࠐΈ ͸ ༗ޮʁແޮʁ $PEF
    *OUFSQSFUFS ϓϩάϥϜͷ ੜ੒ɾ࣮ߦ ͸ ༗ޮʁແޮʁ ࠓ͋ΔϑΝΠϧ Λอ࣋͢Δʁ ϑΝΠϧΛ ௥Ճ͢Δʁ ϑΝΠϧ଴ͪ Ξγελϯτ ߋ৽׬ྃ 2024 5-6 — 2024-04-29 – p.39/57
40. Ϗϧμʔͱ࿩͢ εϨου ૬ஊ͢Δ ର࿩͢Δ ͪΐͬͱ ҧ͏ͳ ςΩετνϟϯωϧ ͔Β %JTDPSE
    ͔Βίϐʔͨ͠ ಺༰ΛϝϞாͰ ฤूͯ͠ ίϐϖ͢Δͱ Α͍͔΋ ˣ ߋ৽εϨου͔Β ςΩετνϟϯωϧ ͔Β ςΩετνϟϯωϧ ͔Β Α͠ࢼͯ͠ΈΑ͏ ॳճ
    
    DIBU DIBU ॳճ
     CVJME ߋ৽
    
    VQEBUF આ໌΍ ࢦࣔΛ ೖྗ͢Δ ΞγελϯτΛ࡞Γ ߋ৽͢ΔεϨου ΞγελϯτΛ ࢼ͢εϨου 2024 5-6 — 2024-04-29 – p.40/57
41. (1/2) ([ ] ) /build name: ( Discord ) /chat [assistant_id: ID][thread_id: ID] [search: ] ( Discord ) ID Discord 20 /delete assistant_id: ID ID 2024 5-6 — 2024-04-29 – p.41/57
42. (2/2) ([ ] ) /list [offset: ][max: ] [search: ] ( ) 20 ( 0) 1 1,500 /show assistant_id: ID 1 1,500 /update assistant_id: ID ( Discord ) /build 2024 5-6 — 2024-04-29 – p.42/57
43. ( ) /update /build 2024 5-6 — 2024-04-29 – p.43/57
44. code interpreter open interpreter 2024 5-6 — 2024-04-29 – p.44/57
45. ( ) ( ) ( ← ChatGPT ) (Python ) ( ) API (Application Programming Interface) ( ) 2024 5-6 — 2024-04-29 – p.45/57
46. Code Interpreter GPT (Python) ҧ͍͸Ͳ͜ʹʁ : asst_8cOUcKMZHWImBFOzv38gxANR : asst_QxUkyrymu9It05FV0ZQYFwk6 2024 5-6 — 2024-04-29 – p.46/57
47. 1 ∼ 14 Discord OK 10 2024 5-6 — 2024-04-29 – p.47/57
48. Code Interpreter ( 22 ∼ ) https://www.pref.chiba.lg.jp/kenshidou/toukeidata/kakushukousei/documents/r01tfr_hyou1.xlsx 22 ∼ 58 59 ∼ . . . CSV ( ) code interpreter enable ( Open Interpreter ) <(_ _)> OpenAI Assistant API v1 v2 2024 5-6 — 2024-04-29 – p.48/57
49. Open Interpreter Code Interpreter (CLI ) CLI : Command Line Interface UNIX Python R Javascript ( ) ( Linux (Ubuntu Desktop) ) 2024 5-6 — 2024-04-29 – p.49/57
50. Open Interpreter $ python3 -m venv oi [Python ] $ source oi/bin/activate [Python ] (oi) $ pip install -U pip [ ] (oi) $ pip install open-interpreter [Open Interpreter ] (oi) $ interpreter --model gpt-4-turbo-preview [Open Interpreter ] [ 1] > 1 100 [ 2] > 1 : Python 2 : 2024 5-6 — 2024-04-29 – p.50/57
51. A X M. MIT 2013 LEGO X A A X A X X X (2013 ) ⇒ 10 Open Interpreter A . . . 1 2024 5-6 — 2024-04-29 – p.51/57
52. file search ( ) . . . /build /update 2024 5-6 — 2024-04-29 – p.52/57
53. File Search (1) GPT transformer.pdf: gpt1.pdf: GPT gpt2.pdf: GPT-2 gpt3.pdf: GPT-3 gpt4.pdf: GPT-4 how-assistants-work.pdf: OpenAI Assistant API 22:0 source 1:1 GPT GPT (10 ) 2024 5-6 — 2024-04-29 – p.53/57
54. File Search (2) Files enable & ( ) (10 ) 2024 5-6 — 2024-04-29 – p.54/57
55. 2024 5-6 — 2024-04-29 – p.55/57
56. 3. (1) name, description, instructions (tutor) ( ): https://ja.wikipedia.org/wiki/ /update /delete (2) 2024 5 9 ( ) 23:59 JST ( ) Waseda Moodle 2024 5-6 — 2024-04-29 – p.56/57
57. ( ) 2024 5-6 — 2024-04-29 – p.57/57