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技術書一冊やり込もうAdvent Calendar 2024

Day 25
@kaizen_nagoya(Dr. Kiyoshi Ogawa)

Prompt Engineering for Generative AI

Last updated at Posted at 2024-12-31

技術書一冊やり込もう Calendar 2024
https://qiita.com/advent-calendar/2024/tech-book

Prompt Engineering for Generative AI
https://learning.oreilly.com/library/view/prompt-engineering-for/9781098153427/
By James Phoenix, Mike Taylor

Preface

  1. The Five Principles Of Prompting
  2. Introduction To Large Language Models For Text Generation
  3. Standard Practices For Text Generation With ChatGPT
  4. Advanced Techniques For Text Generation With LangChain
  5. Vector Databases With FAISS And Pinecone
  6. Autonomous Agents With Memory And Tools
  7. Introduction To Diffusion Models For Image Generation
  8. Standard Practices For Image Generation With Midjourney
  9. Advanced Techniques For Image Generation With Stable Diffusion
  10. Building AI-Powered Applications
    Index
    About The Authors

Errata for Prompt Engineering for Generative AI
https://www.oreilly.com/catalog/errata.csp?isbn=0636920927716

Supplemental Content
https://www.oreilly.com/catalog/errata.csp?isbn=0636920927716

macOS
$ docker run -v /Users/ogawakiyoshi/prompt:/tmp/prompt -it python /bin/bash
Unable to find image 'python:latest' locally
latest: Pulling from library/python
ba1dd0e85e0b: Already exists 
92b12b0dccf2: Already exists 
fd63102cac36: Already exists 
8e5e0e9e68b5: Already exists 
7621374c2739: Pull complete 
c16f61667a8c: Pull complete 
ec864809669b: Pull complete 
Digest: sha256:cea505b81701dd9e46b8dde96eaa8054c4bd2035dbb660edeb7af947ed38a0ad
Status: Downloaded newer image for python:latest
requirements.txt
#
# This file is autogenerated by pip-compile with Python 3.9
# by the following command:
#
#    pip-compile requirements.in
#
accelerate==0.29.3
    # via -r requirements.in
aiofiles==23.2.1
    # via gradio
aiohttp==3.9.5
    # via
    #   langchain
    #   langchain-community
aiosignal==1.3.1
    # via aiohttp
altair==5.3.0
    # via gradio
annotated-types==0.6.0
    # via pydantic
anyio==4.3.0
    # via
    #   httpx
    #   jupyter-server
    #   openai
    #   starlette
    #   watchfiles
appnope==0.1.4
    # via ipykernel
argon2-cffi==23.1.0
    # via jupyter-server
argon2-cffi-bindings==21.2.0
    # via argon2-cffi
arrow==1.3.0
    # via isoduration
asgiref==3.8.1
    # via opentelemetry-instrumentation-asgi
asttokens==2.4.1
    # via stack-data
async-lru==2.0.4
    # via jupyterlab
async-timeout==4.0.3
    # via
    #   aiohttp
    #   langchain
attrs==23.2.0
    # via
    #   aiohttp
    #   jsonschema
    #   referencing
babel==2.14.0
    # via jupyterlab-server
backoff==2.2.1
    # via
    #   posthog
    #   unstructured
bcrypt==4.1.2
    # via chromadb
beautifulsoup4==4.12.3
    # via
    #   nbconvert
    #   unstructured
bleach==6.1.0
    # via nbconvert
blis==0.7.11
    # via
    #   spacy
    #   thinc
bottleneck==1.3.8
    # via -r requirements.in
build==1.2.1
    # via chromadb
cachetools==5.3.3
    # via google-auth
catalogue==1.0.2
    # via
    #   spacy
    #   thinc
certifi==2024.2.2
    # via
    #   httpcore
    #   httpx
    #   kubernetes
    #   pinecone-client
    #   pulsar-client
    #   requests
    #   unstructured-client
cffi==1.16.0
    # via argon2-cffi-bindings
chardet==5.2.0
    # via unstructured
charset-normalizer==3.3.2
    # via
    #   requests
    #   unstructured-client
chroma-hnswlib==0.7.3
    # via chromadb
chromadb==0.4.24
    # via -r requirements.in
click==8.1.7
    # via
    #   nltk
    #   typer
    #   uvicorn
coloredlogs==15.0.1
    # via onnxruntime
comm==0.2.2
    # via
    #   ipykernel
    #   ipywidgets
contourpy==1.2.1
    # via matplotlib
cycler==0.12.1
    # via matplotlib
cymem==2.0.8
    # via
    #   preshed
    #   spacy
    #   thinc
dataclasses-json==0.6.4
    # via
    #   langchain
    #   langchain-community
    #   unstructured
    #   unstructured-client
debugpy==1.8.1
    # via ipykernel
decorator==5.1.1
    # via ipython
deepdiff==7.0.1
    # via unstructured-client
defusedxml==0.7.1
    # via nbconvert
deprecated==1.2.14
    # via
    #   opentelemetry-api
    #   opentelemetry-exporter-otlp-proto-grpc
diffusers==0.27.2
    # via -r requirements.in
distro==1.9.0
    # via openai
dnspython==2.6.1
    # via pymongo
docx2txt==0.8
    # via -r requirements.in
emoji==2.11.1
    # via unstructured
exceptiongroup==1.2.1
    # via
    #   anyio
    #   ipython
    #   pytest
executing==2.0.1
    # via stack-data
faiss-cpu==1.8.0
    # via -r requirements.in
fastapi==0.110.2
    # via
    #   chromadb
    #   gradio
fastjsonschema==2.19.1
    # via nbformat
ffmpy==0.3.2
    # via gradio
filelock==3.13.4
    # via
    #   diffusers
    #   huggingface-hub
    #   torch
    #   transformers
filetype==1.2.0
    # via unstructured
flatbuffers==24.3.25
    # via onnxruntime
fonttools==4.51.0
    # via matplotlib
fqdn==1.5.1
    # via jsonschema
frozenlist==1.4.1
    # via
    #   aiohttp
    #   aiosignal
fsspec==2024.3.1
    # via
    #   gradio-client
    #   huggingface-hub
    #   torch
ftfy==6.2.0
    # via -r requirements.in
gensim==4.3.2
    # via -r requirements.in
getpass2==1.0.2
    # via -r requirements.in
glob2==0.7
    # via -r requirements.in
google-api-core==2.18.0
    # via
    #   google-cloud-core
    #   google-cloud-storage
google-auth==2.29.0
    # via
    #   google-api-core
    #   google-cloud-core
    #   google-cloud-storage
    #   kubernetes
google-cloud-core==2.4.1
    # via google-cloud-storage
google-cloud-storage==2.16.0
    # via -r requirements.in
google-crc32c==1.5.0
    # via
    #   google-cloud-storage
    #   google-resumable-media
google-resumable-media==2.7.0
    # via google-cloud-storage
google-search-results==2.4.2
    # via -r requirements.in
googleapis-common-protos==1.63.0
    # via
    #   google-api-core
    #   opentelemetry-exporter-otlp-proto-grpc
gradio==4.27.0
    # via -r requirements.in
gradio-client==0.15.1
    # via gradio
greenlet==3.0.3
    # via
    #   playwright
    #   sqlalchemy
grpcio==1.62.2
    # via
    #   chromadb
    #   opentelemetry-exporter-otlp-proto-grpc
h11==0.14.0
    # via
    #   httpcore
    #   uvicorn
html2text==2024.2.26
    # via -r requirements.in
httpcore==1.0.5
    # via httpx
httptools==0.6.1
    # via uvicorn
httpx==0.27.0
    # via
    #   gradio
    #   gradio-client
    #   jupyterlab
    #   langchain-mistralai
    #   openai
httpx-sse==0.4.0
    # via langchain-mistralai
huggingface-hub==0.22.2
    # via
    #   accelerate
    #   diffusers
    #   gradio
    #   gradio-client
    #   sentence-transformers
    #   tokenizers
    #   transformers
humanfriendly==10.0
    # via coloredlogs
idna==3.7
    # via
    #   anyio
    #   httpx
    #   jsonschema
    #   requests
    #   unstructured-client
    #   yarl
importlib-metadata==7.0.0
    # via
    #   build
    #   diffusers
    #   jupyter-client
    #   jupyter-lsp
    #   jupyterlab
    #   jupyterlab-server
    #   nbconvert
    #   opentelemetry-api
importlib-resources==6.4.0
    # via
    #   chromadb
    #   gradio
    #   matplotlib
iniconfig==2.0.0
    # via pytest
ipykernel==6.29.4
    # via jupyterlab
ipython==8.18.1
    # via
    #   ipykernel
    #   ipywidgets
ipywidgets==8.1.2
    # via -r requirements.in
isoduration==20.11.0
    # via jsonschema
jedi==0.19.1
    # via ipython
jinja2==3.1.3
    # via
    #   altair
    #   gradio
    #   jupyter-server
    #   jupyterlab
    #   jupyterlab-server
    #   nbconvert
    #   torch
joblib==1.4.0
    # via
    #   nltk
    #   scikit-learn
json5==0.9.25
    # via jupyterlab-server
jsonpatch==1.33
    # via
    #   langchain
    #   langchain-core
jsonpath-python==1.0.6
    # via unstructured-client
jsonpointer==2.4
    # via
    #   jsonpatch
    #   jsonschema
jsonschema[format-nongpl]==4.21.1
    # via
    #   altair
    #   jupyter-events
    #   jupyterlab-server
    #   nbformat
jsonschema-specifications==2023.12.1
    # via jsonschema
jupyter-client==8.6.1
    # via
    #   ipykernel
    #   jupyter-server
    #   nbclient
jupyter-core==5.7.2
    # via
    #   ipykernel
    #   jupyter-client
    #   jupyter-server
    #   jupyterlab
    #   nbclient
    #   nbconvert
    #   nbformat
jupyter-events==0.10.0
    # via jupyter-server
jupyter-lsp==2.2.5
    # via jupyterlab
jupyter-server==2.14.0
    # via
    #   jupyter-lsp
    #   jupyterlab
    #   jupyterlab-server
    #   notebook
    #   notebook-shim
jupyter-server-terminals==0.5.3
    # via jupyter-server
jupyterlab==4.1.6
    # via notebook
jupyterlab-pygments==0.3.0
    # via nbconvert
jupyterlab-server==2.27.1
    # via
    #   jupyterlab
    #   notebook
jupyterlab-widgets==3.0.10
    # via ipywidgets
kiwisolver==1.4.5
    # via matplotlib
kubernetes==29.0.0
    # via chromadb
langchain==0.1.16
    # via
    #   -r requirements.in
    #   langchain-experimental
langchain-community==0.0.34
    # via
    #   -r requirements.in
    #   langchain
langchain-core==0.1.45
    # via
    #   langchain
    #   langchain-community
    #   langchain-experimental
    #   langchain-mistralai
    #   langchain-openai
    #   langchain-text-splitters
langchain-experimental==0.0.57
    # via -r requirements.in
langchain-mistralai==0.1.2
    # via -r requirements.in
langchain-openai==0.1.3
    # via -r requirements.in
langchain-text-splitters==0.0.1
    # via
    #   -r requirements.in
    #   langchain
langchainhub==0.1.15
    # via -r requirements.in
langdetect==1.0.9
    # via unstructured
langsmith==0.1.49
    # via
    #   langchain
    #   langchain-community
    #   langchain-core
lark==1.1.9
    # via -r requirements.in
lxml==5.2.1
    # via
    #   python-docx
    #   unstructured
markdown-it-py==3.0.0
    # via rich
markupsafe==2.1.5
    # via
    #   gradio
    #   jinja2
    #   nbconvert
marshmallow==3.21.1
    # via
    #   dataclasses-json
    #   unstructured-client
matplotlib==3.8.4
    # via
    #   -r requirements.in
    #   gradio
matplotlib-inline==0.1.7
    # via
    #   ipykernel
    #   ipython
mdurl==0.1.2
    # via markdown-it-py
mistune==3.0.2
    # via nbconvert
mmh3==4.1.0
    # via chromadb
monotonic==1.6
    # via posthog
mpmath==1.3.0
    # via sympy
multidict==6.0.5
    # via
    #   aiohttp
    #   yarl
murmurhash==1.0.10
    # via
    #   preshed
    #   spacy
    #   thinc
mypy-extensions==1.0.0
    # via
    #   typing-inspect
    #   unstructured-client
natsort==8.4.0
    # via -r requirements.in
nbclient==0.10.0
    # via nbconvert
nbconvert==7.16.3
    # via jupyter-server
nbformat==5.10.4
    # via
    #   jupyter-server
    #   nbclient
    #   nbconvert
nest-asyncio==1.6.0
    # via
    #   -r requirements.in
    #   ipykernel
networkx==3.2.1
    # via torch
nltk==3.8.1
    # via unstructured
notebook==7.1.3
    # via -r requirements.in
notebook-shim==0.2.4
    # via
    #   jupyterlab
    #   notebook
numexpr==2.10.0
    # via -r requirements.in
numpy==1.26.4
    # via
    #   -r requirements.in
    #   accelerate
    #   altair
    #   blis
    #   bottleneck
    #   chroma-hnswlib
    #   chromadb
    #   contourpy
    #   diffusers
    #   faiss-cpu
    #   gensim
    #   gradio
    #   langchain
    #   langchain-community
    #   matplotlib
    #   numexpr
    #   onnxruntime
    #   pandas
    #   scikit-learn
    #   scipy
    #   sentence-transformers
    #   spacy
    #   thinc
    #   transformers
    #   unstructured
oauthlib==3.2.2
    # via
    #   kubernetes
    #   requests-oauthlib
onnxruntime==1.16.3
    # via chromadb
openai==1.23.2
    # via
    #   -r requirements.in
    #   langchain-openai
opentelemetry-api==1.24.0
    # via
    #   chromadb
    #   opentelemetry-exporter-otlp-proto-grpc
    #   opentelemetry-instrumentation
    #   opentelemetry-instrumentation-asgi
    #   opentelemetry-instrumentation-fastapi
    #   opentelemetry-sdk
opentelemetry-exporter-otlp-proto-common==1.24.0
    # via opentelemetry-exporter-otlp-proto-grpc
opentelemetry-exporter-otlp-proto-grpc==1.24.0
    # via chromadb
opentelemetry-instrumentation==0.45b0
    # via
    #   opentelemetry-instrumentation-asgi
    #   opentelemetry-instrumentation-fastapi
opentelemetry-instrumentation-asgi==0.45b0
    # via opentelemetry-instrumentation-fastapi
opentelemetry-instrumentation-fastapi==0.45b0
    # via chromadb
opentelemetry-proto==1.24.0
    # via
    #   opentelemetry-exporter-otlp-proto-common
    #   opentelemetry-exporter-otlp-proto-grpc
opentelemetry-sdk==1.24.0
    # via
    #   chromadb
    #   opentelemetry-exporter-otlp-proto-grpc
opentelemetry-semantic-conventions==0.45b0
    # via
    #   opentelemetry-instrumentation-asgi
    #   opentelemetry-instrumentation-fastapi
    #   opentelemetry-sdk
opentelemetry-util-http==0.45b0
    # via
    #   opentelemetry-instrumentation-asgi
    #   opentelemetry-instrumentation-fastapi
ordered-set==4.1.0
    # via deepdiff
orjson==3.10.1
    # via
    #   chromadb
    #   gradio
    #   langsmith
overrides==7.7.0
    # via
    #   chromadb
    #   jupyter-server
packaging==23.2
    # via
    #   accelerate
    #   altair
    #   build
    #   gradio
    #   gradio-client
    #   huggingface-hub
    #   ipykernel
    #   jupyter-server
    #   jupyterlab
    #   jupyterlab-server
    #   langchain-core
    #   marshmallow
    #   matplotlib
    #   nbconvert
    #   onnxruntime
    #   pytest
    #   transformers
    #   unstructured-client
pandas==2.2.2
    # via
    #   -r requirements.in
    #   altair
    #   gradio
pandocfilters==1.5.1
    # via nbconvert
parso==0.8.4
    # via jedi
pdf2image==1.17.0
    # via -r requirements.in
pexpect==4.9.0
    # via ipython
pillow==10.3.0
    # via
    #   -r requirements.in
    #   diffusers
    #   gradio
    #   matplotlib
    #   pdf2image
    #   sentence-transformers
pinecone-client==3.2.2
    # via -r requirements.in
plac==1.1.3
    # via
    #   spacy
    #   thinc
platformdirs==4.2.0
    # via jupyter-core
playwright==1.43.0
    # via pytest-playwright
pluggy==1.5.0
    # via pytest
posthog==3.5.0
    # via chromadb
preshed==3.0.9
    # via
    #   spacy
    #   thinc
prometheus-client==0.20.0
    # via jupyter-server
prompt-toolkit==3.0.43
    # via ipython
proto-plus==1.23.0
    # via google-api-core
protobuf==4.25.3
    # via
    #   google-api-core
    #   googleapis-common-protos
    #   onnxruntime
    #   opentelemetry-proto
    #   proto-plus
psutil==5.9.8
    # via
    #   accelerate
    #   ipykernel
ptyprocess==0.7.0
    # via
    #   pexpect
    #   terminado
pulsar-client==3.5.0
    # via chromadb
pure-eval==0.2.2
    # via stack-data
pyasn1==0.6.0
    # via
    #   pyasn1-modules
    #   rsa
pyasn1-modules==0.4.0
    # via google-auth
pycparser==2.22
    # via cffi
pydantic==2.7.1
    # via
    #   -r requirements.in
    #   chromadb
    #   fastapi
    #   gradio
    #   langchain
    #   langchain-core
    #   langsmith
    #   openai
pydantic-core==2.18.2
    # via pydantic
pydub==0.25.1
    # via gradio
pyee==11.1.0
    # via playwright
pygments==2.17.2
    # via
    #   ipython
    #   nbconvert
    #   rich
pymongo==4.6.3
    # via -r requirements.in
pyparsing==3.1.2
    # via matplotlib
pypdf==4.2.0
    # via
    #   -r requirements.in
    #   unstructured-client
pypika==0.48.9
    # via chromadb
pyproject-hooks==1.0.0
    # via build
pytest==8.1.1
    # via
    #   -r requirements.in
    #   pytest-base-url
    #   pytest-playwright
pytest-base-url==2.1.0
    # via pytest-playwright
pytest-playwright==0.4.4
    # via -r requirements.in
python-dateutil==2.9.0.post0
    # via
    #   arrow
    #   jupyter-client
    #   kubernetes
    #   matplotlib
    #   pandas
    #   posthog
    #   unstructured-client
python-docx==1.1.0
    # via unstructured
python-dotenv==1.0.1
    # via
    #   -r requirements.in
    #   uvicorn
python-iso639==2024.2.7
    # via unstructured
python-json-logger==2.0.7
    # via jupyter-events
python-magic==0.4.27
    # via unstructured
python-multipart==0.0.9
    # via gradio
python-slugify==8.0.4
    # via pytest-playwright
pytz==2024.1
    # via pandas
pyyaml==6.0.1
    # via
    #   -r requirements.in
    #   accelerate
    #   chromadb
    #   gradio
    #   huggingface-hub
    #   jupyter-events
    #   kubernetes
    #   langchain
    #   langchain-community
    #   langchain-core
    #   transformers
    #   uvicorn
pyzmq==26.0.2
    # via
    #   ipykernel
    #   jupyter-client
    #   jupyter-server
rapidfuzz==3.8.1
    # via unstructured
referencing==0.34.0
    # via
    #   jsonschema
    #   jsonschema-specifications
    #   jupyter-events
regex==2024.4.16
    # via
    #   diffusers
    #   nltk
    #   tiktoken
    #   transformers
requests==2.31.0
    # via
    #   chromadb
    #   diffusers
    #   google-api-core
    #   google-cloud-storage
    #   google-search-results
    #   huggingface-hub
    #   jupyterlab-server
    #   kubernetes
    #   langchain
    #   langchain-community
    #   langchainhub
    #   langsmith
    #   posthog
    #   pytest-base-url
    #   requests-oauthlib
    #   serpapi
    #   spacy
    #   tiktoken
    #   transformers
    #   unstructured
    #   unstructured-client
requests-oauthlib==2.0.0
    # via kubernetes
rfc3339-validator==0.1.4
    # via
    #   jsonschema
    #   jupyter-events
rfc3986-validator==0.1.1
    # via
    #   jsonschema
    #   jupyter-events
rich==13.7.1
    # via typer
rpds-py==0.18.0
    # via
    #   jsonschema
    #   referencing
rsa==4.9
    # via google-auth
ruff==0.4.1
    # via gradio
safetensors==0.4.3
    # via
    #   accelerate
    #   diffusers
    #   transformers
scikit-learn==1.4.2
    # via
    #   -r requirements.in
    #   sentence-transformers
scipy==1.13.0
    # via
    #   -r requirements.in
    #   gensim
    #   scikit-learn
    #   sentence-transformers
semantic-version==2.10.0
    # via gradio
send2trash==1.8.3
    # via jupyter-server
sentence-transformers==2.7.0
    # via -r requirements.in
serpapi==0.1.5
    # via -r requirements.in
shellingham==1.5.4
    # via typer
six==1.16.0
    # via
    #   asttokens
    #   bleach
    #   kubernetes
    #   langdetect
    #   posthog
    #   python-dateutil
    #   rfc3339-validator
    #   unstructured-client
smart-open==7.0.4
    # via gensim
sniffio==1.3.1
    # via
    #   anyio
    #   httpx
    #   openai
soupsieve==2.5
    # via beautifulsoup4
spacy==2.3.9
    # via -r requirements.in
sqlalchemy==2.0.29
    # via
    #   langchain
    #   langchain-community
srsly==1.0.7
    # via
    #   spacy
    #   thinc
stack-data==0.6.3
    # via ipython
starlette==0.37.2
    # via fastapi
sympy==1.12
    # via
    #   onnxruntime
    #   torch
tabulate==0.9.0
    # via
    #   -r requirements.in
    #   unstructured
tenacity==8.2.3
    # via
    #   chromadb
    #   langchain
    #   langchain-community
    #   langchain-core
terminado==0.18.1
    # via
    #   jupyter-server
    #   jupyter-server-terminals
text-unidecode==1.3
    # via python-slugify
thinc==7.4.6
    # via spacy
threadpoolctl==3.4.0
    # via scikit-learn
tiktoken==0.6.0
    # via
    #   -r requirements.in
    #   langchain-openai
tinycss2==1.3.0
    # via nbconvert
tokenizers==0.15.2
    # via
    #   chromadb
    #   langchain-mistralai
    #   transformers
tomli==2.0.1
    # via
    #   build
    #   jupyterlab
    #   pyproject-hooks
    #   pytest
tomlkit==0.12.0
    # via gradio
toolz==0.12.1
    # via altair
torch==2.2.2
    # via
    #   -r requirements.in
    #   accelerate
    #   sentence-transformers
tornado==6.4
    # via
    #   ipykernel
    #   jupyter-client
    #   jupyter-server
    #   jupyterlab
    #   notebook
    #   terminado
tqdm==4.66.2
    # via
    #   -r requirements.in
    #   chromadb
    #   huggingface-hub
    #   nltk
    #   openai
    #   pinecone-client
    #   sentence-transformers
    #   spacy
    #   thinc
    #   transformers
traitlets==5.14.3
    # via
    #   comm
    #   ipykernel
    #   ipython
    #   ipywidgets
    #   jupyter-client
    #   jupyter-core
    #   jupyter-events
    #   jupyter-server
    #   jupyterlab
    #   matplotlib-inline
    #   nbclient
    #   nbconvert
    #   nbformat
transformers==4.39.3
    # via
    #   -r requirements.in
    #   sentence-transformers
typer==0.12.3
    # via
    #   chromadb
    #   gradio
types-python-dateutil==2.9.0.20240316
    # via arrow
types-requests==2.31.0.20240406
    # via langchainhub
typing-extensions==4.11.0
    # via
    #   altair
    #   anyio
    #   asgiref
    #   async-lru
    #   chromadb
    #   fastapi
    #   gradio
    #   gradio-client
    #   huggingface-hub
    #   ipython
    #   openai
    #   opentelemetry-sdk
    #   pinecone-client
    #   pydantic
    #   pydantic-core
    #   pyee
    #   pypdf
    #   python-docx
    #   sqlalchemy
    #   starlette
    #   torch
    #   typer
    #   typing-inspect
    #   unstructured
    #   unstructured-client
    #   uvicorn
typing-inspect==0.9.0
    # via
    #   dataclasses-json
    #   unstructured-client
tzdata==2024.1
    # via pandas
unstructured[docx]==0.13.3
    # via -r requirements.in
unstructured-client==0.22.0
    # via unstructured
uri-template==1.3.0
    # via jsonschema
urllib3==2.2.1
    # via
    #   gradio
    #   kubernetes
    #   pinecone-client
    #   requests
    #   types-requests
    #   unstructured-client
uvicorn[standard]==0.29.0
    # via
    #   chromadb
    #   gradio
uvloop==0.19.0
    # via uvicorn
wasabi==0.10.1
    # via
    #   spacy
    #   thinc
watchfiles==0.21.0
    # via uvicorn
wcwidth==0.2.13
    # via
    #   ftfy
    #   prompt-toolkit
webcolors==1.13
    # via jsonschema
webencodings==0.5.1
    # via
    #   bleach
    #   tinycss2
websocket-client==1.7.0
    # via
    #   jupyter-server
    #   kubernetes
websockets==11.0.3
    # via
    #   gradio-client
    #   uvicorn
widgetsnbextension==4.0.10
    # via ipywidgets
wrapt==1.16.0
    # via
    #   deprecated
    #   opentelemetry-instrumentation
    #   smart-open
    #   unstructured
yarl==1.9.4
    # via aiohttp
zipp==3.18.1
    # via
    #   importlib-metadata
    #   importlib-resources

# The following packages are considered to be unsafe in a requirements file:
# setuptools
bash
# apt update
Get:1 http://deb.debian.org/debian bookworm InRelease [151 kB]
Get:2 http://deb.debian.org/debian bookworm-updates InRelease [55.4 kB]
Get:3 http://deb.debian.org/debian-security bookworm-security InRelease [48.0 kB]
Get:4 http://deb.debian.org/debian bookworm/main arm64 Packages [8688 kB]
Get:5 http://deb.debian.org/debian bookworm-updates/main arm64 Packages [8844 B]
Get:6 http://deb.debian.org/debian-security bookworm-security/main arm64 Packages [235 kB]
Fetched 9186 kB in 1s (9417 kB/s)                         
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
All packages are up to date.
# apt -y upgrade
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
Calculating upgrade... Done
0 upgraded, 0 newly installed, 0 to remove and 0 not upgraded.
# apt -y install vim
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
The following additional packages will be installed:
  libgpm2 libsodium23 vim-common vim-runtime xxd
Suggested packages:
  gpm ctags vim-doc vim-scripts
The following NEW packages will be installed:
  libgpm2 libsodium23 vim vim-common vim-runtime xxd
0 upgraded, 6 newly installed, 0 to remove and 0 not upgraded.
Need to get 8791 kB of archives.
After this operation, 42.0 MB of additional disk space will be used.
Get:1 http://deb.debian.org/debian bookworm/main arm64 vim-common all 2:9.0.1378-2 [124 kB]
Get:2 http://deb.debian.org/debian bookworm/main arm64 libgpm2 arm64 1.20.7-10+b1 [14.4 kB]
Get:3 http://deb.debian.org/debian bookworm/main arm64 libsodium23 arm64 1.0.18-1 [119 kB]
Get:4 http://deb.debian.org/debian bookworm/main arm64 vim-runtime all 2:9.0.1378-2 [7025 kB]
Get:5 http://deb.debian.org/debian bookworm/main arm64 vim arm64 2:9.0.1378-2 [1424 kB]
Get:6 http://deb.debian.org/debian bookworm/main arm64 xxd arm64 2:9.0.1378-2 [83.4 kB]
Fetched 8791 kB in 0s (35.8 MB/s)
debconf: delaying package configuration, since apt-utils is not installed
Selecting previously unselected package vim-common.
(Reading database ... 23992 files and directories currently installed.)
Preparing to unpack .../0-vim-common_2%3a9.0.1378-2_all.deb ...
Unpacking vim-common (2:9.0.1378-2) ...
Selecting previously unselected package libgpm2:arm64.
Preparing to unpack .../1-libgpm2_1.20.7-10+b1_arm64.deb ...
Unpacking libgpm2:arm64 (1.20.7-10+b1) ...
Selecting previously unselected package libsodium23:arm64.
Preparing to unpack .../2-libsodium23_1.0.18-1_arm64.deb ...
Unpacking libsodium23:arm64 (1.0.18-1) ...
Selecting previously unselected package vim-runtime.
Preparing to unpack .../3-vim-runtime_2%3a9.0.1378-2_all.deb ...
Adding 'diversion of /usr/share/vim/vim90/doc/help.txt to /usr/share/vim/vim90/doc/help.txt.vim-tiny by vim-runtime'
Adding 'diversion of /usr/share/vim/vim90/doc/tags to /usr/share/vim/vim90/doc/tags.vim-tiny by vim-runtime'
Unpacking vim-runtime (2:9.0.1378-2) ...
Selecting previously unselected package vim.
Preparing to unpack .../4-vim_2%3a9.0.1378-2_arm64.deb ...
Unpacking vim (2:9.0.1378-2) ...
Selecting previously unselected package xxd.
Preparing to unpack .../5-xxd_2%3a9.0.1378-2_arm64.deb ...
Unpacking xxd (2:9.0.1378-2) ...
Setting up libsodium23:arm64 (1.0.18-1) ...
Setting up libgpm2:arm64 (1.20.7-10+b1) ...
Setting up xxd (2:9.0.1378-2) ...
Setting up vim-common (2:9.0.1378-2) ...
Setting up vim-runtime (2:9.0.1378-2) ...
Setting up vim (2:9.0.1378-2) ...
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/editor (editor) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/ex (ex) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/rview (rview) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/rvim (rvim) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/vi (vi) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/view (view) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/vim (vim) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/vimdiff (vimdiff) in auto mode
Processing triggers for libc-bin (2.36-9+deb12u9) ...
Processing triggers for hicolor-icon-theme (0.17-2) ...
# vi requirements.txt
# pip install -r requirements.txt
Collecting accelerate==0.29.3 (from -r requirements.txt (line 7))
  Downloading accelerate-0.29.3-py3-none-any.whl.metadata (18 kB)
Collecting aiofiles==23.2.1 (from -r requirements.txt (line 9))
  Downloading aiofiles-23.2.1-py3-none-any.whl.metadata (9.7 kB)
Collecting aiohttp==3.9.5 (from -r requirements.txt (line 11))
  Downloading aiohttp-3.9.5.tar.gz (7.5 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.5/7.5 MB 46.1 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting aiosignal==1.3.1 (from -r requirements.txt (line 15))
  Downloading aiosignal-1.3.1-py3-none-any.whl.metadata (4.0 kB)
Collecting altair==5.3.0 (from -r requirements.txt (line 17))
  Downloading altair-5.3.0-py3-none-any.whl.metadata (9.2 kB)
Collecting annotated-types==0.6.0 (from -r requirements.txt (line 19))
  Downloading annotated_types-0.6.0-py3-none-any.whl.metadata (12 kB)
Collecting anyio==4.3.0 (from -r requirements.txt (line 21))
  Downloading anyio-4.3.0-py3-none-any.whl.metadata (4.6 kB)
Collecting appnope==0.1.4 (from -r requirements.txt (line 28))
  Downloading appnope-0.1.4-py2.py3-none-any.whl.metadata (908 bytes)
Collecting argon2-cffi==23.1.0 (from -r requirements.txt (line 30))
  Downloading argon2_cffi-23.1.0-py3-none-any.whl.metadata (5.2 kB)
Collecting argon2-cffi-bindings==21.2.0 (from -r requirements.txt (line 32))
  Downloading argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.metadata (6.7 kB)
Collecting arrow==1.3.0 (from -r requirements.txt (line 34))
  Downloading arrow-1.3.0-py3-none-any.whl.metadata (7.5 kB)
Collecting asgiref==3.8.1 (from -r requirements.txt (line 36))
  Downloading asgiref-3.8.1-py3-none-any.whl.metadata (9.3 kB)
Collecting asttokens==2.4.1 (from -r requirements.txt (line 38))
  Downloading asttokens-2.4.1-py2.py3-none-any.whl.metadata (5.2 kB)
Collecting async-lru==2.0.4 (from -r requirements.txt (line 40))
  Downloading async_lru-2.0.4-py3-none-any.whl.metadata (4.5 kB)
Collecting async-timeout==4.0.3 (from -r requirements.txt (line 42))
  Downloading async_timeout-4.0.3-py3-none-any.whl.metadata (4.2 kB)
Collecting attrs==23.2.0 (from -r requirements.txt (line 46))
  Downloading attrs-23.2.0-py3-none-any.whl.metadata (9.5 kB)
Collecting babel==2.14.0 (from -r requirements.txt (line 51))
  Downloading Babel-2.14.0-py3-none-any.whl.metadata (1.6 kB)
Collecting backoff==2.2.1 (from -r requirements.txt (line 53))
  Downloading backoff-2.2.1-py3-none-any.whl.metadata (14 kB)
Collecting bcrypt==4.1.2 (from -r requirements.txt (line 57))
  Downloading bcrypt-4.1.2-cp39-abi3-manylinux_2_28_aarch64.whl.metadata (9.5 kB)
Collecting beautifulsoup4==4.12.3 (from -r requirements.txt (line 59))
  Downloading beautifulsoup4-4.12.3-py3-none-any.whl.metadata (3.8 kB)
Collecting bleach==6.1.0 (from -r requirements.txt (line 63))
  Downloading bleach-6.1.0-py3-none-any.whl.metadata (30 kB)
Collecting blis==0.7.11 (from -r requirements.txt (line 65))
  Downloading blis-0.7.11.tar.gz (2.9 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.9/2.9 MB 51.9 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting bottleneck==1.3.8 (from -r requirements.txt (line 69))
  Downloading Bottleneck-1.3.8.tar.gz (103 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting build==1.2.1 (from -r requirements.txt (line 71))
  Downloading build-1.2.1-py3-none-any.whl.metadata (4.3 kB)
Collecting cachetools==5.3.3 (from -r requirements.txt (line 73))
  Downloading cachetools-5.3.3-py3-none-any.whl.metadata (5.3 kB)
Collecting catalogue==1.0.2 (from -r requirements.txt (line 75))
  Downloading catalogue-1.0.2-py2.py3-none-any.whl.metadata (13 kB)
Collecting certifi==2024.2.2 (from -r requirements.txt (line 79))
  Downloading certifi-2024.2.2-py3-none-any.whl.metadata (2.2 kB)
Collecting cffi==1.16.0 (from -r requirements.txt (line 88))
  Downloading cffi-1.16.0.tar.gz (512 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting chardet==5.2.0 (from -r requirements.txt (line 90))
  Downloading chardet-5.2.0-py3-none-any.whl.metadata (3.4 kB)
Collecting charset-normalizer==3.3.2 (from -r requirements.txt (line 92))
  Downloading charset_normalizer-3.3.2-py3-none-any.whl.metadata (33 kB)
Collecting chroma-hnswlib==0.7.3 (from -r requirements.txt (line 96))
  Downloading chroma-hnswlib-0.7.3.tar.gz (31 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting chromadb==0.4.24 (from -r requirements.txt (line 98))
  Downloading chromadb-0.4.24-py3-none-any.whl.metadata (7.3 kB)
Collecting click==8.1.7 (from -r requirements.txt (line 100))
  Downloading click-8.1.7-py3-none-any.whl.metadata (3.0 kB)
Collecting coloredlogs==15.0.1 (from -r requirements.txt (line 105))
  Downloading coloredlogs-15.0.1-py2.py3-none-any.whl.metadata (12 kB)
Collecting comm==0.2.2 (from -r requirements.txt (line 107))
  Downloading comm-0.2.2-py3-none-any.whl.metadata (3.7 kB)
Collecting contourpy==1.2.1 (from -r requirements.txt (line 111))
  Downloading contourpy-1.2.1.tar.gz (13.5 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 13.5/13.5 MB 50.0 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Installing backend dependencies ... done
  Preparing metadata (pyproject.toml) ... done
Collecting cycler==0.12.1 (from -r requirements.txt (line 113))
  Downloading cycler-0.12.1-py3-none-any.whl.metadata (3.8 kB)
Collecting cymem==2.0.8 (from -r requirements.txt (line 115))
  Downloading cymem-2.0.8.tar.gz (9.8 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting dataclasses-json==0.6.4 (from -r requirements.txt (line 120))
  Downloading dataclasses_json-0.6.4-py3-none-any.whl.metadata (25 kB)
Collecting debugpy==1.8.1 (from -r requirements.txt (line 126))
  Downloading debugpy-1.8.1-py2.py3-none-any.whl.metadata (1.1 kB)
Collecting decorator==5.1.1 (from -r requirements.txt (line 128))
  Downloading decorator-5.1.1-py3-none-any.whl.metadata (4.0 kB)
Collecting deepdiff==7.0.1 (from -r requirements.txt (line 130))
  Downloading deepdiff-7.0.1-py3-none-any.whl.metadata (6.8 kB)
Collecting defusedxml==0.7.1 (from -r requirements.txt (line 132))
  Downloading defusedxml-0.7.1-py2.py3-none-any.whl.metadata (32 kB)
Collecting deprecated==1.2.14 (from -r requirements.txt (line 134))
  Downloading Deprecated-1.2.14-py2.py3-none-any.whl.metadata (5.4 kB)
Collecting diffusers==0.27.2 (from -r requirements.txt (line 138))
  Downloading diffusers-0.27.2-py3-none-any.whl.metadata (18 kB)
Collecting distro==1.9.0 (from -r requirements.txt (line 140))
  Downloading distro-1.9.0-py3-none-any.whl.metadata (6.8 kB)
Collecting dnspython==2.6.1 (from -r requirements.txt (line 142))
  Downloading dnspython-2.6.1-py3-none-any.whl.metadata (5.8 kB)
Collecting docx2txt==0.8 (from -r requirements.txt (line 144))
  Downloading docx2txt-0.8.tar.gz (2.8 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting emoji==2.11.1 (from -r requirements.txt (line 146))
  Downloading emoji-2.11.1-py2.py3-none-any.whl.metadata (5.3 kB)
Collecting exceptiongroup==1.2.1 (from -r requirements.txt (line 148))
  Downloading exceptiongroup-1.2.1-py3-none-any.whl.metadata (6.6 kB)
Collecting executing==2.0.1 (from -r requirements.txt (line 153))
  Downloading executing-2.0.1-py2.py3-none-any.whl.metadata (9.0 kB)
Collecting faiss-cpu==1.8.0 (from -r requirements.txt (line 155))
  Downloading faiss-cpu-1.8.0.tar.gz (63 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting fastapi==0.110.2 (from -r requirements.txt (line 157))
  Downloading fastapi-0.110.2-py3-none-any.whl.metadata (24 kB)
Collecting fastjsonschema==2.19.1 (from -r requirements.txt (line 161))
  Downloading fastjsonschema-2.19.1-py3-none-any.whl.metadata (2.1 kB)
Collecting ffmpy==0.3.2 (from -r requirements.txt (line 163))
  Downloading ffmpy-0.3.2.tar.gz (5.5 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting filelock==3.13.4 (from -r requirements.txt (line 165))
  Downloading filelock-3.13.4-py3-none-any.whl.metadata (2.8 kB)
Collecting filetype==1.2.0 (from -r requirements.txt (line 171))
  Downloading filetype-1.2.0-py2.py3-none-any.whl.metadata (6.5 kB)
Collecting flatbuffers==24.3.25 (from -r requirements.txt (line 173))
  Downloading flatbuffers-24.3.25-py2.py3-none-any.whl.metadata (850 bytes)
Collecting fonttools==4.51.0 (from -r requirements.txt (line 175))
  Downloading fonttools-4.51.0-py3-none-any.whl.metadata (159 kB)
Collecting fqdn==1.5.1 (from -r requirements.txt (line 177))
  Downloading fqdn-1.5.1-py3-none-any.whl.metadata (1.4 kB)
Collecting frozenlist==1.4.1 (from -r requirements.txt (line 179))
  Downloading frozenlist-1.4.1-py3-none-any.whl.metadata (12 kB)
Collecting fsspec==2024.3.1 (from -r requirements.txt (line 183))
  Downloading fsspec-2024.3.1-py3-none-any.whl.metadata (6.8 kB)
Collecting ftfy==6.2.0 (from -r requirements.txt (line 188))
  Downloading ftfy-6.2.0-py3-none-any.whl.metadata (7.3 kB)
Collecting gensim==4.3.2 (from -r requirements.txt (line 190))
  Downloading gensim-4.3.2.tar.gz (23.3 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 23.3/23.3 MB 59.8 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting getpass2==1.0.2 (from -r requirements.txt (line 192))
  Downloading getpass2-1.0.2.zip (4.7 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting glob2==0.7 (from -r requirements.txt (line 194))
  Downloading glob2-0.7.tar.gz (10 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting google-api-core==2.18.0 (from -r requirements.txt (line 196))
  Downloading google_api_core-2.18.0-py3-none-any.whl.metadata (2.7 kB)
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  Downloading google_cloud_storage-2.16.0-py2.py3-none-any.whl.metadata (6.1 kB)
Collecting google-crc32c==1.5.0 (from -r requirements.txt (line 210))
  Downloading google-crc32c-1.5.0.tar.gz (12 kB)
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Collecting google-resumable-media==2.7.0 (from -r requirements.txt (line 214))
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Collecting google-search-results==2.4.2 (from -r requirements.txt (line 216))
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Collecting googleapis-common-protos==1.63.0 (from -r requirements.txt (line 218))
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Collecting gradio==4.27.0 (from -r requirements.txt (line 222))
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Collecting grpcio==1.62.2 (from -r requirements.txt (line 230))
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Collecting html2text==2024.2.26 (from -r requirements.txt (line 238))
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Collecting httpcore==1.0.5 (from -r requirements.txt (line 240))
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Collecting httpx==0.27.0 (from -r requirements.txt (line 244))
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Collecting iniconfig==2.0.0 (from -r requirements.txt (line 287))
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Collecting ipykernel==6.29.4 (from -r requirements.txt (line 289))
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Collecting ipython==8.18.1 (from -r requirements.txt (line 291))
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Collecting ipywidgets==8.1.2 (from -r requirements.txt (line 295))
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Collecting isoduration==20.11.0 (from -r requirements.txt (line 297))
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Collecting jedi==0.19.1 (from -r requirements.txt (line 299))
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Collecting jinja2==3.1.3 (from -r requirements.txt (line 301))
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Collecting joblib==1.4.0 (from -r requirements.txt (line 310))
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Collecting json5==0.9.25 (from -r requirements.txt (line 314))
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Collecting jsonpatch==1.33 (from -r requirements.txt (line 316))
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Collecting jsonpath-python==1.0.6 (from -r requirements.txt (line 320))
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Collecting jsonpointer==2.4 (from -r requirements.txt (line 322))
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Collecting jsonschema==4.21.1 (from jsonschema[format-nongpl]==4.21.1->-r requirements.txt (line 326))
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Collecting jsonschema-specifications==2023.12.1 (from -r requirements.txt (line 332))
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Collecting jupyter-client==8.6.1 (from -r requirements.txt (line 334))
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Collecting jupyter-core==5.7.2 (from -r requirements.txt (line 339))
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Collecting jupyter-events==0.10.0 (from -r requirements.txt (line 348))
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Collecting jupyter-lsp==2.2.5 (from -r requirements.txt (line 350))
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Collecting jupyter-server==2.14.0 (from -r requirements.txt (line 352))
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Collecting jupyter-server-terminals==0.5.3 (from -r requirements.txt (line 359))
  Downloading jupyter_server_terminals-0.5.3-py3-none-any.whl.metadata (5.6 kB)
Collecting jupyterlab==4.1.6 (from -r requirements.txt (line 361))
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Collecting jupyterlab-pygments==0.3.0 (from -r requirements.txt (line 363))
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Collecting jupyterlab-server==2.27.1 (from -r requirements.txt (line 365))
  Downloading jupyterlab_server-2.27.1-py3-none-any.whl.metadata (5.9 kB)
Collecting jupyterlab-widgets==3.0.10 (from -r requirements.txt (line 369))
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Collecting kiwisolver==1.4.5 (from -r requirements.txt (line 371))
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Collecting kubernetes==29.0.0 (from -r requirements.txt (line 373))
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Collecting langchain==0.1.16 (from -r requirements.txt (line 375))
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Collecting langchain-community==0.0.34 (from -r requirements.txt (line 379))
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Collecting langchain-mistralai==0.1.2 (from -r requirements.txt (line 393))
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Collecting langchain-openai==0.1.3 (from -r requirements.txt (line 395))
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Collecting langchain-text-splitters==0.0.1 (from -r requirements.txt (line 397))
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Collecting langchainhub==0.1.15 (from -r requirements.txt (line 401))
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Collecting langdetect==1.0.9 (from -r requirements.txt (line 403))
  Downloading langdetect-1.0.9.tar.gz (981 kB)
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Collecting langsmith==0.1.49 (from -r requirements.txt (line 405))
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Collecting lark==1.1.9 (from -r requirements.txt (line 410))
  Downloading lark-1.1.9-py3-none-any.whl.metadata (1.9 kB)
Collecting lxml==5.2.1 (from -r requirements.txt (line 412))
  Downloading lxml-5.2.1.tar.gz (3.7 MB)
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  Installing build dependencies ... done
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Collecting markdown-it-py==3.0.0 (from -r requirements.txt (line 416))
  Downloading markdown_it_py-3.0.0-py3-none-any.whl.metadata (6.9 kB)
Collecting markupsafe==2.1.5 (from -r requirements.txt (line 418))
  Downloading MarkupSafe-2.1.5.tar.gz (19 kB)
  Installing build dependencies ... done
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Collecting marshmallow==3.21.1 (from -r requirements.txt (line 423))
  Downloading marshmallow-3.21.1-py3-none-any.whl.metadata (7.2 kB)
Collecting matplotlib==3.8.4 (from -r requirements.txt (line 427))
  Downloading matplotlib-3.8.4.tar.gz (35.9 MB)
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  Installing build dependencies ... done
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Collecting matplotlib-inline==0.1.7 (from -r requirements.txt (line 431))
  Downloading matplotlib_inline-0.1.7-py3-none-any.whl.metadata (3.9 kB)
Collecting mdurl==0.1.2 (from -r requirements.txt (line 435))
  Downloading mdurl-0.1.2-py3-none-any.whl.metadata (1.6 kB)
Collecting mistune==3.0.2 (from -r requirements.txt (line 437))
  Downloading mistune-3.0.2-py3-none-any.whl.metadata (1.7 kB)
Collecting mmh3==4.1.0 (from -r requirements.txt (line 439))
  Downloading mmh3-4.1.0.tar.gz (26 kB)
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  Preparing metadata (pyproject.toml) ... done
Collecting monotonic==1.6 (from -r requirements.txt (line 441))
  Downloading monotonic-1.6-py2.py3-none-any.whl.metadata (1.5 kB)
Collecting mpmath==1.3.0 (from -r requirements.txt (line 443))
  Downloading mpmath-1.3.0-py3-none-any.whl.metadata (8.6 kB)
Collecting multidict==6.0.5 (from -r requirements.txt (line 445))
  Downloading multidict-6.0.5-py3-none-any.whl.metadata (4.2 kB)
Collecting murmurhash==1.0.10 (from -r requirements.txt (line 449))
  Downloading murmurhash-1.0.10.tar.gz (12 kB)
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  Preparing metadata (pyproject.toml) ... done
Collecting mypy-extensions==1.0.0 (from -r requirements.txt (line 454))
  Downloading mypy_extensions-1.0.0-py3-none-any.whl.metadata (1.1 kB)
Collecting natsort==8.4.0 (from -r requirements.txt (line 458))
  Downloading natsort-8.4.0-py3-none-any.whl.metadata (21 kB)
Collecting nbclient==0.10.0 (from -r requirements.txt (line 460))
  Downloading nbclient-0.10.0-py3-none-any.whl.metadata (7.8 kB)
Collecting nbconvert==7.16.3 (from -r requirements.txt (line 462))
  Downloading nbconvert-7.16.3-py3-none-any.whl.metadata (8.2 kB)
Collecting nbformat==5.10.4 (from -r requirements.txt (line 464))
  Downloading nbformat-5.10.4-py3-none-any.whl.metadata (3.6 kB)
Collecting nest-asyncio==1.6.0 (from -r requirements.txt (line 469))
  Downloading nest_asyncio-1.6.0-py3-none-any.whl.metadata (2.8 kB)
Collecting networkx==3.2.1 (from -r requirements.txt (line 473))
  Downloading networkx-3.2.1-py3-none-any.whl.metadata (5.2 kB)
Collecting nltk==3.8.1 (from -r requirements.txt (line 475))
  Downloading nltk-3.8.1-py3-none-any.whl.metadata (2.8 kB)
Collecting notebook==7.1.3 (from -r requirements.txt (line 477))
  Downloading notebook-7.1.3-py3-none-any.whl.metadata (10 kB)
Collecting notebook-shim==0.2.4 (from -r requirements.txt (line 479))
  Downloading notebook_shim-0.2.4-py3-none-any.whl.metadata (4.0 kB)
Collecting numexpr==2.10.0 (from -r requirements.txt (line 483))
  Downloading numexpr-2.10.0.tar.gz (103 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Preparing metadata (pyproject.toml) ... done
Collecting numpy==1.26.4 (from -r requirements.txt (line 485))
  Downloading numpy-1.26.4.tar.gz (15.8 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 15.8/15.8 MB 48.3 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Installing backend dependencies ... done
  Preparing metadata (pyproject.toml) ... done
Collecting oauthlib==3.2.2 (from -r requirements.txt (line 512))
  Downloading oauthlib-3.2.2-py3-none-any.whl.metadata (7.5 kB)
ERROR: Ignored the following versions that require a different python version: 0.5.12 Requires-Python >=3.7,<3.12; 0.5.13 Requires-Python >=3.7,<3.12; 0.5.14 Requires-Python >=3.7,<3.13; 1.21.2 Requires-Python >=3.7,<3.11; 1.21.3 Requires-Python >=3.7,<3.11; 1.21.4 Requires-Python >=3.7,<3.11; 1.21.5 Requires-Python >=3.7,<3.11; 1.21.6 Requires-Python >=3.7,<3.11; 1.26.0 Requires-Python <3.13,>=3.9; 1.26.1 Requires-Python <3.13,>=3.9
ERROR: Could not find a version that satisfies the requirement onnxruntime==1.16.3 (from versions: 1.20.0, 1.20.1)
ERROR: No matching distribution found for onnxruntime==1.16.3
# python --version
Python 3.13.1

Pythonが新すぎるって言われても、、、修正方法を検討中。

<この項は書きかけです。順次追記します。>
This article is not completed. I will add some words and/or centences in order.

Qiita Calendar 2024

2024 参加・主催Calendarと投稿記事一覧 Qiita(248)
https://qiita.com/kaizen_nagoya/items/d80b8fbac2496df7827f

主催Calendar2024分析 Qiita(254)
https://qiita.com/kaizen_nagoya/items/15807336d583076f70bc

Calendar 統計
https://qiita.com/kaizen_nagoya/items/e315558dcea8ee3fe43e

LLM 関連 Calendar 2024
https://qiita.com/kaizen_nagoya/items/c36033cf66862d5496fa

Large Language Model Related Calendar
https://qiita.com/kaizen_nagoya/items/3beb0bc3fb71e3ae6d66

博士論文 Calendar 2024 を開催します。
https://qiita.com/kaizen_nagoya/items/51601357efbcaf1057d0

博士論文(0)関連記事一覧
https://qiita.com/kaizen_nagoya/items/8f223a760e607b705e78

自己記事一覧

Qiitaで逆リンクを表示しなくなったような気がする。時々、スマフォで表示するとあらわっることがあり、完全に削除したのではなさそう。

４月以降、せっせとリンクリストを作り、統計を取って確率を説明しようとしている。
2025年２月末を目標にしている。

一覧の一覧( The directory of directories of mine.) Qiita(100)
https://qiita.com/kaizen_nagoya/items/7eb0e006543886138f39

仮説（0）一覧（目標100現在40）
https://qiita.com/kaizen_nagoya/items/f000506fe1837b3590df

Qiita(0)Qiita関連記事一覧（自分）
https://qiita.com/kaizen_nagoya/items/58db5fbf036b28e9dfa6

Error一覧 error(0)
https://qiita.com/kaizen_nagoya/items/48b6cbc8d68eae2c42b8

C++ Support(0)　
https://qiita.com/kaizen_nagoya/items/8720d26f762369a80514

Coding(0) Rules, C, Secure, MISRA and so on
https://qiita.com/kaizen_nagoya/items/400725644a8a0e90fbb0

Ethernet 記事一覧　Ethernet(0)
https://qiita.com/kaizen_nagoya/items/88d35e99f74aefc98794

Wireshark 一覧 wireshark(0)、Ethernet(48)
https://qiita.com/kaizen_nagoya/items/fbed841f61875c4731d0

線網（Wi-Fi）空中線(antenna)(0) 記事一覧(118/300目標)
https://qiita.com/kaizen_nagoya/items/5e5464ac2b24bd4cd001

なぜdockerで機械学習するか 書籍・ソース一覧作成中 (目標100)
https://qiita.com/kaizen_nagoya/items/ddd12477544bf5ba85e2

プログラムちょい替え（0）一覧:4件
https://qiita.com/kaizen_nagoya/items/296d87ef4bfd516bc394

言語処理100本ノックをdockerで。python覚えるのに最適。:10+12
https://qiita.com/kaizen_nagoya/items/7e7eb7c543e0c18438c4

Python(0)記事をまとめたい。
https://qiita.com/kaizen_nagoya/items/088c57d70ab6904ebb53

安全（0）安全工学シンポジウムに向けて: 21
https://qiita.com/kaizen_nagoya/items/c5d78f3def8195cb2409

プログラマによる、プログラマのための、統計(0)と確率のプログラミングとその後
https://qiita.com/kaizen_nagoya/items/6e9897eb641268766909

転職(0)一覧
https://qiita.com/kaizen_nagoya/items/f77520d378d33451d6fe

技術士(0)一覧
https://qiita.com/kaizen_nagoya/items/ce4ccf4eb9c5600b89ea

Reserchmap(0) 一覧
https://qiita.com/kaizen_nagoya/items/506c79e562f406c4257e

物理記事　上位100
https://qiita.com/kaizen_nagoya/items/66e90fe31fbe3facc6ff

量子(0) 計算機, 量子力学
https://qiita.com/kaizen_nagoya/items/1cd954cb0eed92879fd4

数学関連記事１００
https://qiita.com/kaizen_nagoya/items/d8dadb49a6397e854c6d

coq(0) 一覧
https://qiita.com/kaizen_nagoya/items/d22f9995cf2173bc3b13

統計(0)一覧
https://qiita.com/kaizen_nagoya/items/80d3b221807e53e88aba

図(0) state, sequence and timing. UML and お絵描き
https://qiita.com/kaizen_nagoya/items/60440a882146aeee9e8f

色(0) 記事100書く切り口
https://qiita.com/kaizen_nagoya/items/22331c0335ed34326b9b

品質一覧
https://qiita.com/kaizen_nagoya/items/2b99b8e9db6d94b2e971

言語・文学記事　１００
https://qiita.com/kaizen_nagoya/items/42d58d5ef7fb53c407d6

医工連携関連記事一覧
https://qiita.com/kaizen_nagoya/items/6ab51c12ba51bc260a82

水の資料集(0)　方針と成果
https://qiita.com/kaizen_nagoya/items/f5dbb30087ea732b52aa

自動車　記事　１００
https://qiita.com/kaizen_nagoya/items/f7f0b9ab36569ad409c5

通信記事１００
https://qiita.com/kaizen_nagoya/items/1d67de5e1cd207b05ef7

日本語（０）一欄
https://qiita.com/kaizen_nagoya/items/7498dcfa3a9ba7fd1e68

英語(0) 一覧
https://qiita.com/kaizen_nagoya/items/680e3f5cbf9430486c7d

音楽　一覧(0)
https://qiita.com/kaizen_nagoya/items/b6e5f42bbfe3bbe40f5d

「@kazuo_reve 新人の方によく展開している有益な情報」確認一覧
https://qiita.com/kaizen_nagoya/items/b9380888d1e5a042646b

鉄道（０）鉄道のシステム考察はてっちゃんがてつだってくれる
https://qiita.com/kaizen_nagoya/items/faa4ea03d91d901a618a

OSEK OS設計の基礎　OSEK(100)
https://qiita.com/kaizen_nagoya/items/7528a22a14242d2d58a3

coding (101) 一覧を作成し始めた。omake:最近のQiitaで表示しない5つの事象
https://qiita.com/kaizen_nagoya/items/20667f09f19598aedb68

官公庁・学校・公的団体（NPOを含む）システムの課題、官（０）
https://qiita.com/kaizen_nagoya/items/04ee6eaf7ec13d3af4c3

「はじめての」シリーズ　 ベクタージャパン　
https://qiita.com/kaizen_nagoya/items/2e41634f6e21a3cf74eb

AUTOSAR(0)Qiita記事一覧, OSEK(75)
https://qiita.com/kaizen_nagoya/items/89c07961b59a8754c869

プログラマが知っていると良い「公序良俗」
https://qiita.com/kaizen_nagoya/items/9fe7c0dfac2fbd77a945

LaTeX(0) 一覧　
https://qiita.com/kaizen_nagoya/items/e3f7dafacab58c499792

自動制御、制御工学一覧（０）
https://qiita.com/kaizen_nagoya/items/7767a4e19a6ae1479e6b

Rust(0) 一覧　
https://qiita.com/kaizen_nagoya/items/5e8bb080ba6ca0281927

関連資料

' @kazuo_reve 私が効果を確認した「小川メソッド」
https://qiita.com/kazuo_reve/items/a3ea1d9171deeccc04da

' @kazuo_reve 新人の方によく展開している有益な情報
https://qiita.com/kazuo_reve/items/d1a3f0ee48e24bba38f1

' @kazuo_reve Vモデルについて勘違いしていたと思ったこと
https://qiita.com/kazuo_reve/items/46fddb094563bd9b2e1e

Engineering Festa 2024前に必読記事一覧

programの本質は計画だ。programは設計だ。
https://qiita.com/kaizen_nagoya/items/c8545a769c246a458c27

登壇直後版 色使い(JIS安全色) Qiita Engineer Festa 2023〜私しか得しないニッチな技術でLT〜 スライド編 0.15
https://qiita.com/kaizen_nagoya/items/f0d3070d839f4f735b2b

プログラマが知っていると良い「公序良俗」
https://qiita.com/kaizen_nagoya/items/9fe7c0dfac2fbd77a945

逆も真：社会人が最初に確かめるとよいこと。OSEK(69)、Ethernet(59)
https://qiita.com/kaizen_nagoya/items/39afe4a728a31b903ddc

統計の嘘。仮説（127）
https://qiita.com/kaizen_nagoya/items/63b48ecf258a3471c51b

自分の言葉だけで論理展開できるのが天才なら、文章の引用だけで論理展開できるのが秀才だ。仮説（136）
https://qiita.com/kaizen_nagoya/items/97cf07b9e24f860624dd

参考文献駆動執筆(references driven writing)・デンソークリエイト編
https://qiita.com/kaizen_nagoya/items/b27b3f58b8bf265a5cd1

「何を」よりも「誰を」。１０年後のために今見習いたい人たち
https://qiita.com/kaizen_nagoya/items/8045978b16eb49d572b2

Qiitaの記事に３段階または５段階で到達するための方法
https://qiita.com/kaizen_nagoya/items/6e9298296852325adc5e

出力(output)と呼ばないで。これは状態(state)です。
https://qiita.com/kaizen_nagoya/items/80b8b5913b2748867840

coding (101) 一覧を作成し始めた。omake:最近のQiitaで表示しない5つの事象
https://qiita.com/kaizen_nagoya/items/20667f09f19598aedb68

あなたは「勘違いまとめ」から、勘違いだと言っていることが勘違いだといくつ見つけられますか。人間の間違い(human error(125))の種類と対策
https://qiita.com/kaizen_nagoya/items/ae391b77fffb098b8fb4

プログラマの「プログラムが書ける」思い込みは強みだ。３つの理由。仮説（168）統計と確率(17) , OSEK(79)
https://qiita.com/kaizen_nagoya/items/bc5dd86e414de402ec29

出力(output)と呼ばないで。これは状態(state)です。
https://qiita.com/kaizen_nagoya/items/80b8b5913b2748867840

これからの情報伝達手段の在り方について考えてみよう。炎上と便乗。
https://qiita.com/kaizen_nagoya/items/71a09077ac195214f0db

ISO/IEC JTC1 SC7 Software and System Engineering
https://qiita.com/kaizen_nagoya/items/48b43f0f6976a078d907

アクセシビリティの知見を発信しよう！（再び）
https://qiita.com/kaizen_nagoya/items/03457eb9ee74105ee618

統計論及確率論輪講（再び）
https://qiita.com/kaizen_nagoya/items/590874ccfca988e85ea3

読者の心をグッと惹き寄せる7つの魔法
https://qiita.com/kaizen_nagoya/items/b1b5e89bd5c0a211d862

「@kazuo_reve 新人の方によく展開している有益な情報」確認一覧
https://qiita.com/kaizen_nagoya/items/b9380888d1e5a042646b

ソースコードで議論しよう。日本語で議論するの止めましょう（あるプログラミング技術の議論報告）
https://qiita.com/kaizen_nagoya/items/8b9811c80f3338c6c0b0

脳内コンパイラの3つの危険
https://qiita.com/kaizen_nagoya/items/7025cf2d7bd9f276e382

心理学の本を読むよりはコンパイラ書いた方がよくね。仮説（34）
https://qiita.com/kaizen_nagoya/items/fa715732cc148e48880e

NASAを超えるつもりがあれば読んでください。
https://qiita.com/kaizen_nagoya/items/e81669f9cb53109157f6

データサイエンティストの気づき!「勉強して仕事に役立てない人。大嫌い!!」『それ自分かも?』ってなった!!!
https://qiita.com/kaizen_nagoya/items/d85830d58d8dd7f71d07

「ぼくの好きな先生」「人がやらないことをやれ」プログラマになるまで。仮説（37）　
https://qiita.com/kaizen_nagoya/items/53e4bded9fe5f724b3c4

なぜ経済学徒を辞め、計算機屋になったか（経済学部入学前・入学後・卒業後対応） 転職(1)
https://qiita.com/kaizen_nagoya/items/06335a1d24c099733f64

プログラミング言語教育のXYZ。 仮説（52）
https://qiita.com/kaizen_nagoya/items/1950c5810fb5c0b07be4

【24卒向け】9ヶ月後に年収１０００万円を目指す。二つの関門と三つの道。
https://qiita.com/kaizen_nagoya/items/fb5bff147193f726ad25

「【25卒向け】Qiita Career Meetup for STUDENT」予習の勧め
https://qiita.com/kaizen_nagoya/items/00eadb8a6e738cb6336f

大学入試不合格でも筆記試験のない大学に入って卒業できる。卒業しなくても博士になれる。
https://qiita.com/kaizen_nagoya/items/74adec99f396d64b5fd5

全世界の不登校の子供たち「博士論文」を書こう。世界子供博士論文遠隔実践中心 安全(99)
https://qiita.com/kaizen_nagoya/items/912d69032c012bcc84f2

小川メソッド　覚え（書きかけ）
https://qiita.com/kaizen_nagoya/items/3593d72eca551742df68

DoCAP（ドゥーキャップ）って何ですか？
https://qiita.com/kaizen_nagoya/items/47e0e6509ab792c43327

views 20,000越え自己記事一覧
https://qiita.com/kaizen_nagoya/items/58e8bd6450957cdecd81

Views１万越え、もうすぐ１万記事一覧 最近いいねをいただいた213記事
https://qiita.com/kaizen_nagoya/items/d2b805717a92459ce853

amazon 殿堂入りNo1レビュアになるまで。仮説(102)
https://qiita.com/kaizen_nagoya/items/83259d18921ce75a91f4

100以上いいねをいただいた記事16選
https://qiita.com/kaizen_nagoya/items/f8d958d9084ffbd15d2a

小川清最終講義、最終講義（再）計画, Ethernet(100) 英語(100) 安全(100)
https://qiita.com/kaizen_nagoya/items/e2df642e3951e35e6a53

＜この記事は個人の過去の経験に基づく個人の感想です。現在所属する組織、業務とは関係がありません。＞
This article is an individual impression based on my individual experience. It has nothing to do with the organization or business to which I currently belong.

文書履歴(document history)

ver. 0.01 初稿 　20241215

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Thank you very much for reading to the last sentence.

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