initial commit

.gitignore

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+.DS_Store
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+bin/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+etc/
+include/
+lib/
+lib64/
+parts/
+sdist/
+share/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+.ruff_cache
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+notebooks/
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+pyvenv.cfg
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Jetbrains
+.idea
+modules/
+*.swp
+
+# pipenv
+Pipfile
+Pipfile.lock

01_transformers/README.md

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+
+# Demo App for Transformers
+
+A demo app to illustrate various seq2seq examples of using HuggingFace Transformers

01_transformers/app.py

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+##############################################################################
+# Main script that builds the UI & connects the logic for an LLM-driven
+# query frontend to an ASDRP demo app.
+#
+# @philmui
+# Tue Jun 20 23:35:59 PDT 2023
+##############################################################################
+
+from transformers import pipeline
+import streamlit as st
+from pprint import pprint
+
+##############################################################################
+
+st.set_page_config(page_title="Translator", 
+                   page_icon=":robot:", 
+                   layout="wide")
+st.header("🇫🇷🇪🇸 Translator 🇺🇸🇨🇳")
+
+col1, col2 = st.columns([1,1])
+
+with col1:
+    option_llm = st.selectbox(
+        "Model",
+        (
+            "Helsinki-NLP/opus-mt-fr-en",
+            "Helsinki-NLP/opus-mt-en-fr",
+            "Helsinki-NLP/opus-mt-es-en",
+            "Helsinki-NLP/opus-mt-en-es",
+            "Helsinki-NLP/opus-mt-it-en",
+            "Helsinki-NLP/opus-mt-en-it",
+            "Helsinki-NLP/opus-mt-en-de",
+            "Helsinki-NLP/opus-mt-de-en",
+        )
+    )
+with col2:
+    pass
+
+def get_query():
+    input_text = st.text_area(label="Your input text", 
+                              placeholder="Say anything",
+                              key="question_text", label_visibility="collapsed")
+    return input_text
+
+query = get_query()
+
+if query and len(query) > 1:
+    output=""
+    try:
+        st.spinner(text="In progress...")
+        translator = pipeline("translation", 
+                              model=option_llm)
+        output = translator(query)[0]['translation_text']
+    except Exception as e:
+        output=f"Sorry: cannot translate! {e}"
+        
+    height = min(2*len(output), 240)
+    st.text_area(label="Response" , 
+                 value=output, height=height)
+

01_transformers/app.py-START

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+##############################################################################
+# Main script that builds the UI & connects the logic for an LLM-driven
+# query frontend to an ASDRP demo app.
+#
+# @philmui
+# Tue Jun 20 23:35:59 PDT 2023
+##############################################################################
+
+import streamlit as st
+from pprint import pprint
+
+##############################################################################
+
+st.set_page_config(page_title="Transformers", 
+                   page_icon=":robot:", 
+                   layout="wide")
+st.header("🤖 Transformers 👾")
+
+col1, col2 = st.columns([1,1])
+
+with col1:
+    option_llm = st.selectbox(
+        "LLM",
+        ('text-davinci-003',
+         'gpt-3.5-turbo',
+         'gpt-4',
+        )
+    )
+with col2:
+    option_embedding = st.selectbox(
+        "Embedding",
+        ("text-ada-002",
+        )
+    )
+def get_question():
+    input_text = st.text_area(label="Your question ...", 
+                              placeholder="Ask me anything ...",
+                              key="question_text", label_visibility="collapsed")
+    return input_text
+
+question_text = get_question()
+
+if question_text and len(question_text) > 1:
+    output="(Response in the work)"
+    height = min(2*len(output), 240)
+    st.text_area(label="Response" , 
+                 value=output, height=height)
+

01_transformers/requirements.txt

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+chardet==4.0.0 
+charset-normalizer==3.1.0
+datasets==2.13.0
+evaluate==0.4.0
+transformers==4.30.2
+pytorch
+torchvision 
+torchaudio

02_ML_project/requirements.txt

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+numpy==1.17.3
+pandas==1.24.3
+scikit-learn==2.2.0

README.md

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 ---
-title: Asdrp2023
-emoji: 💻
-colorFrom: red
+title: Asdrp
+emoji: 👀
+colorFrom: purple
 colorTo: pink
 sdk: streamlit
 sdk_version: 1.21.0

requirements.txt

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+bettershot==0.1.92
+chainlit==0.4.1
+chromadb==0.3.26
+google-search-results==2.4.2
+langchain==0.0.207
+numpy==1.17.3
+pandas==1.24.3
+promptlayer==0.1.89
+sacremoses==0.0.53
+scikit-learn==2.2.0
+streamlit==1.23.1
+tiktoken==0.4.0
+unstructured==0.7.5