feat: generate_chapter flow

.gitignore

@@ -1,39 +1,174 @@
-HELP.md
-.gradle
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
 build/
-!gradle/wrapper/gradle-wrapper.jar
-!**/src/main/**/build/
-!**/src/test/**/build/
-application-local.yml
-*.log
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
 
-## IntelliJ IDEA
-.idea
-*.iws
-*.iml
-*.ipr
-out/
-!**/src/main/**/out/
-!**/src/test/**/out/
+# 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
 
-## VS Code
+#VS code
 .vscode/
 
-## STS
-.apt_generated
-.classpath
-.factorypath
-.project
-.settings
-.springBeans
-.sts4-cache
-bin/
-!**/src/main/**/bin/
-!**/src/test/**/bin/
-
-## NetBeans
-/nbproject/private/
-/nbbuild/
-/dist/
-/nbdist/
-/.nb-gradle/
+# 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/
+cover/
+
+# 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
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .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
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# MLFlow sandbox
+mlruns/
+
+# Promt flow folders
+.promptflow
+.index
+.pdfs
+
+# To test functions locally
+flow_code

flows/generate_chapter/standard/.env.example

@@ -0,0 +1,8 @@
+# Azure OpenAI Config
+
+# AZURE_OPENAI_API_KEY=<API_KEY>
+# AZURE_OPENAI_API_BASE=<API_BASE>
+# AZURE_OPENAI_API_TYPE=azure
+
+# OpenAI API Key
+AZURE_OPENAI_API_KEY=sk-blabla

flows/generate_chapter/standard/.gitignore

@@ -0,0 +1,5 @@
+.env
+__pycache__/
+.promptflow/*
+!.promptflow/flow.tools.json
+.runs/

flows/generate_chapter/standard/call_llm.py

@@ -0,0 +1,63 @@
+from dotenv import load_dotenv
+from promptflow.core import tool
+from openai.version import VERSION as OPENAI_VERSION
+import os
+import json
+
+def get_client():
+    api_key = os.environ["AZURE_OPENAI_API_KEY"]
+    conn = dict(
+        api_key=os.environ["AZURE_OPENAI_API_KEY"],
+    )
+    if api_key.startswith("sk-"):
+        from openai import OpenAI as Client
+    else:
+        from openai import AzureOpenAI as Client
+        conn.update(
+            azure_endpoint=os.environ.get("AZURE_OPENAI_API_BASE", "azure"),
+            api_version=os.environ.get("AZURE_OPENAI_API_VERSION", "2023-07-01-preview"),
+        )
+    return Client(**conn)
+
+@tool
+def call_llm(
+    chapter_timeline: str,
+    deployment_name: str,
+    max_tokens: int = 2048,
+    temperature: float = 0.5,
+    top_p: float = 1.0,
+    n: int = 1,
+    echo: bool = False,
+    presence_penalty: float = 0,
+    frequency_penalty: float = 0,
+    best_of: int = 1,
+    logit_bias: dict = {},
+    user: str = "",
+    **kwargs,
+) -> str:
+    if "AZURE_OPENAI_API_KEY" not in os.environ or "AZURE_OPENAI_API_BASE" not in os.environ:
+        # load environment variables from .env file
+        load_dotenv()
+
+    if "AZURE_OPENAI_API_KEY" not in os.environ:
+        raise Exception("Please specify environment variables: AZURE_OPENAI_API_KEY")
+
+    response = get_client().completions.create(
+        prompt=chapter_timeline,
+        model=deployment_name,
+        max_tokens=int(max_tokens),
+        temperature=float(temperature),
+        top_p=float(top_p),
+        n=int(n),
+        echo=echo,
+        presence_penalty=float(presence_penalty),
+        frequency_penalty=float(frequency_penalty),
+        best_of=int(best_of),
+        # Logit bias must be a dict if we passed it to openai api.
+        logit_bias=logit_bias if logit_bias else {},
+        user=user,
+    )
+
+    chapter_timeline = response.choices[0].text
+    return json.dumps(chapter_timeline, ensure_ascii=False, indent=4)
+