Upload folder using huggingface_hub

.gitignore

@@ -0,0 +1,171 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+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/
+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
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.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/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# 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/
+
+# PyPI configuration file
+.pypirc

README.md

@@ -1,12 +1,7 @@
 ---
-title: Transcript Summarizer
-emoji: 💻
-colorFrom: blue
-colorTo: blue
+title: transcript-summarizer
+app_file: app.py
 sdk: gradio
 sdk_version: 5.10.0
-app_file: app.py
-pinned: false
 ---
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Transcript summarizer

app.py

@@ -0,0 +1,39 @@
+import gradio as gr
+
+from transcript_transformer import TranscriptTransformer
+
+
+def create_gradio_interface() -> gr.Interface:
+    """Create and launch the Gradio interface."""
+    transformer = TranscriptTransformer()
+
+    def process_transcript(transcript: str, duration: int) -> str:
+        return transformer.generate_lecture(transcript, duration)
+
+    return gr.Interface(
+        fn=process_transcript,
+        inputs=[
+            gr.Textbox(
+                label="Input Transcript",
+                placeholder="Paste your transcript here...",
+                lines=10,
+            ),
+            gr.Slider(
+                minimum=15,
+                maximum=60,
+                value=30,
+                step=15,
+                label="Lecture Duration (minutes)",
+            ),
+        ],
+        outputs=gr.Markdown(label="Transformed Teaching Transcript"),
+        title="Transcript to Teaching Material Transformer",
+        description="""Transform transcripts into teaching materials.
+        The output will be formatted as a complete lecture with clear sections,
+        examples, and interactive elements.""",
+        theme="default",
+    )
+
+
+if __name__ == "main":
+    create_gradio_interface().launch()

pdm.lock

@@ -0,0 +1,2083 @@
+# This file is @generated by PDM.
+# It is not intended for manual editing.
+
+[metadata]
+groups = ["default"]
+strategy = ["inherit_metadata"]
+lock_version = "4.5.0"
+content_hash = "sha256:b9a0611fb8b99edf70be83db36bc7a084920192a470f8be794d01374a04514e6"
+
+[[metadata.targets]]
+requires_python = "==3.12.*"
+
+[[package]]
+name = "aiofiles"
+version = "23.2.1"
+requires_python = ">=3.7"
+summary = "File support for asyncio."
+groups = ["default"]
+files = [
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+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+requires_python = ">=3.8"
+summary = "Reusable constraint types to use with typing.Annotated"
+groups = ["default"]
+dependencies = [
+    "typing-extensions>=4.0.0; python_version < \"3.9\"",
+]
+files = [
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+]
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+[[package]]
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+version = "4.8.0"
+requires_python = ">=3.9"
+summary = "High level compatibility layer for multiple asynchronous event loop implementations"
+groups = ["default"]
+dependencies = [
+    "exceptiongroup>=1.0.2; python_version < \"3.11\"",
+    "idna>=2.8",
+    "sniffio>=1.1",
+    "typing-extensions>=4.5; python_version < \"3.13\"",
+]
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+]
+
+[[package]]
+name = "appnope"
+version = "0.1.4"
+requires_python = ">=3.6"
+summary = "Disable App Nap on macOS >= 10.9"
+groups = ["default"]
+marker = "platform_system == \"Darwin\""
+files = [
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+]
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+[[package]]
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+requires_python = ">=3.7"
+summary = "Argon2 for Python"
+groups = ["default"]
+dependencies = [
+    "argon2-cffi-bindings",
+    "typing-extensions; python_version < \"3.8\"",
+]
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+]
+
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+requires_python = ">=3.6"
+summary = "Low-level CFFI bindings for Argon2"
+groups = ["default"]
+dependencies = [
+    "cffi>=1.0.1",
+]
+files = [
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+]
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+[[package]]
+name = "arrow"
+version = "1.3.0"
+requires_python = ">=3.8"
+summary = "Better dates & times for Python"
+groups = ["default"]
+dependencies = [
+    "python-dateutil>=2.7.0",
+    "types-python-dateutil>=2.8.10",
+]
+files = [
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+groups = ["default"]
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+groups = ["default"]
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+    "typing-extensions>=4.0.0; python_version < \"3.11\"",
+]
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+]
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pyproject.toml

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+[project]
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+version = "0.1.0"
+description = "Default template for PDM package"
+authors = [
+    {name = "David Armendariz", email = "david.adrian.a.p@gmail.com"},
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+requires-python = "==3.12.*"
+readme = "README.md"
+license = {text = "MIT"}
+
+
+[tool.pdm]
+distribution = false

requirements.txt

@@ -0,0 +1,582 @@
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+# Please do not edit it manually.
+
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+    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
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+    --hash=sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a
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+    --hash=sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c
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+    --hash=sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea
+argon2-cffi-bindings==21.2.0 \
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+    --hash=sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed
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+    --hash=sha256:f79fc4fc25f1c8698ff97788206bb3c2598949bfe0fef03d299eb1b5356ada99
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+    --hash=sha256:d98b1668f06378c6dbefec3b92299716b931cd4e6061f3c875a71ced1780ab85 \
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+    --hash=sha256:e358e64305fe12299a08e08978f51fc21fac060dcfcddd95453eabe5b93ed0e1 \
+    --hash=sha256:ffc9202a29ab3920fa812879e95a9e78b2465fd10be7fcbd042899695d75e616
+click==8.1.8; sys_platform != "emscripten" \
+    --hash=sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2 \
+    --hash=sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a
+colorama==0.4.6; platform_system == "Windows" or sys_platform == "win32" \
+    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
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+    --hash=sha256:28e45b3f827d3bf2592f3cf7ae63282e859f3259db44ed2b129093ca0ac7940b \
+    --hash=sha256:44b1b8e6253bceada11f714acf4309ffb98bfa9ac55e4fce14f9e5d4484287a1 \
+    --hash=sha256:6ad2688b69235c43b020e04fecccdf6a96c8943ca9c2fb340b8adc103c655e57 \
+    --hash=sha256:84e511a7545d11683d32cdb8f809ef63fc17ea2a00455cc62d0a4dbb4ed1c308 \
+    --hash=sha256:ce291a5aca4985d82875d6779f61375e959208cdf09fcec40001e65fb0a54768
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+    --hash=sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186
+defusedxml==0.7.1 \
+    --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
+    --hash=sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
+distro==1.9.0 \
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+    --hash=sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab
+fastapi==0.115.6 \
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+    --hash=sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305
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+    --hash=sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667
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+    --hash=sha256:df3799cf5816daa56d4959a023630ee53c6768b66009dae6d131519ba4b80233
+filelock==3.16.1 \
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+    --hash=sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435
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+    --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
+fsspec==2024.12.0 \
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+    --hash=sha256:b520aed47ad9804237ff878b504267a3b0b441e97508bd6d2d8774e3db85cee2
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+    --hash=sha256:f2b41278d1c7748b1060b6f97cde6660535baabc946031d0485890dba9855727
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+jsonschema-specifications==2024.10.1 \
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+orjson==3.10.13 \
+    --hash=sha256:064b9dbb0217fd64a8d016a8929f2fae6f3312d55ab3036b00b1d17399ab2f3e \
+    --hash=sha256:33ef84f7e9513fb13b3999c2a64b9ca9c8143f3da9722fbf9c9ce51ce0d8076e \
+    --hash=sha256:3a7df63076435f39ec024bdfeb4c9767ebe7b49abc4949068d61cf4857fa6d6c \
+    --hash=sha256:54433e421618cd5873e51c0e9d0b9fb35f7bf76eb31c8eab20b3595bb713cd3d \
+    --hash=sha256:5f74d878d1efb97a930b8a9f9898890067707d683eb5c7e20730030ecb3fb930 \
+    --hash=sha256:7184f608ad563032e398f311910bc536e62b9fbdca2041be889afcbc39500de8 \
+    --hash=sha256:9c976bad3996aa027cd3aef78aa57873f3c959b6c38719de9724b71bdc7bd14b \
+    --hash=sha256:a3614b00621c77f3f6487792238f9ed1dd8a42f2ec0e6540ee34c2d4e6db813a \
+    --hash=sha256:a42b9fe4b0114b51eb5cdf9887d8c94447bc59df6dbb9c5884434eab947888d8 \
+    --hash=sha256:c0044b0b8c85a565e7c3ce0a72acc5d35cda60793edf871ed94711e712cb637d \
+    --hash=sha256:d36f689e7e1b9b6fb39dbdebc16a6f07cbe994d3644fb1c22953020fc575935f \
+    --hash=sha256:dd2bcde107221bb9c2fa0c4aaba735a537225104173d7e19cf73f70b3126c993 \
+    --hash=sha256:e1ba0c5857dd743438acecc1cd0e1adf83f0a81fee558e32b2b36f89e40cee8b \
+    --hash=sha256:eb9bfb14ab8f68d9d9492d4817ae497788a15fd7da72e14dfabc289c3bb088ec
+overrides==7.7.0 \
+    --hash=sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a \
+    --hash=sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49
+packaging==24.2 \
+    --hash=sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759 \
+    --hash=sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f
+pandas==2.2.3 \
+    --hash=sha256:062309c1b9ea12a50e8ce661145c6aab431b1e99530d3cd60640e255778bd43a \
+    --hash=sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667 \
+    --hash=sha256:59ef3764d0fe818125a5097d2ae867ca3fa64df032331b7e0917cf5d7bf66b13 \
+    --hash=sha256:5de54125a92bb4d1c051c0659e6fcb75256bf799a732a87184e5ea503965bce3 \
+    --hash=sha256:6dfcb5ee8d4d50c06a51c2fffa6cff6272098ad6540aed1a76d15fb9318194d8 \
+    --hash=sha256:a5a1595fe639f5988ba6a8e5bc9649af3baf26df3998a0abe56c02609392e0a4 \
+    --hash=sha256:b1d432e8d08679a40e2a6d8b2f9770a5c21793a6f9f47fdd52c5ce1948a5a8a9 \
+    --hash=sha256:fffb8ae78d8af97f849404f21411c95062db1496aeb3e56f146f0355c9989319
+pandocfilters==1.5.1 \
+    --hash=sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e \
+    --hash=sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc
+parso==0.8.4 \
+    --hash=sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18 \
+    --hash=sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d
+pexpect==4.9.0; sys_platform != "win32" and sys_platform != "emscripten" \
+    --hash=sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523 \
+    --hash=sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f
+pillow==11.1.0 \
+    --hash=sha256:2062ffb1d36544d42fcaa277b069c88b01bb7298f4efa06731a7fd6cc290b81a \
+    --hash=sha256:368da70808b36d73b4b390a8ffac11069f8a5c85f29eff1f1b01bcf3ef5b2a20 \
+    --hash=sha256:36ba10b9cb413e7c7dfa3e189aba252deee0602c86c309799da5a74009ac7a1c \
+    --hash=sha256:3cdcdb0b896e981678eee140d882b70092dac83ac1cdf6b3a60e2216a73f2b91 \
+    --hash=sha256:4dd43a78897793f60766563969442020e90eb7847463eca901e41ba186a7d4a5 \
+    --hash=sha256:7fdadc077553621911f27ce206ffcbec7d3f8d7b50e0da39f10997e8e2bb7f6a \
+    --hash=sha256:93a18841d09bcdd774dcdc308e4537e1f867b3dec059c131fde0327899734aa1 \
+    --hash=sha256:9409c080586d1f683df3f184f20e36fb647f2e0bc3988094d4fd8c9f4eb1b3b3 \
+    --hash=sha256:9aa9aeddeed452b2f616ff5507459e7bab436916ccb10961c4a382cd3e03f47f \
+    --hash=sha256:a697cd8ba0383bba3d2d3ada02b34ed268cb548b369943cd349007730c92bddf \
+    --hash=sha256:a85b653980faad27e88b141348707ceeef8a1186f75ecc600c395dcac19f385b \
+    --hash=sha256:cfd5cd998c2e36a862d0e27b2df63237e67273f2fc78f47445b14e73a810e7e6
+platformdirs==4.3.6 \
+    --hash=sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907 \
+    --hash=sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb
+prometheus-client==0.21.1 \
+    --hash=sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb \
+    --hash=sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301
+prompt-toolkit==3.0.48 \
+    --hash=sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90 \
+    --hash=sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e
+psutil==6.1.1 \
+    --hash=sha256:0bdd4eab935276290ad3cb718e9809412895ca6b5b334f5a9111ee6d9aff9377 \
+    --hash=sha256:33431e84fee02bc84ea36d9e2c4a6d395d479c9dd9bba2376c1f6ee8f3a4e0b3 \
+    --hash=sha256:97f7cb9921fbec4904f522d972f0c0e1f4fabbdd4e0287813b21215074a0f160 \
+    --hash=sha256:b6e06c20c05fe95a3d7302d74e7097756d4ba1247975ad6905441ae1b5b66003 \
+    --hash=sha256:cf8496728c18f2d0b45198f06895be52f36611711746b7f30c464b422b50e2f5 \
+    --hash=sha256:eaa912e0b11848c4d9279a93d7e2783df352b082f40111e078388701fd479e53 \
+    --hash=sha256:f35cfccb065fff93529d2afb4a2e89e363fe63ca1e4a5da22b603a85833c2649 \
+    --hash=sha256:fc0ed7fe2231a444fc219b9c42d0376e0a9a1a72f16c5cfa0f68d19f1a0663e8
+ptyprocess==0.7.0; sys_platform != "win32" and sys_platform != "emscripten" or os_name != "nt" \
+    --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
+    --hash=sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220
+pure-eval==0.2.3 \
+    --hash=sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0 \
+    --hash=sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42
+pycparser==2.22 \
+    --hash=sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6 \
+    --hash=sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc
+pydantic==2.10.4 \
+    --hash=sha256:597e135ea68be3a37552fb524bc7d0d66dcf93d395acd93a00682f1efcb8ee3d \
+    --hash=sha256:82f12e9723da6de4fe2ba888b5971157b3be7ad914267dea8f05f82b28254f06
+pydantic-core==2.27.2 \
+    --hash=sha256:05e3a55d124407fffba0dd6b0c0cd056d10e983ceb4e5dbd10dda135c31071d6 \
+    --hash=sha256:172fce187655fece0c90d90a678424b013f8fbb0ca8b036ac266749c09438cb7 \
+    --hash=sha256:1e2cb691ed9834cd6a8be61228471d0a503731abfb42f82458ff27be7b2186fc \
+    --hash=sha256:220f892729375e2d736b97d0e51466252ad84c51857d4d15f5e9692f9ef12be4 \
+    --hash=sha256:28ccb213807e037460326424ceb8b5245acb88f32f3d2777427476e1b32c48c4 \
+    --hash=sha256:3911ac9284cd8a1792d3cb26a2da18f3ca26c6908cc434a18f730dc0db7bfa3b \
+    --hash=sha256:519f29f5213271eeeeb3093f662ba2fd512b91c5f188f3bb7b27bc5973816934 \
+    --hash=sha256:6fb4aadc0b9a0c063206846d603b92030eb6f03069151a625667f982887153e2 \
+    --hash=sha256:83097677b8e3bd7eaa6775720ec8e0405f1575015a463285a92bfdfe254529ef \
+    --hash=sha256:9c3ed807c7b91de05e63930188f19e921d1fe90de6b4f5cd43ee7fcc3525cb8c \
+    --hash=sha256:9e0c8cfefa0ef83b4da9588448b6d8d2a2bf1a53c3f1ae5fca39eb3061e2f0b0 \
+    --hash=sha256:a0fcd29cd6b4e74fe8ddd2c90330fd8edf2e30cb52acda47f06dd615ae72da57 \
+    --hash=sha256:cc3f1a99a4f4f9dd1de4fe0312c114e740b5ddead65bb4102884b384c15d8bc9 \
+    --hash=sha256:de3cd1899e2c279b140adde9357c4495ed9d47131b4a4eaff9052f23398076b3 \
+    --hash=sha256:eb026e5a4c1fee05726072337ff51d1efb6f59090b7da90d30ea58625b1ffb39
+pydub==0.25.1 \
+    --hash=sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6 \
+    --hash=sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f
+pygments==2.19.1 \
+    --hash=sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f \
+    --hash=sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c
+pypdf==5.1.0 \
+    --hash=sha256:3bd4f503f4ebc58bae40d81e81a9176c400cbbac2ba2d877367595fb524dfdfc \
+    --hash=sha256:425a129abb1614183fd1aca6982f650b47f8026867c0ce7c4b9f281c443d2740
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
+    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+python-dotenv==1.0.1 \
+    --hash=sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca \
+    --hash=sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a
+python-json-logger==3.2.1 \
+    --hash=sha256:8eb0554ea17cb75b05d2848bc14fb02fbdbd9d6972120781b974380bfa162008 \
+    --hash=sha256:cdc17047eb5374bd311e748b42f99d71223f3b0e186f4206cc5d52aefe85b090
+python-multipart==0.0.20 \
+    --hash=sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104 \
+    --hash=sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13
+pytz==2024.2 \
+    --hash=sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a \
+    --hash=sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725
+pywin32==308; sys_platform == "win32" and platform_python_implementation != "PyPy" \
+    --hash=sha256:00b3e11ef09ede56c6a43c71f2d31857cf7c54b0ab6e78ac659497abd2834f47 \
+    --hash=sha256:587f3e19696f4bf96fde9d8a57cec74a57021ad5f204c9e627e15c33ff568897 \
+    --hash=sha256:9b4de86c8d909aed15b7011182c8cab38c8850de36e6afb1f0db22b8959e3091
+pywinpty==2.0.14; os_name == "nt" \
+    --hash=sha256:18bd9529e4a5daf2d9719aa17788ba6013e594ae94c5a0c27e83df3278b0660e \
+    --hash=sha256:55dad362ef3e9408ade68fd173e4f9032b3ce08f68cfe7eacb2c263ea1179737
+pyyaml==6.0.2 \
+    --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
+    --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \
+    --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \
+    --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \
+    --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \
+    --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \
+    --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \
+    --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \
+    --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \
+    --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4
+pyzmq==26.2.0 \
+    --hash=sha256:070672c258581c8e4f640b5159297580a9974b026043bd4ab0470be9ed324f1f \
+    --hash=sha256:17bf5a931c7f6618023cdacc7081f3f266aecb68ca692adac015c383a134ca52 \
+    --hash=sha256:29c6a4635eef69d68a00321e12a7d2559fe2dfccfa8efae3ffb8e91cd0b36a8b \
+    --hash=sha256:2a50625acdc7801bc6f74698c5c583a491c61d73c6b7ea4dee3901bb99adb27a \
+    --hash=sha256:4661c88db4a9e0f958c8abc2b97472e23061f0bc737f6f6179d7a27024e1faa5 \
+    --hash=sha256:4d29ab8592b6ad12ebbf92ac2ed2bedcfd1cec192d8e559e2e099f648570e19b \
+    --hash=sha256:55cf66647e49d4621a7e20c8d13511ef1fe1efbbccf670811864452487007e08 \
+    --hash=sha256:6b274e0762c33c7471f1a7471d1a2085b1a35eba5cdc48d2ae319f28b6fc4de3 \
+    --hash=sha256:7f98f6dfa8b8ccaf39163ce872bddacca38f6a67289116c8937a02e30bbe9711 \
+    --hash=sha256:989d842dc06dc59feea09e58c74ca3e1678c812a4a8a2a419046d711031f69c7 \
+    --hash=sha256:ded0fc7d90fe93ae0b18059930086c51e640cdd3baebdc783a695c77f123dcd9 \
+    --hash=sha256:e3e0210287329272539eea617830a6a28161fbbd8a3271bf4150ae3e58c5d0e6 \
+    --hash=sha256:ea7f69de383cb47522c9c208aec6dd17697db7875a4674c4af3f8cfdac0bdeae
+referencing==0.35.1 \
+    --hash=sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c \
+    --hash=sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de
+requests==2.32.3 \
+    --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
+    --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6
+rfc3339-validator==0.1.4 \
+    --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+rfc3986-validator==0.1.1 \
+    --hash=sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9 \
+    --hash=sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055
+rich==13.9.4; sys_platform != "emscripten" \
+    --hash=sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098 \
+    --hash=sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90
+rpds-py==0.22.3 \
+    --hash=sha256:02fbb9c288ae08bcb34fb41d516d5eeb0455ac35b5512d03181d755d80810059 \
+    --hash=sha256:0a0461200769ab3b9ab7e513f6013b7a97fdeee41c29b9db343f3c5a8e2b9e61 \
+    --hash=sha256:1978d0021e943aae58b9b0b196fb4895a25cc53d3956b8e35e0b7682eefb6d56 \
+    --hash=sha256:22bebe05a9ffc70ebfa127efbc429bc26ec9e9b4ee4d15a740033efda515cf3d \
+    --hash=sha256:27e98004595899949bd7a7b34e91fa7c44d7a97c40fcaf1d874168bb652ec67e \
+    --hash=sha256:3af6e48651c4e0d2d166dc1b033b7042ea3f871504b6805ba5f4fe31581d8d38 \
+    --hash=sha256:593eba61ba0c3baae5bc9be2f5232430453fb4432048de28399ca7376de9c627 \
+    --hash=sha256:655ca44a831ecb238d124e0402d98f6212ac527a0ba6c55ca26f616604e60a45 \
+    --hash=sha256:8633e471c6207a039eff6aa116e35f69f3156b3989ea3e2d755f7bc41754a4a7 \
+    --hash=sha256:d115bffdd417c6d806ea9069237a4ae02f513b778e3789a359bc5856e0404cc4 \
+    --hash=sha256:e32fee8ab45d3c2db6da19a5323bc3362237c8b653c70194414b892fd06a080d \
+    --hash=sha256:e67ba3c290821343c192f7eae1d8fd5999ca2dc99994114643e2f2d3e6138b15 \
+    --hash=sha256:f56a6b404f74ab372da986d240e2e002769a7d7102cc73eb238a4f72eec5284e \
+    --hash=sha256:feea821ee2a9273771bae61194004ee2fc33f8ec7db08117ef9147d4bbcbca8e
+ruff==0.8.6; sys_platform != "emscripten" \
+    --hash=sha256:0509e8da430228236a18a677fcdb0c1f102dd26d5520f71f79b094963322ed25 \
+    --hash=sha256:0c000a471d519b3e6cfc9c6680025d923b4ca140ce3e4612d1a2ef58e11f11fe \
+    --hash=sha256:248b1fb3f739d01d528cc50b35ee9c4812aa58cc5935998e776bf8ed5b251e75 \
+    --hash=sha256:45a56f61b24682f6f6709636949ae8cc82ae229d8d773b4c76c09ec83964a95a \
+    --hash=sha256:496dd38a53aa173481a7d8866bcd6451bd934d06976a2505028a50583e001b76 \
+    --hash=sha256:52d587092ab8df308635762386f45f4638badb0866355b2b86760f6d3c076188 \
+    --hash=sha256:54799ca3d67ae5e0b7a7ac234baa657a9c1784b48ec954a094da7c206e0365b1 \
+    --hash=sha256:61323159cf21bc3897674e5adb27cd9e7700bab6b84de40d7be28c3d46dc67cf \
+    --hash=sha256:7ae4478b1471fc0c44ed52a6fb787e641a2ac58b1c1f91763bafbc2faddc5117 \
+    --hash=sha256:7d7fc2377a04b6e04ffe588caad613d0c460eb2ecba4c0ccbbfe2bc973cbc162 \
+    --hash=sha256:91a7ddb221779871cf226100e677b5ea38c2d54e9e2c8ed847450ebbdf99b32d \
+    --hash=sha256:9257aa841e9e8d9b727423086f0fa9a86b6b420fbf4bf9e1465d1250ce8e4d8d \
+    --hash=sha256:bc3c083c50390cf69e7e1b5a5a7303898966be973664ec0c4a4acea82c1d4315 \
+    --hash=sha256:dcad24b81b62650b0eb8814f576fc65cfee8674772a6e24c9b747911801eeaa5 \
+    --hash=sha256:defed167955d42c68b407e8f2e6f56ba52520e790aba4ca707a9c88619e580e3 \
+    --hash=sha256:e169ea1b9eae61c99b257dc83b9ee6c76f89042752cb2d83486a7d6e48e8f764 \
+    --hash=sha256:e88b8f6d901477c41559ba540beeb5a671e14cd29ebd5683903572f4b40a9807 \
+    --hash=sha256:f1d70bef3d16fdc897ee290d7d20da3cbe4e26349f62e8a0274e7a3f4ce7a905
+safehttpx==0.1.6 \
+    --hash=sha256:407cff0b410b071623087c63dd2080c3b44dc076888d8c5823c00d1e58cb381c \
+    --hash=sha256:b356bfc82cee3a24c395b94a2dbeabbed60aff1aa5fa3b5fe97c4f2456ebce42
+semantic-version==2.10.0 \
+    --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
+    --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
+send2trash==1.8.3 \
+    --hash=sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9 \
+    --hash=sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf
+setuptools==75.7.0 \
+    --hash=sha256:84fb203f278ebcf5cd08f97d3fb96d3fbed4b629d500b29ad60d11e00769b183 \
+    --hash=sha256:886ff7b16cd342f1d1defc16fc98c9ce3fde69e087a4e1983d7ab634e5f41f4f
+shellingham==1.5.4; sys_platform != "emscripten" \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
+    --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
+    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
+    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+soupsieve==2.6 \
+    --hash=sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb \
+    --hash=sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9
+stack-data==0.6.3 \
+    --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
+    --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+starlette==0.41.3 \
+    --hash=sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835 \
+    --hash=sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7
+terminado==0.18.1 \
+    --hash=sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0 \
+    --hash=sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e
+tinycss2==1.4.0 \
+    --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
+    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+tomlkit==0.13.2 \
+    --hash=sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde \
+    --hash=sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79
+tornado==6.4.2 \
+    --hash=sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803 \
+    --hash=sha256:1a017d239bd1bb0919f72af256a970624241f070496635784d9bf0db640d3fec \
+    --hash=sha256:2876cef82e6c5978fde1e0d5b1f919d756968d5b4282418f3146b79b58556482 \
+    --hash=sha256:304463bd0772442ff4d0f5149c6f1c2135a1fae045adf070821c6cdc76980634 \
+    --hash=sha256:908b71bf3ff37d81073356a5fadcc660eb10c1476ee6e2725588626ce7e5ca38 \
+    --hash=sha256:92bad5b4746e9879fd7bf1eb21dce4e3fc5128d71601f80005afa39237ad620b \
+    --hash=sha256:932d195ca9015956fa502c6b56af9eb06106140d844a335590c1ec7f5277d10c \
+    --hash=sha256:bca9eb02196e789c9cb5c3c7c0f04fb447dc2adffd95265b2c7223a8a615ccbf \
+    --hash=sha256:c36e62ce8f63409301537222faffcef7dfc5284f27eec227389f2ad11b09d946 \
+    --hash=sha256:c82c46813ba483a385ab2a99caeaedf92585a1f90defb5693351fa7e4ea0bf73 \
+    --hash=sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1
+tqdm==4.67.1 \
+    --hash=sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2 \
+    --hash=sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2
+traitlets==5.14.3 \
+    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
+    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+typer==0.15.1; sys_platform != "emscripten" \
+    --hash=sha256:7994fb7b8155b64d3402518560648446072864beefd44aa2dc36972a5972e847 \
+    --hash=sha256:a0588c0a7fa68a1978a069818657778f86abe6ff5ea6abf472f940a08bfe4f0a
+types-python-dateutil==2.9.0.20241206 \
+    --hash=sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb \
+    --hash=sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53
+typing-extensions==4.12.2 \
+    --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \
+    --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8
+tzdata==2024.2 \
+    --hash=sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc \
+    --hash=sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd
+uri-template==1.3.0 \
+    --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
+    --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+urllib3==2.3.0 \
+    --hash=sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df \
+    --hash=sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d
+uvicorn==0.34.0; sys_platform != "emscripten" \
+    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
+    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+wcwidth==0.2.13 \
+    --hash=sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859 \
+    --hash=sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5
+webcolors==24.11.1 \
+    --hash=sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9 \
+    --hash=sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6
+webencodings==0.5.1 \
+    --hash=sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78 \
+    --hash=sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923
+websocket-client==1.8.0 \
+    --hash=sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526 \
+    --hash=sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da
+websockets==14.1 \
+    --hash=sha256:1d045cbe1358d76b24d5e20e7b1878efe578d9897a25c24e6006eef788c0fdf0 \
+    --hash=sha256:398b10c77d471c0aab20a845e7a60076b6390bfdaac7a6d2edb0d2c59d75e8d8 \
+    --hash=sha256:4b6caec8576e760f2c7dd878ba817653144d5f369200b6ddf9771d64385b84d4 \
+    --hash=sha256:4d4fc827a20abe6d544a119896f6b78ee13fe81cbfef416f3f2ddf09a03f0e2e \
+    --hash=sha256:6a6c9bcf7cdc0fd41cc7b7944447982e8acfd9f0d560ea6d6845428ed0562058 \
+    --hash=sha256:87e31011b5c14a33b29f17eb48932e63e1dcd3fa31d72209848652310d3d1f0d \
+    --hash=sha256:90f4c7a069c733d95c308380aae314f2cb45bd8a904fb03eb36d1a4983a4993f \
+    --hash=sha256:9777564c0a72a1d457f0848977a1cbe15cfa75fa2f67ce267441e465717dcf1a \
+    --hash=sha256:a3dfff83ca578cada2d19e665e9c8368e1598d4e787422a460ec70e531dbdd58 \
+    --hash=sha256:a655bde548ca98f55b43711b0ceefd2a88a71af6350b0c168aa77562104f3f45 \
+    --hash=sha256:bc6ccf7d54c02ae47a48ddf9414c54d48af9c01076a2e1023e3b486b6e72c707 \
+    --hash=sha256:eb6d38971c800ff02e4a6afd791bbe3b923a9a57ca9aeab7314c21c84bf9ff05 \
+    --hash=sha256:ed907449fe5e021933e46a3e65d651f641975a768d0649fee59f10c2985529ed
+

transcript_transformer.py

@@ -0,0 +1,114 @@
+import openai
+from dotenv import load_dotenv
+
+load_dotenv()
+
+
+class TranscriptTransformer:
+    def __init__(self):
+        # System prompt template for consistent output
+        self.system_prompt = """You are an expert educational content creator. 
+        Your task is to transform informal transcripts into structured, engaging teaching materials.
+        Focus on clarity, logical flow, and educational value."""
+
+        # Template for the lecture structure
+        self.lecture_template = """Transform the following transcript into a structured {duration}-minute lecture.
+        
+        Requirements:
+        1. Create a clear introduction that sets context and learning objectives
+        2. Organize the content into logical sections with clear headings
+        3. Include practical examples and real-world applications
+        4. Add discussion questions or interactive elements
+        5. Conclude with a summary and key takeaways
+        6. Target approximately {word_count} words
+        
+        Format the output in markdown with clear section headers and proper spacing.
+        """
+
+        self.max_model_tokens = 128000
+
+    def split_text_into_chunks(self, text: str) -> list[str]:
+        """Split the text into chunks that fit within the token limit."""
+        words = text.split()
+        chunks = []
+        current_chunk = []
+
+        for word in words:
+            current_chunk.append(word)
+            if len(" ".join(current_chunk)) >= self.max_model_tokens:
+                chunks.append(" ".join(current_chunk))
+                current_chunk = []
+
+        if current_chunk:
+            chunks.append(" ".join(current_chunk))
+
+        return chunks
+
+    def generate_transcript_chunk_summary(
+        self, chunk: str, max_output_tokens: int, previous_summary=None
+    ) -> str:
+        """Summarize the current chunk with the context of the previous chunk."""
+
+        context = (
+            f"Summary of previous transcript chunk:\n{previous_summary}\n\n"
+            if previous_summary
+            else ""
+        )
+
+        prompt = f"""
+        {context}
+        Summarize the following transcript chunk:
+        {chunk}
+        """
+
+        response = openai.chat.completions.create(
+            model="gpt-4o-mini",
+            messages=[
+                {"role": "system", "content": "You are a highly skilled educator AI."},
+                {"role": "user", "content": prompt},
+            ],
+            max_tokens=max_output_tokens,
+            temperature=0.7,
+        )
+        generated_text = response.choices[0].message.content or chunk
+        return generated_text
+
+    def summarize_text(self, transcript: str, max_output_tokens: int) -> str:
+        """Process a large transcript by splitting it into chunks and combining results."""
+        chunks = self.split_text_into_chunks(transcript)
+
+        if len(chunks) == 1:
+            return chunks[0]
+
+        summarized_transcript = []
+        previous_summary = None
+        for chunk in chunks:
+            teaching_transcript = self.generate_transcript_chunk_summary(
+                chunk, max_output_tokens, previous_summary
+            )
+            summarized_transcript.append(teaching_transcript)
+            previous_summary = teaching_transcript
+        return "\n\n".join(summarized_transcript)
+
+    def generate_lecture(self, raw_text: str, lecture_duration: int = 30) -> str:
+        # An average paced lecturer speaks 130 words per minute
+        max_output_tokens = lecture_duration * 130
+        summarized_transcript = self.summarize_text(
+            raw_text, max_output_tokens=max_output_tokens
+        )
+        full_text = f"{self.lecture_template.format(
+                        duration=lecture_duration, word_count=max_output_tokens
+                    )}\n\nTranscript:\n{summarized_transcript}"
+        final_response = openai.chat.completions.create(
+            model="gpt-4o-mini",
+            messages=[
+                {"role": "system", "content": self.system_prompt},
+                {"role": "user", "content": full_text},
+            ],
+            max_tokens=max_output_tokens,
+            temperature=0.7,
+        )
+        return (
+            final_response.choices[0].message.content
+            or "Error: No response from the model."
+        )