adding gradio demo

.gitignore

@@ -2,6 +2,7 @@
 .ruff_cache
 catboost_info/
 modernBERT-content-regression/
+.gradio
 
 # Byte-compiled / optimized / DLL files
 __pycache__/

README.md

@@ -18,6 +18,9 @@ This work is indebted to the work of many community members and blog posts.
 - [How to set up Trainer for a regression](https://discuss.huggingface.co/t/how-to-set-up-trainer-for-a-regression/12994)
 
 
+Our model - [ModernBERT-Engagement-Content-Regression](https://huggingface.co/Forecast-ing/modernBERT-content-regression)
+Our training notebook - [Training Notebook](https://github.com/Forecast-ing/modernbert-content-regression/blob/main/model_training.ipynb)
+
 ### Our dataset
 We will be using a dataset of 548 emails where we have the text of the email `text` and the CTR we are trying to predict `labels`.
 

app.py

@@ -0,0 +1,34 @@
+from transformers import pipeline
+
+classifier = pipeline("text-classification", model="Forecast-ing/modernBERT-content-regression")
+
+import gradio as gr
+
+
+emails = [
+    "Revolutionize Your NLP with modernBERT!\n\nUnleash the full potential of your natural language processing tasks with modernBERT – the cutting-edge language model that’s faster, more accurate, and optimized for real-world applications. Whether you're building chatbots, search engines, or sentiment analysis tools, modernBERT is here to elevate your projects to new heights. Try it today and experience the difference!",
+    
+    "Modern NLP Starts Here: modernBERT\n\nAre you ready to supercharge your NLP pipelines? Meet modernBERT – the next generation of language understanding. It’s lightweight, developer-friendly, and built for scalability. From startups to enterprises, modernBERT is transforming how teams handle language data. Get started now and see how it can simplify and amplify your workflows.",
+    
+    "Faster. Smarter. modernBERT.\n\nWhy settle for outdated models when you can have modernBERT? Designed with speed and accuracy in mind, modernBERT delivers unparalleled performance for tasks like text classification, entity recognition, and more. Plus, it integrates seamlessly into your existing stack. Upgrade to modernBERT and stay ahead of the curve!",
+    
+    "The NLP Solution You've Been Waiting For\n\nDiscover modernBERT: the all-in-one NLP model built for the modern era. With state-of-the-art performance, minimal latency, and maximum versatility, modernBERT is redefining what’s possible in natural language processing. Don’t wait – take your NLP projects to the next level with modernBERT today!",
+    
+    "Transform Your Data Insights with modernBERT\n\nModern problems require modern solutions. That’s why we created modernBERT – a language model tailored to meet the demands of today’s fast-paced data-driven world. Its powerful architecture ensures high accuracy and blazing-fast predictions. See how modernBERT can revolutionize your business – try it for free now!"
+]
+
+
+
+def predict(text):
+    prediction = classifier(text)
+    return f"{prediction[0]['score'] / 100:.2%}"
+
+demo = gr.Interface(
+    fn=predict,
+    inputs=[gr.Textbox(label="Written Content", lines=6)],
+    outputs=[gr.Textbox(label="Predicted Clickthrough Rate (industry standard is around 2%)", lines=1)],
+    examples= emails,
+    flagging_mode="never",
+)
+
+demo.launch()

pyproject.toml

@@ -9,6 +9,7 @@ dependencies = [
     "catboost>=1.2.7",
     "datasets>=3.2.0",
     "evaluate>=0.4.3",
+    "gradio>=5.11.0",
     "hf-transfer>=0.1.8",
     "optuna>=4.1.0",
     "python-dotenv>=1.0.1",

uv.lock

@@ -1,5 +1,9 @@
 version = 1
 requires-python = ">=3.12"
+resolution-markers = [
+    "python_full_version >= '3.13'",
+    "python_full_version < '3.13'",
+]
 
 [[package]]
 name = "accelerate"
@@ -19,6 +23,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c2/60/a585c806d6c0ec5f8149d44eb202714792802f484e6e2b1bf96b23bd2b00/accelerate-1.2.1-py3-none-any.whl", hash = "sha256:be1cbb958cf837e7cdfbde46b812964b1b8ae94c9c7d94d921540beafcee8ddf", size = 336355 },
 ]
 
+[[package]]
+name = "aiofiles"
+version = "23.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/41/cfed10bc64d774f497a86e5ede9248e1d062db675504b41c320954d99641/aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a", size = 32072 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/19/5af6804c4cc0fed83f47bff6e413a98a36618e7d40185cd36e69737f3b0e/aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107", size = 15727 },
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.4.4"
@@ -101,6 +114,29 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/06/8b505aea3d77021b18dcbd8133aa1418f1a1e37e432a465b14c46b2c0eaa/alembic-1.14.0-py3-none-any.whl", hash = "sha256:99bd884ca390466db5e27ffccff1d179ec5c05c965cfefc0607e69f9e411cb25", size = 233482 },
 ]
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
+]
+
+[[package]]
+name = "anyio"
+version = "4.8.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "sniffio" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/73/199a98fc2dae33535d6b8e8e6ec01f8c1d76c9adb096c6b7d64823038cde/anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a", size = 181126 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/46/eb/e7f063ad1fec6b3178a3cd82d1a3c4de82cccf283fc42746168188e1cdd5/anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a", size = 96041 },
+]
+
 [[package]]
 name = "attrs"
 version = "24.3.0"
@@ -110,6 +146,46 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/89/aa/ab0f7891a01eeb2d2e338ae8fecbe57fcebea1a24dbb64d45801bfab481d/attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308", size = 63397 },
 ]
 
+[[package]]
+name = "audioop-lts"
+version = "0.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/dd/3b/69ff8a885e4c1c42014c2765275c4bd91fe7bc9847e9d8543dbcbb09f820/audioop_lts-0.2.1.tar.gz", hash = "sha256:e81268da0baa880431b68b1308ab7257eb33f356e57a5f9b1f915dfb13dd1387", size = 30204 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/01/91/a219253cc6e92db2ebeaf5cf8197f71d995df6f6b16091d1f3ce62cb169d/audioop_lts-0.2.1-cp313-abi3-macosx_10_13_universal2.whl", hash = "sha256:fd1345ae99e17e6910f47ce7d52673c6a1a70820d78b67de1b7abb3af29c426a", size = 46252 },
+    { url = "https://files.pythonhosted.org/packages/ec/f6/3cb21e0accd9e112d27cee3b1477cd04dafe88675c54ad8b0d56226c1e0b/audioop_lts-0.2.1-cp313-abi3-macosx_10_13_x86_64.whl", hash = "sha256:e175350da05d2087e12cea8e72a70a1a8b14a17e92ed2022952a4419689ede5e", size = 27183 },
+    { url = "https://files.pythonhosted.org/packages/ea/7e/f94c8a6a8b2571694375b4cf94d3e5e0f529e8e6ba280fad4d8c70621f27/audioop_lts-0.2.1-cp313-abi3-macosx_11_0_arm64.whl", hash = "sha256:4a8dd6a81770f6ecf019c4b6d659e000dc26571b273953cef7cd1d5ce2ff3ae6", size = 26726 },
+    { url = "https://files.pythonhosted.org/packages/ef/f8/a0e8e7a033b03fae2b16bc5aa48100b461c4f3a8a38af56d5ad579924a3a/audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1cd3c0b6f2ca25c7d2b1c3adeecbe23e65689839ba73331ebc7d893fcda7ffe", size = 80718 },
+    { url = "https://files.pythonhosted.org/packages/8f/ea/a98ebd4ed631c93b8b8f2368862cd8084d75c77a697248c24437c36a6f7e/audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ff3f97b3372c97782e9c6d3d7fdbe83bce8f70de719605bd7ee1839cd1ab360a", size = 88326 },
+    { url = "https://files.pythonhosted.org/packages/33/79/e97a9f9daac0982aa92db1199339bd393594d9a4196ad95ae088635a105f/audioop_lts-0.2.1-cp313-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a351af79edefc2a1bd2234bfd8b339935f389209943043913a919df4b0f13300", size = 80539 },
+    { url = "https://files.pythonhosted.org/packages/b2/d3/1051d80e6f2d6f4773f90c07e73743a1e19fcd31af58ff4e8ef0375d3a80/audioop_lts-0.2.1-cp313-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2aeb6f96f7f6da80354330470b9134d81b4cf544cdd1c549f2f45fe964d28059", size = 78577 },
+    { url = "https://files.pythonhosted.org/packages/7a/1d/54f4c58bae8dc8c64a75071c7e98e105ddaca35449376fcb0180f6e3c9df/audioop_lts-0.2.1-cp313-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c589f06407e8340e81962575fcffbba1e92671879a221186c3d4662de9fe804e", size = 82074 },
+    { url = "https://files.pythonhosted.org/packages/36/89/2e78daa7cebbea57e72c0e1927413be4db675548a537cfba6a19040d52fa/audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:fbae5d6925d7c26e712f0beda5ed69ebb40e14212c185d129b8dfbfcc335eb48", size = 84210 },
+    { url = "https://files.pythonhosted.org/packages/a5/57/3ff8a74df2ec2fa6d2ae06ac86e4a27d6412dbb7d0e0d41024222744c7e0/audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_i686.whl", hash = "sha256:d2d5434717f33117f29b5691fbdf142d36573d751716249a288fbb96ba26a281", size = 85664 },
+    { url = "https://files.pythonhosted.org/packages/16/01/21cc4e5878f6edbc8e54be4c108d7cb9cb6202313cfe98e4ece6064580dd/audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:f626a01c0a186b08f7ff61431c01c055961ee28769591efa8800beadd27a2959", size = 93255 },
+    { url = "https://files.pythonhosted.org/packages/3e/28/7f7418c362a899ac3b0bf13b1fde2d4ffccfdeb6a859abd26f2d142a1d58/audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_s390x.whl", hash = "sha256:05da64e73837f88ee5c6217d732d2584cf638003ac72df124740460531e95e47", size = 87760 },
+    { url = "https://files.pythonhosted.org/packages/6d/d8/577a8be87dc7dd2ba568895045cee7d32e81d85a7e44a29000fe02c4d9d4/audioop_lts-0.2.1-cp313-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:56b7a0a4dba8e353436f31a932f3045d108a67b5943b30f85a5563f4d8488d77", size = 84992 },
+    { url = "https://files.pythonhosted.org/packages/ef/9a/4699b0c4fcf89936d2bfb5425f55f1a8b86dff4237cfcc104946c9cd9858/audioop_lts-0.2.1-cp313-abi3-win32.whl", hash = "sha256:6e899eb8874dc2413b11926b5fb3857ec0ab55222840e38016a6ba2ea9b7d5e3", size = 26059 },
+    { url = "https://files.pythonhosted.org/packages/3a/1c/1f88e9c5dd4785a547ce5fd1eb83fff832c00cc0e15c04c1119b02582d06/audioop_lts-0.2.1-cp313-abi3-win_amd64.whl", hash = "sha256:64562c5c771fb0a8b6262829b9b4f37a7b886c01b4d3ecdbae1d629717db08b4", size = 30412 },
+    { url = "https://files.pythonhosted.org/packages/c4/e9/c123fd29d89a6402ad261516f848437472ccc602abb59bba522af45e281b/audioop_lts-0.2.1-cp313-abi3-win_arm64.whl", hash = "sha256:c45317debeb64002e980077642afbd977773a25fa3dfd7ed0c84dccfc1fafcb0", size = 23578 },
+    { url = "https://files.pythonhosted.org/packages/7a/99/bb664a99561fd4266687e5cb8965e6ec31ba4ff7002c3fce3dc5ef2709db/audioop_lts-0.2.1-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:3827e3fce6fee4d69d96a3d00cd2ab07f3c0d844cb1e44e26f719b34a5b15455", size = 46827 },
+    { url = "https://files.pythonhosted.org/packages/c4/e3/f664171e867e0768ab982715e744430cf323f1282eb2e11ebfb6ee4c4551/audioop_lts-0.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:161249db9343b3c9780ca92c0be0d1ccbfecdbccac6844f3d0d44b9c4a00a17f", size = 27479 },
+    { url = "https://files.pythonhosted.org/packages/a6/0d/2a79231ff54eb20e83b47e7610462ad6a2bea4e113fae5aa91c6547e7764/audioop_lts-0.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5b7b4ff9de7a44e0ad2618afdc2ac920b91f4a6d3509520ee65339d4acde5abf", size = 27056 },
+    { url = "https://files.pythonhosted.org/packages/86/46/342471398283bb0634f5a6df947806a423ba74b2e29e250c7ec0e3720e4f/audioop_lts-0.2.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:72e37f416adb43b0ced93419de0122b42753ee74e87070777b53c5d2241e7fab", size = 87802 },
+    { url = "https://files.pythonhosted.org/packages/56/44/7a85b08d4ed55517634ff19ddfbd0af05bf8bfd39a204e4445cd0e6f0cc9/audioop_lts-0.2.1-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:534ce808e6bab6adb65548723c8cbe189a3379245db89b9d555c4210b4aaa9b6", size = 95016 },
+    { url = "https://files.pythonhosted.org/packages/a8/2a/45edbca97ea9ee9e6bbbdb8d25613a36e16a4d1e14ae01557392f15cc8d3/audioop_lts-0.2.1-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d2de9b6fb8b1cf9f03990b299a9112bfdf8b86b6987003ca9e8a6c4f56d39543", size = 87394 },
+    { url = "https://files.pythonhosted.org/packages/14/ae/832bcbbef2c510629593bf46739374174606e25ac7d106b08d396b74c964/audioop_lts-0.2.1-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f24865991b5ed4b038add5edbf424639d1358144f4e2a3e7a84bc6ba23e35074", size = 84874 },
+    { url = "https://files.pythonhosted.org/packages/26/1c/8023c3490798ed2f90dfe58ec3b26d7520a243ae9c0fc751ed3c9d8dbb69/audioop_lts-0.2.1-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2bdb3b7912ccd57ea53197943f1bbc67262dcf29802c4a6df79ec1c715d45a78", size = 88698 },
+    { url = "https://files.pythonhosted.org/packages/2c/db/5379d953d4918278b1f04a5a64b2c112bd7aae8f81021009da0dcb77173c/audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:120678b208cca1158f0a12d667af592e067f7a50df9adc4dc8f6ad8d065a93fb", size = 90401 },
+    { url = "https://files.pythonhosted.org/packages/99/6e/3c45d316705ab1aec2e69543a5b5e458d0d112a93d08994347fafef03d50/audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:54cd4520fc830b23c7d223693ed3e1b4d464997dd3abc7c15dce9a1f9bd76ab2", size = 91864 },
+    { url = "https://files.pythonhosted.org/packages/08/58/6a371d8fed4f34debdb532c0b00942a84ebf3e7ad368e5edc26931d0e251/audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:d6bd20c7a10abcb0fb3d8aaa7508c0bf3d40dfad7515c572014da4b979d3310a", size = 98796 },
+    { url = "https://files.pythonhosted.org/packages/ee/77/d637aa35497e0034ff846fd3330d1db26bc6fd9dd79c406e1341188b06a2/audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:f0ed1ad9bd862539ea875fb339ecb18fcc4148f8d9908f4502df28f94d23491a", size = 94116 },
+    { url = "https://files.pythonhosted.org/packages/1a/60/7afc2abf46bbcf525a6ebc0305d85ab08dc2d1e2da72c48dbb35eee5b62c/audioop_lts-0.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e1af3ff32b8c38a7d900382646e91f2fc515fd19dea37e9392275a5cbfdbff63", size = 91520 },
+    { url = "https://files.pythonhosted.org/packages/65/6d/42d40da100be1afb661fd77c2b1c0dfab08af1540df57533621aea3db52a/audioop_lts-0.2.1-cp313-cp313t-win32.whl", hash = "sha256:f51bb55122a89f7a0817d7ac2319744b4640b5b446c4c3efcea5764ea99ae509", size = 26482 },
+    { url = "https://files.pythonhosted.org/packages/01/09/f08494dca79f65212f5b273aecc5a2f96691bf3307cac29acfcf84300c01/audioop_lts-0.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:f0f2f336aa2aee2bce0b0dcc32bbba9178995454c7b979cf6ce086a8801e14c7", size = 30780 },
+    { url = "https://files.pythonhosted.org/packages/5d/35/be73b6015511aa0173ec595fc579133b797ad532996f2998fd6b8d1bbe6b/audioop_lts-0.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:78bfb3703388c780edf900be66e07de5a3d4105ca8e8720c5c4d67927e0b15d0", size = 23918 },
+]
+
 [[package]]
 name = "catboost"
 version = "1.2.7"
@@ -175,6 +251,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0e/f6/65ecc6878a89bb1c23a086ea335ad4bf21a588990c3f535a227b9eea9108/charset_normalizer-3.4.1-py3-none-any.whl", hash = "sha256:d98b1668f06378c6dbefec3b92299716b931cd4e6061f3c875a71ced1780ab85", size = 49767 },
 ]
 
+[[package]]
+name = "click"
+version = "8.1.8"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/d4/7ebdbd03970677812aac39c869717059dbb71a4cfc033ca6e5221787892c/click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2", size = 98188 },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -302,6 +390,29 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a2/e7/cbca9e2d2590eb9b5aa8f7ebabe1beb1498f9462d2ecede5c9fd9735faaf/evaluate-0.4.3-py3-none-any.whl", hash = "sha256:47d8770bdea76e2c2ed0d40189273027d1a41ccea861bcc7ba12d30ec5d1e517", size = 84010 },
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.115.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+    { name = "starlette" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/93/72/d83b98cd106541e8f5e5bfab8ef2974ab45a62e8a6c5b5e6940f26d2ed4b/fastapi-0.115.6.tar.gz", hash = "sha256:9ec46f7addc14ea472958a96aae5b5de65f39721a46aaf5705c480d9a8b76654", size = 301336 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/52/b3/7e4df40e585df024fac2f80d1a2d579c854ac37109675db2b0cc22c0bb9e/fastapi-0.115.6-py3-none-any.whl", hash = "sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305", size = 94843 },
+]
+
+[[package]]
+name = "ffmpy"
+version = "0.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4d/66/5697a7421c418ccbfae87b7e6503b480070f7cb16c25c77201afc6246348/ffmpy-0.5.0.tar.gz", hash = "sha256:277e131f246d18e9dcfee9bb514c50749031c43582ce5ef82c57b51e3d3955c3", size = 5523 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/53/5d/65f40bd333463b3230b3a72d93873caaf49b0cbb5228598fafb75fcc5357/ffmpy-0.5.0-py3-none-any.whl", hash = "sha256:df3799cf5816daa56d4959a023630ee53c6768b66009dae6d131519ba4b80233", size = 6008 },
+]
+
 [[package]]
 name = "filelock"
 version = "3.16.1"
@@ -389,6 +500,61 @@ http = [
     { name = "aiohttp" },
 ]
 
+[[package]]
+name = "gradio"
+version = "5.11.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiofiles" },
+    { name = "anyio" },
+    { name = "audioop-lts", marker = "python_full_version >= '3.13'" },
+    { name = "fastapi" },
+    { name = "ffmpy" },
+    { name = "gradio-client" },
+    { name = "httpx" },
+    { name = "huggingface-hub" },
+    { name = "jinja2" },
+    { name = "markupsafe" },
+    { name = "numpy" },
+    { name = "orjson" },
+    { name = "packaging" },
+    { name = "pandas" },
+    { name = "pillow" },
+    { name = "pydantic" },
+    { name = "pydub" },
+    { name = "python-multipart" },
+    { name = "pyyaml" },
+    { name = "ruff", marker = "sys_platform != 'emscripten'" },
+    { name = "safehttpx" },
+    { name = "semantic-version" },
+    { name = "starlette", marker = "sys_platform != 'emscripten'" },
+    { name = "tomlkit" },
+    { name = "typer", marker = "sys_platform != 'emscripten'" },
+    { name = "typing-extensions" },
+    { name = "urllib3", marker = "sys_platform == 'emscripten'" },
+    { name = "uvicorn", marker = "sys_platform != 'emscripten'" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/83/f5/3d7dc4b1837994606ce7de560e898ccf423dd25e84b673eebfac6c7a352a/gradio-5.11.0-py3-none-any.whl", hash = "sha256:0b8fdb90ceaad2bb8bb7aecb3ad5b05d3020945eb6162fb779c6c09525f94082", size = 57547766 },
+]
+
+[[package]]
+name = "gradio-client"
+version = "1.5.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "fsspec" },
+    { name = "httpx" },
+    { name = "huggingface-hub" },
+    { name = "packaging" },
+    { name = "typing-extensions" },
+    { name = "websockets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/96/5e608d0aeb91d341018789556d77321d35a1b08c357dca74d02e444b8499/gradio_client-1.5.3.tar.gz", hash = "sha256:f2b41278d1c7748b1060b6f97cde6660535baabc946031d0485890dba9855727", size = 318781 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/30/f5/a241cdfb73f606132f5651b5561feec70a59b6931de7aba28e02e9209e51/gradio_client-1.5.3-py3-none-any.whl", hash = "sha256:50f8ab48f7c4eccdb4c25030343271511391acbde5fbf64fcd03bada56dc8ee9", size = 320632 },
+]
+
 [[package]]
 name = "graphviz"
 version = "0.20.3"
@@ -431,6 +597,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ac/38/08cc303ddddc4b3d7c628c3039a61a3aae36c241ed01393d00c2fd663473/greenlet-3.1.1-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:411f015496fec93c1c8cd4e5238da364e1da7a124bcb293f085bf2860c32c6f6", size = 1142112 },
 ]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/38/3af3d3633a34a3316095b39c8e8fb4853a28a536e55d347bd8d8e9a14b03/h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d", size = 100418 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/04/ff642e65ad6b90db43e668d70ffb6736436c7ce41fcc549f4e9472234127/h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761", size = 58259 },
+]
+
 [[package]]
 name = "hf-transfer"
 version = "0.1.9"
@@ -463,6 +638,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a1/14/f1e15b851d1c2af5b0b1a82bf8eb10bda2da62d98180220ba6fd8879bb5b/hf_transfer-0.1.9-cp38-abi3-win_amd64.whl", hash = "sha256:16f208fc678911c37e11aa7b586bc66a37d02e636208f18b6bc53d29b5df40ad", size = 1160240 },
 ]
 
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6a/41/d7d0a89eb493922c37d343b607bc1b5da7f5be7e383740b4753ad8943e90/httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c", size = 85196 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/87/f5/72347bc88306acb359581ac4d52f23c0ef445b57157adedb9aee0cd689d2/httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd", size = 78551 },
+]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517 },
+]
+
 [[package]]
 name = "huggingface-hub"
 version = "0.27.1"
@@ -574,42 +777,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1e/bf/7a6a36ce2e4cafdfb202752be68850e22607fccd692847c45c1ae3c17ba6/Mako-1.3.8-py3-none-any.whl", hash = "sha256:42f48953c7eb91332040ff567eb7eea69b22e7a4affbc5ba8e845e8f730f6627", size = 78569 },
 ]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mdurl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 },
+]
+
 [[package]]
 name = "markupsafe"
-version = "3.0.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/22/09/d1f21434c97fc42f09d290cbb6350d44eb12f09cc62c9476effdb33a18aa/MarkupSafe-3.0.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:9778bd8ab0a994ebf6f84c2b949e65736d5575320a17ae8984a77fab08db94cf", size = 14274 },
-    { url = "https://files.pythonhosted.org/packages/6b/b0/18f76bba336fa5aecf79d45dcd6c806c280ec44538b3c13671d49099fdd0/MarkupSafe-3.0.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:846ade7b71e3536c4e56b386c2a47adf5741d2d8b94ec9dc3e92e5e1ee1e2225", size = 12348 },
-    { url = "https://files.pythonhosted.org/packages/e0/25/dd5c0f6ac1311e9b40f4af06c78efde0f3b5cbf02502f8ef9501294c425b/MarkupSafe-3.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1c99d261bd2d5f6b59325c92c73df481e05e57f19837bdca8413b9eac4bd8028", size = 24149 },
-    { url = "https://files.pythonhosted.org/packages/f3/f0/89e7aadfb3749d0f52234a0c8c7867877876e0a20b60e2188e9850794c17/MarkupSafe-3.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e17c96c14e19278594aa4841ec148115f9c7615a47382ecb6b82bd8fea3ab0c8", size = 23118 },
-    { url = "https://files.pythonhosted.org/packages/d5/da/f2eeb64c723f5e3777bc081da884b414671982008c47dcc1873d81f625b6/MarkupSafe-3.0.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:88416bd1e65dcea10bc7569faacb2c20ce071dd1f87539ca2ab364bf6231393c", size = 22993 },
-    { url = "https://files.pythonhosted.org/packages/da/0e/1f32af846df486dce7c227fe0f2398dc7e2e51d4a370508281f3c1c5cddc/MarkupSafe-3.0.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2181e67807fc2fa785d0592dc2d6206c019b9502410671cc905d132a92866557", size = 24178 },
-    { url = "https://files.pythonhosted.org/packages/c4/f6/bb3ca0532de8086cbff5f06d137064c8410d10779c4c127e0e47d17c0b71/MarkupSafe-3.0.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:52305740fe773d09cffb16f8ed0427942901f00adedac82ec8b67752f58a1b22", size = 23319 },
-    { url = "https://files.pythonhosted.org/packages/a2/82/8be4c96ffee03c5b4a034e60a31294daf481e12c7c43ab8e34a1453ee48b/MarkupSafe-3.0.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ad10d3ded218f1039f11a75f8091880239651b52e9bb592ca27de44eed242a48", size = 23352 },
-    { url = "https://files.pythonhosted.org/packages/51/ae/97827349d3fcffee7e184bdf7f41cd6b88d9919c80f0263ba7acd1bbcb18/MarkupSafe-3.0.2-cp312-cp312-win32.whl", hash = "sha256:0f4ca02bea9a23221c0182836703cbf8930c5e9454bacce27e767509fa286a30", size = 15097 },
-    { url = "https://files.pythonhosted.org/packages/c1/80/a61f99dc3a936413c3ee4e1eecac96c0da5ed07ad56fd975f1a9da5bc630/MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:8e06879fc22a25ca47312fbe7c8264eb0b662f6db27cb2d3bbbc74b1df4b9b87", size = 15601 },
-    { url = "https://files.pythonhosted.org/packages/83/0e/67eb10a7ecc77a0c2bbe2b0235765b98d164d81600746914bebada795e97/MarkupSafe-3.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd", size = 14274 },
-    { url = "https://files.pythonhosted.org/packages/2b/6d/9409f3684d3335375d04e5f05744dfe7e9f120062c9857df4ab490a1031a/MarkupSafe-3.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430", size = 12352 },
-    { url = "https://files.pythonhosted.org/packages/d2/f5/6eadfcd3885ea85fe2a7c128315cc1bb7241e1987443d78c8fe712d03091/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094", size = 24122 },
-    { url = "https://files.pythonhosted.org/packages/0c/91/96cf928db8236f1bfab6ce15ad070dfdd02ed88261c2afafd4b43575e9e9/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396", size = 23085 },
-    { url = "https://files.pythonhosted.org/packages/c2/cf/c9d56af24d56ea04daae7ac0940232d31d5a8354f2b457c6d856b2057d69/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79", size = 22978 },
-    { url = "https://files.pythonhosted.org/packages/2a/9f/8619835cd6a711d6272d62abb78c033bda638fdc54c4e7f4272cf1c0962b/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a", size = 24208 },
-    { url = "https://files.pythonhosted.org/packages/f9/bf/176950a1792b2cd2102b8ffeb5133e1ed984547b75db47c25a67d3359f77/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca", size = 23357 },
-    { url = "https://files.pythonhosted.org/packages/ce/4f/9a02c1d335caabe5c4efb90e1b6e8ee944aa245c1aaaab8e8a618987d816/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c", size = 23344 },
-    { url = "https://files.pythonhosted.org/packages/ee/55/c271b57db36f748f0e04a759ace9f8f759ccf22b4960c270c78a394f58be/MarkupSafe-3.0.2-cp313-cp313-win32.whl", hash = "sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1", size = 15101 },
-    { url = "https://files.pythonhosted.org/packages/29/88/07df22d2dd4df40aba9f3e402e6dc1b8ee86297dddbad4872bd5e7b0094f/MarkupSafe-3.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f", size = 15603 },
-    { url = "https://files.pythonhosted.org/packages/62/6a/8b89d24db2d32d433dffcd6a8779159da109842434f1dd2f6e71f32f738c/MarkupSafe-3.0.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c", size = 14510 },
-    { url = "https://files.pythonhosted.org/packages/7a/06/a10f955f70a2e5a9bf78d11a161029d278eeacbd35ef806c3fd17b13060d/MarkupSafe-3.0.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb", size = 12486 },
-    { url = "https://files.pythonhosted.org/packages/34/cf/65d4a571869a1a9078198ca28f39fba5fbb910f952f9dbc5220afff9f5e6/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c", size = 25480 },
-    { url = "https://files.pythonhosted.org/packages/0c/e3/90e9651924c430b885468b56b3d597cabf6d72be4b24a0acd1fa0e12af67/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d", size = 23914 },
-    { url = "https://files.pythonhosted.org/packages/66/8c/6c7cf61f95d63bb866db39085150df1f2a5bd3335298f14a66b48e92659c/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe", size = 23796 },
-    { url = "https://files.pythonhosted.org/packages/bb/35/cbe9238ec3f47ac9a7c8b3df7a808e7cb50fe149dc7039f5f454b3fba218/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5", size = 25473 },
-    { url = "https://files.pythonhosted.org/packages/e6/32/7621a4382488aa283cc05e8984a9c219abad3bca087be9ec77e89939ded9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a", size = 24114 },
-    { url = "https://files.pythonhosted.org/packages/0d/80/0985960e4b89922cb5a0bac0ed39c5b96cbc1a536a99f30e8c220a996ed9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9", size = 24098 },
-    { url = "https://files.pythonhosted.org/packages/82/78/fedb03c7d5380df2427038ec8d973587e90561b2d90cd472ce9254cf348b/MarkupSafe-3.0.2-cp313-cp313t-win32.whl", hash = "sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6", size = 15208 },
-    { url = "https://files.pythonhosted.org/packages/4f/65/6079a46068dfceaeabb5dcad6d674f5f5c61a6fa5673746f42a9f4c233b3/MarkupSafe-3.0.2-cp313-cp313t-win_amd64.whl", hash = "sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f", size = 15739 },
+version = "2.1.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/87/5b/aae44c6655f3801e81aa3eef09dbbf012431987ba564d7231722f68df02d/MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b", size = 19384 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/53/bd/583bf3e4c8d6a321938c13f49d44024dbe5ed63e0a7ba127e454a66da974/MarkupSafe-2.1.5-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:8dec4936e9c3100156f8a2dc89c4b88d5c435175ff03413b443469c7c8c5f4d1", size = 18215 },
+    { url = "https://files.pythonhosted.org/packages/48/d6/e7cd795fc710292c3af3a06d80868ce4b02bfbbf370b7cee11d282815a2a/MarkupSafe-2.1.5-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:3c6b973f22eb18a789b1460b4b91bf04ae3f0c4234a0a6aa6b0a92f6f7b951d4", size = 14069 },
+    { url = "https://files.pythonhosted.org/packages/51/b5/5d8ec796e2a08fc814a2c7d2584b55f889a55cf17dd1a90f2beb70744e5c/MarkupSafe-2.1.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ac07bad82163452a6884fe8fa0963fb98c2346ba78d779ec06bd7a6262132aee", size = 29452 },
+    { url = "https://files.pythonhosted.org/packages/0a/0d/2454f072fae3b5a137c119abf15465d1771319dfe9e4acbb31722a0fff91/MarkupSafe-2.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f5dfb42c4604dddc8e4305050aa6deb084540643ed5804d7455b5df8fe16f5e5", size = 28462 },
+    { url = "https://files.pythonhosted.org/packages/2d/75/fd6cb2e68780f72d47e6671840ca517bda5ef663d30ada7616b0462ad1e3/MarkupSafe-2.1.5-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ea3d8a3d18833cf4304cd2fc9cbb1efe188ca9b5efef2bdac7adc20594a0e46b", size = 27869 },
+    { url = "https://files.pythonhosted.org/packages/b0/81/147c477391c2750e8fc7705829f7351cf1cd3be64406edcf900dc633feb2/MarkupSafe-2.1.5-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:d050b3361367a06d752db6ead6e7edeb0009be66bc3bae0ee9d97fb326badc2a", size = 33906 },
+    { url = "https://files.pythonhosted.org/packages/8b/ff/9a52b71839d7a256b563e85d11050e307121000dcebc97df120176b3ad93/MarkupSafe-2.1.5-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:bec0a414d016ac1a18862a519e54b2fd0fc8bbfd6890376898a6c0891dd82e9f", size = 32296 },
+    { url = "https://files.pythonhosted.org/packages/88/07/2dc76aa51b481eb96a4c3198894f38b480490e834479611a4053fbf08623/MarkupSafe-2.1.5-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:58c98fee265677f63a4385256a6d7683ab1832f3ddd1e66fe948d5880c21a169", size = 33038 },
+    { url = "https://files.pythonhosted.org/packages/96/0c/620c1fb3661858c0e37eb3cbffd8c6f732a67cd97296f725789679801b31/MarkupSafe-2.1.5-cp312-cp312-win32.whl", hash = "sha256:8590b4ae07a35970728874632fed7bd57b26b0102df2d2b233b6d9d82f6c62ad", size = 16572 },
+    { url = "https://files.pythonhosted.org/packages/3f/14/c3554d512d5f9100a95e737502f4a2323a1959f6d0d01e0d0997b35f7b10/MarkupSafe-2.1.5-cp312-cp312-win_amd64.whl", hash = "sha256:823b65d8706e32ad2df51ed89496147a42a2a6e01c13cfb6ffb8b1e92bc910bb", size = 17127 },
 ]
 
 [[package]]
@@ -649,6 +844,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0e/dd/e6ae97151e5ed648ab2ea48885bc33d39202b640eec7a2910e2c843f7ac0/matplotlib-3.10.0-cp313-cp313t-win_amd64.whl", hash = "sha256:5fd41b0ec7ee45cd960a8e71aea7c946a28a0b8a4dcee47d2856b2af051f334c", size = 8109742 },
 ]
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979 },
+]
+
 [[package]]
 name = "modernbert-content-regression"
 version = "0.1.0"
@@ -658,6 +862,7 @@ dependencies = [
     { name = "catboost" },
     { name = "datasets" },
     { name = "evaluate" },
+    { name = "gradio" },
     { name = "hf-transfer" },
     { name = "optuna" },
     { name = "python-dotenv" },
@@ -677,6 +882,7 @@ requires-dist = [
     { name = "catboost", specifier = ">=1.2.7" },
     { name = "datasets", specifier = ">=3.2.0" },
     { name = "evaluate", specifier = ">=0.4.3" },
+    { name = "gradio", specifier = ">=5.11.0" },
     { name = "hf-transfer", specifier = ">=0.1.8" },
     { name = "optuna", specifier = ">=4.1.0" },
     { name = "python-dotenv", specifier = ">=1.0.1" },
@@ -915,6 +1121,36 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e8/30/35111dae435c640694d616a611b7ff6b2482cfd977f8f572ff960a321d66/optuna-4.1.0-py3-none-any.whl", hash = "sha256:1763856b01c9238594d9d21db92611aac9980e9a6300bd658a7c6464712c704e", size = 364429 },
 ]
 
+[[package]]
+name = "orjson"
+version = "3.10.14"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/f7/3219b56f47b4f5e864fb11cdf4ac0aaa3de608730ad2dc4c6e16382f35ec/orjson-3.10.14.tar.gz", hash = "sha256:cf31f6f071a6b8e7aa1ead1fa27b935b48d00fbfa6a28ce856cfff2d5dd68eed", size = 5282116 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8c/dc/dc5a882be016ee8688bd867ad3b4e3b2ab039d91383099702301a1adb6ac/orjson-3.10.14-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:2ad4b7e367efba6dc3f119c9a0fcd41908b7ec0399a696f3cdea7ec477441b09", size = 249396 },
+    { url = "https://files.pythonhosted.org/packages/f0/95/4c23ff5c0505cd687928608e0b7910ccb44ce59490079e1c17b7610aa0d0/orjson-3.10.14-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f496286fc85e93ce0f71cc84fc1c42de2decf1bf494094e188e27a53694777a7", size = 135689 },
+    { url = "https://files.pythonhosted.org/packages/ad/39/b4bdd19604dce9d6509c4d86e8e251a1373a24204b4c4169866dcecbe5f5/orjson-3.10.14-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c7f189bbfcded40e41a6969c1068ba305850ba016665be71a217918931416fbf", size = 150136 },
+    { url = "https://files.pythonhosted.org/packages/1d/92/7b9bad96353abd3e89947960252dcf1022ce2df7f29056e434de05e18b6d/orjson-3.10.14-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8cc8204f0b75606869c707da331058ddf085de29558b516fc43c73ee5ee2aadb", size = 139766 },
+    { url = "https://files.pythonhosted.org/packages/a6/bd/abb13c86540b7a91b40d7d9f8549d03a026bc22d78fa93f71d68b8f4c36e/orjson-3.10.14-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:deaa2899dff7f03ab667e2ec25842d233e2a6a9e333efa484dfe666403f3501c", size = 154533 },
+    { url = "https://files.pythonhosted.org/packages/c0/02/0bcb91ec9c7143012359983aca44f567f87df379957cd4af11336217b12f/orjson-3.10.14-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f1c3ea52642c9714dc6e56de8a451a066f6d2707d273e07fe8a9cc1ba073813d", size = 130658 },
+    { url = "https://files.pythonhosted.org/packages/b4/1e/b304596bb1f800d47d6e92305bd09f0eef693ed4f7b2095db63f9808b229/orjson-3.10.14-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9d3f9ed72e7458ded9a1fb1b4d4ed4c4fdbaf82030ce3f9274b4dc1bff7ace2b", size = 138546 },
+    { url = "https://files.pythonhosted.org/packages/56/c7/65d72b22080186ef618a46afeb9386e20056f3237664090f3a2f8da1cd6d/orjson-3.10.14-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:07520685d408a2aba514c17ccc16199ff2934f9f9e28501e676c557f454a37fe", size = 130774 },
+    { url = "https://files.pythonhosted.org/packages/4d/85/1ab35a832f32b37ccd673721e845cf302f23453603112255af611c91d1d1/orjson-3.10.14-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:76344269b550ea01488d19a2a369ab572c1ac4449a72e9f6ac0d70eb1cbfb953", size = 414649 },
+    { url = "https://files.pythonhosted.org/packages/d1/7d/1d6575f779bab8fe698fa6d52e8aa3aa0a9fca4885d0bf6197700455713a/orjson-3.10.14-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e2979d0f2959990620f7e62da6cd954e4620ee815539bc57a8ae46e2dacf90e3", size = 141060 },
+    { url = "https://files.pythonhosted.org/packages/f8/26/68513e28b3bd1d7633318ed2818e86d1bfc8b782c87c520c7b363092837f/orjson-3.10.14-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03f61ca3674555adcb1aa717b9fc87ae936aa7a63f6aba90a474a88701278780", size = 129798 },
+    { url = "https://files.pythonhosted.org/packages/44/ca/020fb99c98ff7267ba18ce798ff0c8c3aa97cd949b611fc76cad3c87e534/orjson-3.10.14-cp312-cp312-win32.whl", hash = "sha256:d5075c54edf1d6ad81d4c6523ce54a748ba1208b542e54b97d8a882ecd810fd1", size = 142524 },
+    { url = "https://files.pythonhosted.org/packages/70/7f/f2d346819a273653825e7c92dc26418c8da506003c9fc1dfe8157e733b2e/orjson-3.10.14-cp312-cp312-win_amd64.whl", hash = "sha256:175cafd322e458603e8ce73510a068d16b6e6f389c13f69bf16de0e843d7d406", size = 133663 },
+    { url = "https://files.pythonhosted.org/packages/46/bb/f1b037d89f580c79eda0940772384cc226a697be1cb4eb94ae4e792aa34c/orjson-3.10.14-cp313-cp313-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:0905ca08a10f7e0e0c97d11359609300eb1437490a7f32bbaa349de757e2e0c7", size = 249333 },
+    { url = "https://files.pythonhosted.org/packages/e4/72/12958a073cace3f8acef0f9a30739d95f46bbb1544126fecad11527d4508/orjson-3.10.14-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:92d13292249f9f2a3e418cbc307a9fbbef043c65f4bd8ba1eb620bc2aaba3d15", size = 125038 },
+    { url = "https://files.pythonhosted.org/packages/c0/ae/461f78b1c98de1bc034af88bc21c6a792cc63373261fbc10a6ee560814fa/orjson-3.10.14-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:90937664e776ad316d64251e2fa2ad69265e4443067668e4727074fe39676414", size = 130604 },
+    { url = "https://files.pythonhosted.org/packages/ae/d2/17f50513f56bff7898840fddf7fb88f501305b9b2605d2793ff224789665/orjson-3.10.14-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9ed3d26c4cb4f6babaf791aa46a029265850e80ec2a566581f5c2ee1a14df4f1", size = 130756 },
+    { url = "https://files.pythonhosted.org/packages/fa/bc/673856e4af94c9890dfd8e2054c05dc2ddc16d1728c2aa0c5bd198943105/orjson-3.10.14-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:56ee546c2bbe9599aba78169f99d1dc33301853e897dbaf642d654248280dc6e", size = 414613 },
+    { url = "https://files.pythonhosted.org/packages/09/01/08c5b69b0756dd1790fcffa569d6a28dedcd7b97f825e4b46537b788908c/orjson-3.10.14-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:901e826cb2f1bdc1fcef3ef59adf0c451e8f7c0b5deb26c1a933fb66fb505eae", size = 141010 },
+    { url = "https://files.pythonhosted.org/packages/5b/98/72883bb6cf88fd364996e62d2026622ca79bfb8dbaf96ccdd2018ada25b1/orjson-3.10.14-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:26336c0d4b2d44636e1e1e6ed1002f03c6aae4a8a9329561c8883f135e9ff010", size = 129732 },
+    { url = "https://files.pythonhosted.org/packages/e4/99/347418f7ef56dcb478ba131a6112b8ddd5b747942652b6e77a53155a7e21/orjson-3.10.14-cp313-cp313-win32.whl", hash = "sha256:e2bc525e335a8545c4e48f84dd0328bc46158c9aaeb8a1c2276546e94540ea3d", size = 142504 },
+    { url = "https://files.pythonhosted.org/packages/59/ac/5e96cad01083015f7bfdb02ccafa489da8e6caa7f4c519e215f04d2bd856/orjson-3.10.14-cp313-cp313-win_amd64.whl", hash = "sha256:eca04dfd792cedad53dc9a917da1a522486255360cb4e77619343a20d9f35364", size = 133388 },
+]
+
 [[package]]
 name = "packaging"
 version = "24.2"
@@ -1107,6 +1343,77 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c8/11/fabf6ecabb1fe5b7d96889228ca2a9158c4c3bb732e3b8ee3f7f6d40b703/pyarrow-18.1.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:b76130d835261b38f14fc41fdfb39ad8d672afb84c447126b84d5472244cfaba", size = 40043567 },
 ]
 
+[[package]]
+name = "pydantic"
+version = "2.10.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6a/c7/ca334c2ef6f2e046b1144fe4bb2a5da8a4c574e7f2ebf7e16b34a6a2fa92/pydantic-2.10.5.tar.gz", hash = "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff", size = 761287 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/58/26/82663c79010b28eddf29dcdd0ea723439535fa917fce5905885c0e9ba562/pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53", size = 431426 },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.27.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fc/01/f3e5ac5e7c25833db5eb555f7b7ab24cd6f8c322d3a3ad2d67a952dc0abc/pydantic_core-2.27.2.tar.gz", hash = "sha256:eb026e5a4c1fee05726072337ff51d1efb6f59090b7da90d30ea58625b1ffb39", size = 413443 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d6/74/51c8a5482ca447871c93e142d9d4a92ead74de6c8dc5e66733e22c9bba89/pydantic_core-2.27.2-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:9e0c8cfefa0ef83b4da9588448b6d8d2a2bf1a53c3f1ae5fca39eb3061e2f0b0", size = 1893127 },
+    { url = "https://files.pythonhosted.org/packages/d3/f3/c97e80721735868313c58b89d2de85fa80fe8dfeeed84dc51598b92a135e/pydantic_core-2.27.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:83097677b8e3bd7eaa6775720ec8e0405f1575015a463285a92bfdfe254529ef", size = 1811340 },
+    { url = "https://files.pythonhosted.org/packages/9e/91/840ec1375e686dbae1bd80a9e46c26a1e0083e1186abc610efa3d9a36180/pydantic_core-2.27.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:172fce187655fece0c90d90a678424b013f8fbb0ca8b036ac266749c09438cb7", size = 1822900 },
+    { url = "https://files.pythonhosted.org/packages/f6/31/4240bc96025035500c18adc149aa6ffdf1a0062a4b525c932065ceb4d868/pydantic_core-2.27.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:519f29f5213271eeeeb3093f662ba2fd512b91c5f188f3bb7b27bc5973816934", size = 1869177 },
+    { url = "https://files.pythonhosted.org/packages/fa/20/02fbaadb7808be578317015c462655c317a77a7c8f0ef274bc016a784c54/pydantic_core-2.27.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:05e3a55d124407fffba0dd6b0c0cd056d10e983ceb4e5dbd10dda135c31071d6", size = 2038046 },
+    { url = "https://files.pythonhosted.org/packages/06/86/7f306b904e6c9eccf0668248b3f272090e49c275bc488a7b88b0823444a4/pydantic_core-2.27.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9c3ed807c7b91de05e63930188f19e921d1fe90de6b4f5cd43ee7fcc3525cb8c", size = 2685386 },
+    { url = "https://files.pythonhosted.org/packages/8d/f0/49129b27c43396581a635d8710dae54a791b17dfc50c70164866bbf865e3/pydantic_core-2.27.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6fb4aadc0b9a0c063206846d603b92030eb6f03069151a625667f982887153e2", size = 1997060 },
+    { url = "https://files.pythonhosted.org/packages/0d/0f/943b4af7cd416c477fd40b187036c4f89b416a33d3cc0ab7b82708a667aa/pydantic_core-2.27.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:28ccb213807e037460326424ceb8b5245acb88f32f3d2777427476e1b32c48c4", size = 2004870 },
+    { url = "https://files.pythonhosted.org/packages/35/40/aea70b5b1a63911c53a4c8117c0a828d6790483f858041f47bab0b779f44/pydantic_core-2.27.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:de3cd1899e2c279b140adde9357c4495ed9d47131b4a4eaff9052f23398076b3", size = 1999822 },
+    { url = "https://files.pythonhosted.org/packages/f2/b3/807b94fd337d58effc5498fd1a7a4d9d59af4133e83e32ae39a96fddec9d/pydantic_core-2.27.2-cp312-cp312-musllinux_1_1_armv7l.whl", hash = "sha256:220f892729375e2d736b97d0e51466252ad84c51857d4d15f5e9692f9ef12be4", size = 2130364 },
+    { url = "https://files.pythonhosted.org/packages/fc/df/791c827cd4ee6efd59248dca9369fb35e80a9484462c33c6649a8d02b565/pydantic_core-2.27.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:a0fcd29cd6b4e74fe8ddd2c90330fd8edf2e30cb52acda47f06dd615ae72da57", size = 2158303 },
+    { url = "https://files.pythonhosted.org/packages/9b/67/4e197c300976af185b7cef4c02203e175fb127e414125916bf1128b639a9/pydantic_core-2.27.2-cp312-cp312-win32.whl", hash = "sha256:1e2cb691ed9834cd6a8be61228471d0a503731abfb42f82458ff27be7b2186fc", size = 1834064 },
+    { url = "https://files.pythonhosted.org/packages/1f/ea/cd7209a889163b8dcca139fe32b9687dd05249161a3edda62860430457a5/pydantic_core-2.27.2-cp312-cp312-win_amd64.whl", hash = "sha256:cc3f1a99a4f4f9dd1de4fe0312c114e740b5ddead65bb4102884b384c15d8bc9", size = 1989046 },
+    { url = "https://files.pythonhosted.org/packages/bc/49/c54baab2f4658c26ac633d798dab66b4c3a9bbf47cff5284e9c182f4137a/pydantic_core-2.27.2-cp312-cp312-win_arm64.whl", hash = "sha256:3911ac9284cd8a1792d3cb26a2da18f3ca26c6908cc434a18f730dc0db7bfa3b", size = 1885092 },
+    { url = "https://files.pythonhosted.org/packages/41/b1/9bc383f48f8002f99104e3acff6cba1231b29ef76cfa45d1506a5cad1f84/pydantic_core-2.27.2-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:7d14bd329640e63852364c306f4d23eb744e0f8193148d4044dd3dacdaacbd8b", size = 1892709 },
+    { url = "https://files.pythonhosted.org/packages/10/6c/e62b8657b834f3eb2961b49ec8e301eb99946245e70bf42c8817350cbefc/pydantic_core-2.27.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:82f91663004eb8ed30ff478d77c4d1179b3563df6cdb15c0817cd1cdaf34d154", size = 1811273 },
+    { url = "https://files.pythonhosted.org/packages/ba/15/52cfe49c8c986e081b863b102d6b859d9defc63446b642ccbbb3742bf371/pydantic_core-2.27.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:71b24c7d61131bb83df10cc7e687433609963a944ccf45190cfc21e0887b08c9", size = 1823027 },
+    { url = "https://files.pythonhosted.org/packages/b1/1c/b6f402cfc18ec0024120602bdbcebc7bdd5b856528c013bd4d13865ca473/pydantic_core-2.27.2-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fa8e459d4954f608fa26116118bb67f56b93b209c39b008277ace29937453dc9", size = 1868888 },
+    { url = "https://files.pythonhosted.org/packages/bd/7b/8cb75b66ac37bc2975a3b7de99f3c6f355fcc4d89820b61dffa8f1e81677/pydantic_core-2.27.2-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ce8918cbebc8da707ba805b7fd0b382816858728ae7fe19a942080c24e5b7cd1", size = 2037738 },
+    { url = "https://files.pythonhosted.org/packages/c8/f1/786d8fe78970a06f61df22cba58e365ce304bf9b9f46cc71c8c424e0c334/pydantic_core-2.27.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:eda3f5c2a021bbc5d976107bb302e0131351c2ba54343f8a496dc8783d3d3a6a", size = 2685138 },
+    { url = "https://files.pythonhosted.org/packages/a6/74/d12b2cd841d8724dc8ffb13fc5cef86566a53ed358103150209ecd5d1999/pydantic_core-2.27.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bd8086fa684c4775c27f03f062cbb9eaa6e17f064307e86b21b9e0abc9c0f02e", size = 1997025 },
+    { url = "https://files.pythonhosted.org/packages/a0/6e/940bcd631bc4d9a06c9539b51f070b66e8f370ed0933f392db6ff350d873/pydantic_core-2.27.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8d9b3388db186ba0c099a6d20f0604a44eabdeef1777ddd94786cdae158729e4", size = 2004633 },
+    { url = "https://files.pythonhosted.org/packages/50/cc/a46b34f1708d82498c227d5d80ce615b2dd502ddcfd8376fc14a36655af1/pydantic_core-2.27.2-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:7a66efda2387de898c8f38c0cf7f14fca0b51a8ef0b24bfea5849f1b3c95af27", size = 1999404 },
+    { url = "https://files.pythonhosted.org/packages/ca/2d/c365cfa930ed23bc58c41463bae347d1005537dc8db79e998af8ba28d35e/pydantic_core-2.27.2-cp313-cp313-musllinux_1_1_armv7l.whl", hash = "sha256:18a101c168e4e092ab40dbc2503bdc0f62010e95d292b27827871dc85450d7ee", size = 2130130 },
+    { url = "https://files.pythonhosted.org/packages/f4/d7/eb64d015c350b7cdb371145b54d96c919d4db516817f31cd1c650cae3b21/pydantic_core-2.27.2-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:ba5dd002f88b78a4215ed2f8ddbdf85e8513382820ba15ad5ad8955ce0ca19a1", size = 2157946 },
+    { url = "https://files.pythonhosted.org/packages/a4/99/bddde3ddde76c03b65dfd5a66ab436c4e58ffc42927d4ff1198ffbf96f5f/pydantic_core-2.27.2-cp313-cp313-win32.whl", hash = "sha256:1ebaf1d0481914d004a573394f4be3a7616334be70261007e47c2a6fe7e50130", size = 1834387 },
+    { url = "https://files.pythonhosted.org/packages/71/47/82b5e846e01b26ac6f1893d3c5f9f3a2eb6ba79be26eef0b759b4fe72946/pydantic_core-2.27.2-cp313-cp313-win_amd64.whl", hash = "sha256:953101387ecf2f5652883208769a79e48db18c6df442568a0b5ccd8c2723abee", size = 1990453 },
+    { url = "https://files.pythonhosted.org/packages/51/b2/b2b50d5ecf21acf870190ae5d093602d95f66c9c31f9d5de6062eb329ad1/pydantic_core-2.27.2-cp313-cp313-win_arm64.whl", hash = "sha256:ac4dbfd1691affb8f48c2c13241a2e3b60ff23247cbcf981759c768b6633cf8b", size = 1885186 },
+]
+
+[[package]]
+name = "pydub"
+version = "0.25.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fe/9a/e6bca0eed82db26562c73b5076539a4a08d3cffd19c3cc5913a3e61145fd/pydub-0.25.1.tar.gz", hash = "sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f", size = 38326 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a6/53/d78dc063216e62fc55f6b2eebb447f6a4b0a59f55c8406376f76bf959b08/pydub-0.25.1-py2.py3-none-any.whl", hash = "sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6", size = 32327 },
+]
+
+[[package]]
+name = "pygments"
+version = "2.19.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7c/2d/c3338d48ea6cc0feb8446d8e6937e1408088a72a39937982cc6111d17f84/pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f", size = 4968581 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8a/0b/9fcc47d19c48b59121088dd6da2488a49d5f72dacf8262e2790a1d2c7d15/pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c", size = 1225293 },
+]
+
 [[package]]
 name = "pyparsing"
 version = "3.2.1"
@@ -1137,6 +1444,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6a/3e/b68c118422ec867fa7ab88444e1274aa40681c606d59ac27de5a5588f082/python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a", size = 19863 },
 ]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.20"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/87/f44d7c9f274c7ee665a29b885ec97089ec5dc034c7f3fafa03da9e39a09e/python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13", size = 37158 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/45/58/38b5afbc1a800eeea951b9285d3912613f2603bdf897a4ab0f4bd7f405fc/python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104", size = 24546 },
+]
+
 [[package]]
 name = "pytz"
 version = "2024.2"
@@ -1225,6 +1541,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f9/9b/335f9764261e915ed497fcdeb11df5dfd6f7bf257d4a6a2a686d80da4d54/requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6", size = 64928 },
 ]
 
+[[package]]
+name = "rich"
+version = "13.9.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markdown-it-py" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ab/3a/0316b28d0761c6734d6bc14e770d85506c986c85ffb239e688eeaab2c2bc/rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098", size = 223149 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/19/71/39c7c0d87f8d4e6c020a393182060eaefeeae6c01dab6a84ec346f2567df/rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90", size = 242424 },
+]
+
 [[package]]
 name = "ruff"
 version = "0.9.0"
@@ -1250,6 +1579,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/73/0e/c00f66731e514be3299801b1d9d54efae0abfe8f00a5c14155f2ab9e2920/ruff-0.9.0-py3-none-win_arm64.whl", hash = "sha256:7b1148771c6ca88f820d761350a053a5794bc58e0867739ea93eb5e41ad978cd", size = 9147729 },
 ]
 
+[[package]]
+name = "safehttpx"
+version = "0.1.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "httpx" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/67/4c/19db75e6405692b2a96af8f06d1258f8aa7290bdc35ac966f03e207f6d7f/safehttpx-0.1.6.tar.gz", hash = "sha256:b356bfc82cee3a24c395b94a2dbeabbed60aff1aa5fa3b5fe97c4f2456ebce42", size = 9987 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4d/c0/1108ad9f01567f66b3154063605b350b69c3c9366732e09e45f9fd0d1deb/safehttpx-0.1.6-py3-none-any.whl", hash = "sha256:407cff0b410b071623087c63dd2080c3b44dc076888d8c5823c00d1e58cb381c", size = 8692 },
+]
+
 [[package]]
 name = "safetensors"
 version = "0.5.2"
@@ -1334,6 +1675,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/79/df/989b2fd3f8ead6bcf89fc683fde94741eb3b291e41a3ce70cec08c80aa36/scipy-1.15.0-cp313-cp313t-win_amd64.whl", hash = "sha256:129f899ed275c0515d553b8d31696924e2ca87d1972421e46c376b9eb87de3d2", size = 43188844 },
 ]
 
+[[package]]
+name = "semantic-version"
+version = "2.10.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/31/f2289ce78b9b473d582568c234e104d2a342fd658cc288a7553d83bb8595/semantic_version-2.10.0.tar.gz", hash = "sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c", size = 52289 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/23/8146aad7d88f4fcb3a6218f41a60f6c2d4e3a72de72da1825dc7c8f7877c/semantic_version-2.10.0-py2.py3-none-any.whl", hash = "sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177", size = 15552 },
+]
+
 [[package]]
 name = "setuptools"
 version = "75.8.0"
@@ -1343,6 +1693,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/69/8a/b9dc7678803429e4a3bc9ba462fa3dd9066824d3c607490235c6a796be5a/setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3", size = 1228782 },
 ]
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755 },
+]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -1352,6 +1711,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050 },
 ]
 
+[[package]]
+name = "sniffio"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235 },
+]
+
 [[package]]
 name = "sqlalchemy"
 version = "2.0.36"
@@ -1381,6 +1749,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b8/49/21633706dd6feb14cd3f7935fc00b60870ea057686035e1a99ae6d9d9d53/SQLAlchemy-2.0.36-py3-none-any.whl", hash = "sha256:fddbe92b4760c6f5d48162aef14824add991aeda8ddadb3c31d56eb15ca69f8e", size = 1883787 },
 ]
 
+[[package]]
+name = "starlette"
+version = "0.41.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1a/4c/9b5764bd22eec91c4039ef4c55334e9187085da2d8a2df7bd570869aae18/starlette-0.41.3.tar.gz", hash = "sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835", size = 2574159 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/96/00/2b325970b3060c7cecebab6d295afe763365822b1306a12eeab198f74323/starlette-0.41.3-py3-none-any.whl", hash = "sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7", size = 73225 },
+]
+
 [[package]]
 name = "sympy"
 version = "1.13.1"
@@ -1450,6 +1830,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/44/69/d21eb253fa91622da25585d362a874fa4710be600f0ea9446d8d0217cec1/tokenizers-0.21.0-cp39-abi3-win_amd64.whl", hash = "sha256:87841da5a25a3a5f70c102de371db120f41873b854ba65e52bccd57df5a3780c", size = 2389192 },
 ]
 
+[[package]]
+name = "tomlkit"
+version = "0.13.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b1/09/a439bec5888f00a54b8b9f05fa94d7f901d6735ef4e55dcec9bc37b5d8fa/tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79", size = 192885 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f9/b6/a447b5e4ec71e13871be01ba81f5dfc9d0af7e473da256ff46bc0e24026f/tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde", size = 37955 },
+]
+
 [[package]]
 name = "torch"
 version = "2.5.1"
@@ -1518,12 +1907,27 @@ name = "triton"
 version = "3.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "filelock" },
+    { name = "filelock", marker = "python_full_version < '3.13'" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/78/eb/65f5ba83c2a123f6498a3097746607e5b2f16add29e36765305e4ac7fdd8/triton-3.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c8182f42fd8080a7d39d666814fa36c5e30cc00ea7eeeb1a2983dbb4c99a0fdc", size = 209551444 },
 ]
 
+[[package]]
+name = "typer"
+version = "0.15.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "click" },
+    { name = "rich" },
+    { name = "shellingham" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cb/ce/dca7b219718afd37a0068f4f2530a727c2b74a8b6e8e0c0080a4c0de4fcd/typer-0.15.1.tar.gz", hash = "sha256:a0588c0a7fa68a1978a069818657778f86abe6ff5ea6abf472f940a08bfe4f0a", size = 99789 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d0/cc/0a838ba5ca64dc832aa43f727bd586309846b0ffb2ce52422543e6075e8a/typer-0.15.1-py3-none-any.whl", hash = "sha256:7994fb7b8155b64d3402518560648446072864beefd44aa2dc36972a5972e847", size = 44908 },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -1551,6 +1955,50 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c8/19/4ec628951a74043532ca2cf5d97b7b14863931476d117c471e8e2b1eb39f/urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df", size = 128369 },
 ]
 
+[[package]]
+name = "uvicorn"
+version = "0.34.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "click" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4b/4d/938bd85e5bf2edeec766267a5015ad969730bb91e31b44021dfe8b22df6c/uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9", size = 76568 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/61/14/33a3a1352cfa71812a3a21e8c9bfb83f60b0011f5e36f2b1399d51928209/uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4", size = 62315 },
+]
+
+[[package]]
+name = "websockets"
+version = "14.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f4/1b/380b883ce05bb5f45a905b61790319a28958a9ab1e4b6b95ff5464b60ca1/websockets-14.1.tar.gz", hash = "sha256:398b10c77d471c0aab20a845e7a60076b6390bfdaac7a6d2edb0d2c59d75e8d8", size = 162840 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/55/64/55698544ce29e877c9188f1aee9093712411a8fc9732cca14985e49a8e9c/websockets-14.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:ed907449fe5e021933e46a3e65d651f641975a768d0649fee59f10c2985529ed", size = 161957 },
+    { url = "https://files.pythonhosted.org/packages/a2/b1/b088f67c2b365f2c86c7b48edb8848ac27e508caf910a9d9d831b2f343cb/websockets-14.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:87e31011b5c14a33b29f17eb48932e63e1dcd3fa31d72209848652310d3d1f0d", size = 159620 },
+    { url = "https://files.pythonhosted.org/packages/c1/89/2a09db1bbb40ba967a1b8225b07b7df89fea44f06de9365f17f684d0f7e6/websockets-14.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:bc6ccf7d54c02ae47a48ddf9414c54d48af9c01076a2e1023e3b486b6e72c707", size = 159852 },
+    { url = "https://files.pythonhosted.org/packages/ca/c1/f983138cd56e7d3079f1966e81f77ce6643f230cd309f73aa156bb181749/websockets-14.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9777564c0a72a1d457f0848977a1cbe15cfa75fa2f67ce267441e465717dcf1a", size = 169675 },
+    { url = "https://files.pythonhosted.org/packages/c1/c8/84191455d8660e2a0bdb33878d4ee5dfa4a2cedbcdc88bbd097303b65bfa/websockets-14.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a655bde548ca98f55b43711b0ceefd2a88a71af6350b0c168aa77562104f3f45", size = 168619 },
+    { url = "https://files.pythonhosted.org/packages/8d/a7/62e551fdcd7d44ea74a006dc193aba370505278ad76efd938664531ce9d6/websockets-14.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a3dfff83ca578cada2d19e665e9c8368e1598d4e787422a460ec70e531dbdd58", size = 169042 },
+    { url = "https://files.pythonhosted.org/packages/ad/ed/1532786f55922c1e9c4d329608e36a15fdab186def3ca9eb10d7465bc1cc/websockets-14.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6a6c9bcf7cdc0fd41cc7b7944447982e8acfd9f0d560ea6d6845428ed0562058", size = 169345 },
+    { url = "https://files.pythonhosted.org/packages/ea/fb/160f66960d495df3de63d9bcff78e1b42545b2a123cc611950ffe6468016/websockets-14.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:4b6caec8576e760f2c7dd878ba817653144d5f369200b6ddf9771d64385b84d4", size = 168725 },
+    { url = "https://files.pythonhosted.org/packages/cf/53/1bf0c06618b5ac35f1d7906444b9958f8485682ab0ea40dee7b17a32da1e/websockets-14.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:eb6d38971c800ff02e4a6afd791bbe3b923a9a57ca9aeab7314c21c84bf9ff05", size = 168712 },
+    { url = "https://files.pythonhosted.org/packages/e5/22/5ec2f39fff75f44aa626f86fa7f20594524a447d9c3be94d8482cd5572ef/websockets-14.1-cp312-cp312-win32.whl", hash = "sha256:1d045cbe1358d76b24d5e20e7b1878efe578d9897a25c24e6006eef788c0fdf0", size = 162838 },
+    { url = "https://files.pythonhosted.org/packages/74/27/28f07df09f2983178db7bf6c9cccc847205d2b92ced986cd79565d68af4f/websockets-14.1-cp312-cp312-win_amd64.whl", hash = "sha256:90f4c7a069c733d95c308380aae314f2cb45bd8a904fb03eb36d1a4983a4993f", size = 163277 },
+    { url = "https://files.pythonhosted.org/packages/34/77/812b3ba5110ed8726eddf9257ab55ce9e85d97d4aa016805fdbecc5e5d48/websockets-14.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:3630b670d5057cd9e08b9c4dab6493670e8e762a24c2c94ef312783870736ab9", size = 161966 },
+    { url = "https://files.pythonhosted.org/packages/8d/24/4fcb7aa6986ae7d9f6d083d9d53d580af1483c5ec24bdec0978307a0f6ac/websockets-14.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:36ebd71db3b89e1f7b1a5deaa341a654852c3518ea7a8ddfdf69cc66acc2db1b", size = 159625 },
+    { url = "https://files.pythonhosted.org/packages/f8/47/2a0a3a2fc4965ff5b9ce9324d63220156bd8bedf7f90824ab92a822e65fd/websockets-14.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:5b918d288958dc3fa1c5a0b9aa3256cb2b2b84c54407f4813c45d52267600cd3", size = 159857 },
+    { url = "https://files.pythonhosted.org/packages/dd/c8/d7b425011a15e35e17757e4df75b25e1d0df64c0c315a44550454eaf88fc/websockets-14.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:00fe5da3f037041da1ee0cf8e308374e236883f9842c7c465aa65098b1c9af59", size = 169635 },
+    { url = "https://files.pythonhosted.org/packages/93/39/6e3b5cffa11036c40bd2f13aba2e8e691ab2e01595532c46437b56575678/websockets-14.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8149a0f5a72ca36720981418eeffeb5c2729ea55fa179091c81a0910a114a5d2", size = 168578 },
+    { url = "https://files.pythonhosted.org/packages/cf/03/8faa5c9576299b2adf34dcccf278fc6bbbcda8a3efcc4d817369026be421/websockets-14.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77569d19a13015e840b81550922056acabc25e3f52782625bc6843cfa034e1da", size = 169018 },
+    { url = "https://files.pythonhosted.org/packages/8c/05/ea1fec05cc3a60defcdf0bb9f760c3c6bd2dd2710eff7ac7f891864a22ba/websockets-14.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cf5201a04550136ef870aa60ad3d29d2a59e452a7f96b94193bee6d73b8ad9a9", size = 169383 },
+    { url = "https://files.pythonhosted.org/packages/21/1d/eac1d9ed787f80754e51228e78855f879ede1172c8b6185aca8cef494911/websockets-14.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:88cf9163ef674b5be5736a584c999e98daf3aabac6e536e43286eb74c126b9c7", size = 168773 },
+    { url = "https://files.pythonhosted.org/packages/0e/1b/e808685530185915299740d82b3a4af3f2b44e56ccf4389397c7a5d95d39/websockets-14.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:836bef7ae338a072e9d1863502026f01b14027250a4545672673057997d5c05a", size = 168757 },
+    { url = "https://files.pythonhosted.org/packages/b6/19/6ab716d02a3b068fbbeb6face8a7423156e12c446975312f1c7c0f4badab/websockets-14.1-cp313-cp313-win32.whl", hash = "sha256:0d4290d559d68288da9f444089fd82490c8d2744309113fc26e2da6e48b65da6", size = 162834 },
+    { url = "https://files.pythonhosted.org/packages/6c/fd/ab6b7676ba712f2fc89d1347a4b5bdc6aa130de10404071f2b2606450209/websockets-14.1-cp313-cp313-win_amd64.whl", hash = "sha256:8621a07991add373c3c5c2cf89e1d277e49dc82ed72c75e3afc74bd0acc446f0", size = 163277 },
+    { url = "https://files.pythonhosted.org/packages/b0/0b/c7e5d11020242984d9d37990310520ed663b942333b83a033c2f20191113/websockets-14.1-py3-none-any.whl", hash = "sha256:4d4fc827a20abe6d544a119896f6b78ee13fe81cbfef416f3f2ddf09a03f0e2e", size = 156277 },
+]
+
 [[package]]
 name = "xxhash"
 version = "3.5.0"