update with gradio

pipeline.py → app.py

@@ -1,3 +1,4 @@
+import gradio as gr
 from typing import Dict, List, Union
 import os
 import pandas as pd
@@ -21,4 +22,35 @@ class PreTrainedPipeline():
         data = inputs['data']  # Extracting the 'data' dictionary
         X = pd.DataFrame(data)  # Converting 'data' dictionary to DataFrame
 
-        return self.pipeline.predict(X)
+        return self.pipeline.predict(X)
+    
+# Initialize your pre-trained pipeline
+model = PreTrainedPipeline()
+
+def predict(sepal_length, sepal_width, petal_length, petal_width):
+    # Create a dictionary with the input data
+    inputs = {'data': {
+                'sepal_length': [sepal_length],
+                'sepal_width': [sepal_width],
+                'petal_length': [petal_length],
+                'petal_width': [petal_width],
+              }}
+    # Use the model to predict the species
+    prediction = model(inputs)
+    # Assuming the model returns a list of predictions
+    return prediction[0]  # Return the first (and only) prediction
+
+# Define the Gradio interface with specific inputs for the Iris features
+iface = gr.Interface(fn=predict,
+                     inputs=[
+                         gr.inputs.Number(label="Sepal Length (cm)"),
+                         gr.inputs.Number(label="Sepal Width (cm)"),
+                         gr.inputs.Number(label="Petal Length (cm)"),
+                         gr.inputs.Number(label="Petal Width (cm)")
+                     ],
+                     outputs="text",
+                     description="Predict the species of an Iris flower")
+
+# Launch the app (when running locally)
+if __name__ == "__main__":
+    iface.launch()

pyproject.toml

@@ -9,6 +9,7 @@ readme = "README.md"
 python = "^3.11"
 scikit-learn = "^1.4.1.post1"
 pandas = "^2.2.1"
+gradio = "^4.25.0"
 
 
 [build-system]

requirements.txt

@@ -1,6 +1,457 @@
+aiofiles==23.2.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107 \
+    --hash=sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a
+altair==5.3.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:5a268b1a0983b23d8f9129f819f956174aa7aea2719ed55a52eba9979b9f6675 \
+    --hash=sha256:7084a1dab4d83c5e7e5246b92dc1b4451a6c68fd057f3716ee9d315c8980e59a
+annotated-types==0.6.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43 \
+    --hash=sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d
+anyio==4.3.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8 \
+    --hash=sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6
+attrs==23.2.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30 \
+    --hash=sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1
+certifi==2024.2.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
+    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
+charset-normalizer==3.3.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027 \
+    --hash=sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087 \
+    --hash=sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786 \
+    --hash=sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8 \
+    --hash=sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09 \
+    --hash=sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185 \
+    --hash=sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574 \
+    --hash=sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e \
+    --hash=sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519 \
+    --hash=sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898 \
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+click==8.1.7 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28 \
+    --hash=sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de
+colorama==0.4.6 ; python_version >= "3.11" and python_version < "4.0" and platform_system == "Windows" \
+    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
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+contourpy==1.2.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:00e5388f71c1a0610e6fe56b5c44ab7ba14165cdd6d695429c5cd94021e390b2 \
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+    --hash=sha256:ef2b055471c0eb466033760a521efb9d8a32b99ab907fc8358481a1dd29e3bd3 \
+    --hash=sha256:ef5adb9a3b1d0c645ff694f9bca7702ec2c70f4d734f9922ea34de02294fdf72 \
+    --hash=sha256:f32c38afb74bd98ce26de7cc74a67b40afb7b05aae7b42924ea990d51e4dac02 \
+    --hash=sha256:fe0ccca550bb8e5abc22f530ec0466136379c01321fd94f30a22231e8a48d985
+cycler==0.12.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+fastapi==0.110.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:5df913203c482f820d31f48e635e022f8cbfe7350e4830ef05a3163925b1addc \
+    --hash=sha256:6feac43ec359dfe4f45b2c18ec8c94edb8dc2dfc461d417d9e626590c071baad
+ffmpy==0.3.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:475ebfff1044661b8d969349dbcd2db9bf56d3ee78c0627e324769b49a27a78f
+filelock==3.13.3 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:5ffa845303983e7a0b7ae17636509bc97997d58afeafa72fb141a17b152284cb \
+    --hash=sha256:a79895a25bbefdf55d1a2a0a80968f7dbb28edcd6d4234a0afb3f37ecde4b546
+fonttools==4.51.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:0118ef998a0699a96c7b28457f15546815015a2710a1b23a7bf6c1be60c01636 \
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+    --hash=sha256:c5b8cab0c137ca229433570151b5c1fc6af212680b58b15abd797dcdd9dd5051 \
+    --hash=sha256:c7e91abdfae1b5c9e3a543f48ce96013f9a08c6c9668f1e6be0beabf0a569c1b \
+    --hash=sha256:cadf4e12a608ef1d13e039864f484c8a968840afa0258b0b843a0556497ea9ed \
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+    --hash=sha256:e9d9298be7a05bb4801f558522adbe2feea1b0b103d5294ebf24a92dd49b78e5 \
+    --hash=sha256:ee1af4be1c5afe4c96ca23badd368d8dc75f611887fb0c0dac9f71ee5d6f110e \
+    --hash=sha256:f7e89853d8bea103c8e3514b9f9dc86b5b4120afb4583b57eb10dfa5afbe0936
+fsspec==2024.3.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:918d18d41bf73f0e2b261824baeb1b124bcf771767e3a26425cd7dec3332f512 \
+    --hash=sha256:f39780e282d7d117ffb42bb96992f8a90795e4d0fb0f661a70ca39fe9c43ded9
+gradio-client==0.15.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:3cf5f5fdf9225256856e03574148a0b7bd32d82da4b7c890d006db92f8bb3ebb \
+    --hash=sha256:eb9533f6457cc158128dbf307c44a8123e41da18a040cb3dfa66860ba9029911
+gradio==4.25.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:1b87cc817ebedcac6b2542d550e0c9f63472f9dafc85a21617c97b784c5646c2 \
+    --hash=sha256:3e953bf14ada8ed31a839e349b094a2f3894d80272848d604f14dea857d08272
+h11==0.14.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d \
+    --hash=sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761
+httpcore==1.0.5 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61 \
+    --hash=sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5
+httpx==0.27.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5 \
+    --hash=sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5
+huggingface-hub==0.22.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:32e9a9a6843c92f253ff9ca16b9985def4d80a93fb357af5353f770ef74a81be \
+    --hash=sha256:3429e25f38ccb834d310804a3b711e7e4953db5a9e420cc147a5e194ca90fd17
+idna==3.6 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca \
+    --hash=sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f
+importlib-resources==6.4.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c \
+    --hash=sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145
+jinja2==3.1.3 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa \
+    --hash=sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90
 joblib==1.3.2 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1 \
     --hash=sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9
+jsonschema-specifications==2023.12.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc \
+    --hash=sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c
+jsonschema==4.21.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f \
+    --hash=sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5
+kiwisolver==1.4.5 ; python_version >= "3.11" and python_version < "4.0" \
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+    --hash=sha256:fdb7adb641a0d13bdcd4ef48e062363d8a9ad4a182ac7647ec88f695e719ae9f
+markdown-it-py==3.0.0 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1 \
+    --hash=sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb
+markupsafe==2.1.5 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:00e046b6dd71aa03a41079792f8473dc494d564611a8f89bbbd7cb93295ebdcf \
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+    --hash=sha256:1f3fbcb7ef1f16e48246f704ab79d79da8a46891e2da03f8783a5b6fa41a9532 \
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+    --hash=sha256:30b600cf0a7ac9234b2638fbc0fb6158ba5bdcdf46aeb631ead21248b9affbc4 \
+    --hash=sha256:397081c1a0bfb5124355710fe79478cdbeb39626492b15d399526ae53422b906 \
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+    --hash=sha256:3e53af139f8579a6d5f7b76549125f0d94d7e630761a2111bc431fd820e163b8 \
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+    --hash=sha256:4275d846e41ecefa46e2015117a9f491e57a71ddd59bbead77e904dc02b1bed2 \
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+    --hash=sha256:4f11aa001c540f62c6166c7726f71f7573b52c68c31f014c25cc7901deea0b52 \
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+    --hash=sha256:58c98fee265677f63a4385256a6d7683ab1832f3ddd1e66fe948d5880c21a169 \
+    --hash=sha256:598e3276b64aff0e7b3451b72e94fa3c238d452e7ddcd893c3ab324717456bad \
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+    --hash=sha256:5dedb4db619ba5a2787a94d877bc8ffc0566f92a01c0ef214865e54ecc9ee5e0 \
+    --hash=sha256:619bc166c4f2de5caa5a633b8b7326fbe98e0ccbfacabd87268a2b15ff73a029 \
+    --hash=sha256:629ddd2ca402ae6dbedfceeba9c46d5f7b2a61d9749597d4307f943ef198fc1f \
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+    --hash=sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5 \
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+    --hash=sha256:8590b4ae07a35970728874632fed7bd57b26b0102df2d2b233b6d9d82f6c62ad \
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+    --hash=sha256:97cafb1f3cbcd3fd2b6fbfb99ae11cdb14deea0736fc2b0952ee177f2b813a46 \
+    --hash=sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc \
+    --hash=sha256:a549b9c31bec33820e885335b451286e2969a2d9e24879f83fe904a5ce59d70a \
+    --hash=sha256:ac07bad82163452a6884fe8fa0963fb98c2346ba78d779ec06bd7a6262132aee \
+    --hash=sha256:ae2ad8ae6ebee9d2d94b17fb62763125f3f374c25618198f40cbb8b525411900 \
+    --hash=sha256:b91c037585eba9095565a3556f611e3cbfaa42ca1e865f7b8015fe5c7336d5a5 \
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+    --hash=sha256:bec0a414d016ac1a18862a519e54b2fd0fc8bbfd6890376898a6c0891dd82e9f \
+    --hash=sha256:bf50cd79a75d181c9181df03572cdce0fbb75cc353bc350712073108cba98de5 \
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+    --hash=sha256:c061bb86a71b42465156a3ee7bd58c8c2ceacdbeb95d05a99893e08b8467359a \
+    --hash=sha256:c8b29db45f8fe46ad280a7294f5c3ec36dbac9491f2d1c17345be8e69cc5928f \
+    --hash=sha256:ce409136744f6521e39fd8e2a24c53fa18ad67aa5bc7c2cf83645cce5b5c4e50 \
+    --hash=sha256:d050b3361367a06d752db6ead6e7edeb0009be66bc3bae0ee9d97fb326badc2a \
+    --hash=sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b \
+    --hash=sha256:d9fad5155d72433c921b782e58892377c44bd6252b5af2f67f16b194987338a4 \
+    --hash=sha256:daa4ee5a243f0f20d528d939d06670a298dd39b1ad5f8a72a4275124a7819eff \
+    --hash=sha256:db0b55e0f3cc0be60c1f19efdde9a637c32740486004f20d1cff53c3c0ece4d2 \
+    --hash=sha256:e61659ba32cf2cf1481e575d0462554625196a1f2fc06a1c777d3f48e8865d46 \
+    --hash=sha256:ea3d8a3d18833cf4304cd2fc9cbb1efe188ca9b5efef2bdac7adc20594a0e46b \
+    --hash=sha256:ec6a563cff360b50eed26f13adc43e61bc0c04d94b8be985e6fb24b81f6dcfdf \
+    --hash=sha256:f5dfb42c4604dddc8e4305050aa6deb084540643ed5804d7455b5df8fe16f5e5 \
+    --hash=sha256:fa173ec60341d6bb97a89f5ea19c85c5643c1e7dedebc22f5181eb73573142c5 \
+    --hash=sha256:fa9db3f79de01457b03d4f01b34cf91bc0048eb2c3846ff26f66687c2f6d16ab \
+    --hash=sha256:fce659a462a1be54d2ffcacea5e3ba2d74daa74f30f5f143fe0c58636e355fdd \
+    --hash=sha256:ffee1f21e5ef0d712f9033568f8344d5da8cc2869dbd08d87c84656e6a2d2f68
+matplotlib==3.8.4 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:1c13f041a7178f9780fb61cc3a2b10423d5e125480e4be51beaf62b172413b67 \
+    --hash=sha256:232ce322bfd020a434caaffbd9a95333f7c2491e59cfc014041d95e38ab90d1c \
+    --hash=sha256:493e9f6aa5819156b58fce42b296ea31969f2aab71c5b680b4ea7a3cb5c07d94 \
+    --hash=sha256:50bac6e4d77e4262c4340d7a985c30912054745ec99756ce213bfbc3cb3808eb \
+    --hash=sha256:606e3b90897554c989b1e38a258c626d46c873523de432b1462f295db13de6f9 \
+    --hash=sha256:6209e5c9aaccc056e63b547a8152661324404dd92340a6e479b3a7f24b42a5d0 \
+    --hash=sha256:6485ac1f2e84676cff22e693eaa4fbed50ef5dc37173ce1f023daef4687df616 \
+    --hash=sha256:6addbd5b488aedb7f9bc19f91cd87ea476206f45d7116fcfe3d31416702a82fa \
+    --hash=sha256:72f9322712e4562e792b2961971891b9fbbb0e525011e09ea0d1f416c4645661 \
+    --hash=sha256:7a6769f58ce51791b4cb8b4d7642489df347697cd3e23d88266aaaee93b41d9a \
+    --hash=sha256:8080d5081a86e690d7688ffa542532e87f224c38a6ed71f8fbed34dd1d9fedae \
+    --hash=sha256:843cbde2f0946dadd8c5c11c6d91847abd18ec76859dc319362a0964493f0ba6 \
+    --hash=sha256:8aac397d5e9ec158960e31c381c5ffc52ddd52bd9a47717e2a694038167dffea \
+    --hash=sha256:8f65c9f002d281a6e904976007b2d46a1ee2bcea3a68a8c12dda24709ddc9106 \
+    --hash=sha256:90df07db7b599fe7035d2f74ab7e438b656528c68ba6bb59b7dc46af39ee48ef \
+    --hash=sha256:9bb0189011785ea794ee827b68777db3ca3f93f3e339ea4d920315a0e5a78d54 \
+    --hash=sha256:a0e47eda4eb2614300fc7bb4657fced3e83d6334d03da2173b09e447418d499f \
+    --hash=sha256:abc9d838f93583650c35eca41cfcec65b2e7cb50fd486da6f0c49b5e1ed23014 \
+    --hash=sha256:ac24233e8f2939ac4fd2919eed1e9c0871eac8057666070e94cbf0b33dd9c338 \
+    --hash=sha256:b12ba985837e4899b762b81f5b2845bd1a28f4fdd1a126d9ace64e9c4eb2fb25 \
+    --hash=sha256:b7a2a253d3b36d90c8993b4620183b55665a429da8357a4f621e78cd48b2b30b \
+    --hash=sha256:c7064120a59ce6f64103c9cefba8ffe6fba87f2c61d67c401186423c9a20fd35 \
+    --hash=sha256:c89ee9314ef48c72fe92ce55c4e95f2f39d70208f9f1d9db4e64079420d8d732 \
+    --hash=sha256:cc4ccdc64e3039fc303defd119658148f2349239871db72cd74e2eeaa9b80b71 \
+    --hash=sha256:ce1edd9f5383b504dbc26eeea404ed0a00656c526638129028b758fd43fc5f10 \
+    --hash=sha256:ecd79298550cba13a43c340581a3ec9c707bd895a6a061a78fa2524660482fc0 \
+    --hash=sha256:f51c4c869d4b60d769f7b4406eec39596648d9d70246428745a681c327a8ad30 \
+    --hash=sha256:fb44f53af0a62dc80bba4443d9b27f2fde6acfdac281d95bc872dc148a6509cc
+mdurl==0.1.2 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
+    --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
 numpy==1.26.4 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b \
     --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818 \
@@ -38,6 +489,56 @@ numpy==1.26.4 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef \
     --hash=sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3 \
     --hash=sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f
+orjson==3.10.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:115498c4ad34188dcb73464e8dc80e490a3e5e88a925907b6fedcf20e545001a \
+    --hash=sha256:13b5d3c795b09a466ec9fcf0bd3ad7b85467d91a60113885df7b8d639a9d374b \
+    --hash=sha256:175a41500ebb2fdf320bf78e8b9a75a1279525b62ba400b2b2444e274c2c8bee \
+    --hash=sha256:1897aa25a944cec774ce4a0e1c8e98fb50523e97366c637b7d0cddabc42e6643 \
+    --hash=sha256:1bef1050b1bdc9ea6c0d08468e3e61c9386723633b397e50b82fda37b3563d72 \
+    --hash=sha256:1de3fd5c7b208d836f8ecb4526995f0d5877153a4f6f12f3e9bf11e49357de98 \
+    --hash=sha256:22c2f7e377ac757bd3476ecb7480c8ed79d98ef89648f0176deb1da5cd014eb7 \
+    --hash=sha256:237ba922aef472761acd697eef77fef4831ab769a42e83c04ac91e9f9e08fa0e \
+    --hash=sha256:23c12bb4ced1c3308eff7ba5c63ef8f0edb3e4c43c026440247dd6c1c61cea4b \
+    --hash=sha256:30707e646080dd3c791f22ce7e4a2fc2438765408547c10510f1f690bd336217 \
+    --hash=sha256:30d795a24be16c03dca0c35ca8f9c8eaaa51e3342f2c162d327bd0225118794a \
+    --hash=sha256:33e6655a2542195d6fd9f850b428926559dee382f7a862dae92ca97fea03a5ad \
+    --hash=sha256:400c5b7c4222cb27b5059adf1fb12302eebcabf1978f33d0824aa5277ca899bd \
+    --hash=sha256:414e5293b82373606acf0d66313aecb52d9c8c2404b1900683eb32c3d042dbd7 \
+    --hash=sha256:4251964db47ef090c462a2d909f16c7c7d5fe68e341dabce6702879ec26d1134 \
+    --hash=sha256:4329c1d24fd130ee377e32a72dc54a3c251e6706fccd9a2ecb91b3606fddd998 \
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+    --hash=sha256:57d017863ec8aa4589be30a328dacd13c2dc49de1c170bc8d8c8a98ece0f2925 \
+    --hash=sha256:5d42768db6f2ce0162544845facb7c081e9364a5eb6d2ef06cd17f6050b048d8 \
+    --hash=sha256:5dcb32e949eae80fb335e63b90e5808b4b0f64e31476b3777707416b41682db5 \
+    --hash=sha256:60c0b1bdbccd959ebd1575bd0147bd5e10fc76f26216188be4a36b691c937077 \
+    --hash=sha256:658ca5cee3379dd3d37dbacd43d42c1b4feee99a29d847ef27a1cb18abdfb23f \
+    --hash=sha256:6735dd4a5a7b6df00a87d1d7a02b84b54d215fb7adac50dd24da5997ffb4798d \
+    --hash=sha256:73bbbdc43d520204d9ef0817ac03fa49c103c7f9ea94f410d2950755be2c349c \
+    --hash=sha256:8acd4b82a5f3a3ec8b1dc83452941d22b4711964c34727eb1e65449eead353ca \
+    --hash=sha256:90bfc137c75c31d32308fd61951d424424426ddc39a40e367704661a9ee97095 \
+    --hash=sha256:9587053e0cefc284e4d1cd113c34468b7d3f17666d22b185ea654f0775316a26 \
+    --hash=sha256:98c1bfc6a9bec52bc8f0ab9b86cc0874b0299fccef3562b793c1576cf3abb570 \
+    --hash=sha256:9bf565a69e0082ea348c5657401acec3cbbb31564d89afebaee884614fba36b4 \
+    --hash=sha256:aa7d507c7493252c0a0264b5cc7e20fa2f8622b8a83b04d819b5ce32c97cf57b \
+    --hash=sha256:ade1e21dfde1d37feee8cf6464c20a2f41fa46c8bcd5251e761903e46102dc6b \
+    --hash=sha256:b2d014cf8d4dc9f03fc9f870de191a49a03b1bcda51f2a957943fb9fafe55aac \
+    --hash=sha256:b6ebc17cfbbf741f5c1a888d1854354536f63d84bee537c9a7c0335791bb9009 \
+    --hash=sha256:b98345529bafe3c06c09996b303fc0a21961820d634409b8639bc16bd4f21b63 \
+    --hash=sha256:ba4d8cac5f2e2cff36bea6b6481cdb92b38c202bcec603d6f5ff91960595a1ed \
+    --hash=sha256:c4f60db24161534764277f798ef53b9d3063092f6d23f8f962b4a97edfa997a0 \
+    --hash=sha256:c90681333619d78360d13840c7235fdaf01b2b129cb3a4f1647783b1971542b6 \
+    --hash=sha256:cd583341218826f48bd7c6ebf3310b4126216920853cbc471e8dbeaf07b0b80e \
+    --hash=sha256:d16c6963ddf3b28c0d461641517cd312ad6b3cf303d8b87d5ef3fa59d6844337 \
+    --hash=sha256:d2817877d0b69f78f146ab305c5975d0618df41acf8811249ee64231f5953fee \
+    --hash=sha256:e286a51def6626f1e0cc134ba2067dcf14f7f4b9550f6dd4535fd9d79000040b \
+    --hash=sha256:e62ba42bfe64c60c1bc84799944f80704e996592c6b9e14789c8e2a303279912 \
+    --hash=sha256:eadecaa16d9783affca33597781328e4981b048615c2ddc31c47a51b833d6319 \
+    --hash=sha256:ef0f19fdfb6553342b1882f438afd53c7cb7aea57894c4490c43e4431739c700 \
+    --hash=sha256:f93e33f67729d460a177ba285002035d3f11425ed3cebac5f6ded4ef36b28344 \
+    --hash=sha256:feaed5bb09877dc27ed0d37f037ddef6cb76d19aa34b108db270d27d3d2ef747
+packaging==24.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5 \
+    --hash=sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9
 pandas==2.2.1 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:04f6ec3baec203c13e3f8b139fb0f9f86cd8c0b94603ae3ae8ce9a422e9f5bee \
     --hash=sha256:06cf591dbaefb6da9de8472535b185cba556d0ce2e6ed28e21d919704fef1a9e \
@@ -68,12 +569,356 @@ pandas==2.2.1 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:f02a3a6c83df4026e55b63c1f06476c9aa3ed6af3d89b4f04ea656ccdaaaa359 \
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     --hash=sha256:f9d3558d263073ed95e46f4650becff0c5e1ffe0fc3a015de3c79283dfbdb3df
+pillow==10.3.0 ; python_version >= "3.11" and python_version < "4.0" \
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+pydantic-core==2.16.3 ; python_version >= "3.11" and python_version < "4.0" \
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+    --hash=sha256:e56f8186d6210ac7ece503193ec84104da7ceb98f68ce18c07282fcc2452e76f \
+    --hash=sha256:e7774b570e61cb998490c5235740d475413a1f6de823169b4cf94e2fe9e9f6b2 \
+    --hash=sha256:e7c6ed0dc9d8e65f24f5824291550139fe6f37fac03788d4580da0d33bc00c97 \
+    --hash=sha256:ec08be75bb268473677edb83ba71e7e74b43c008e4a7b1907c6d57e940bf34b6 \
+    --hash=sha256:ecdf6bf5f578615f2e985a5e1f6572e23aa632c4bd1dc67f8f406d445ac115ed \
+    --hash=sha256:ed25e1835c00a332cb10c683cd39da96a719ab1dfc08427d476bce41b92531fc \
+    --hash=sha256:f4cb85f693044e0f71f394ff76c98ddc1bc0953e48c061725e540396d5c8a2e1 \
+    --hash=sha256:f53aace168a2a10582e570b7736cc5bef12cae9cf21775e3eafac597e8551fbe \
+    --hash=sha256:f651dd19363c632f4abe3480a7c87a9773be27cfe1341aef06e8759599454120 \
+    --hash=sha256:fc4ad7f7ee1a13d9cb49d8198cd7d7e3aa93e425f371a68235f784e99741561f \
+    --hash=sha256:fee427241c2d9fb7192b658190f9f5fd6dfe41e02f3c1489d2ec1e6a5ab1e04a
+pydantic==2.6.4 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:b1704e0847db01817624a6b86766967f552dd9dbf3afba4004409f908dcc84e6 \
+    --hash=sha256:cc46fce86607580867bdc3361ad462bab9c222ef042d3da86f2fb333e1d916c5
+pydub==0.25.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6 \
+    --hash=sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f
+pygments==2.17.2 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c \
+    --hash=sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367
+pyparsing==3.1.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad \
+    --hash=sha256:f9db75911801ed778fe61bb643079ff86601aca99fcae6345aa67292038fb742
 python-dateutil==2.9.0.post0 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+python-multipart==0.0.9 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:03f54688c663f1b7977105f021043b0793151e4cb1c1a9d4a11fc13d622c4026 \
+    --hash=sha256:97ca7b8ea7b05f977dc3849c3ba99d51689822fab725c3703af7c866a0c2b215
 pytz==2024.1 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812 \
     --hash=sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319
+pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5 \
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+    --hash=sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c \
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+    --hash=sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d \
+    --hash=sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f
+referencing==0.34.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:5773bd84ef41799a5a8ca72dc34590c041eb01bf9aa02632b4a973fb0181a844 \
+    --hash=sha256:d53ae300ceddd3169f1ffa9caf2cb7b769e92657e4fafb23d34b93679116dfd4
+requests==2.31.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f \
+    --hash=sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1
+rich==13.7.1 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:4edbae314f59eb482f54e9e30bf00d33350aaa94f4bfcd4e9e3110e64d0d7222 \
+    --hash=sha256:9be308cb1fe2f1f57d67ce99e95af38a1e2bc71ad9813b0e247cf7ffbcc3a432
+rpds-py==0.18.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:01e36a39af54a30f28b73096dd39b6802eddd04c90dbe161c1b8dbe22353189f \
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+    --hash=sha256:b316144e85316da2723f9d8dc75bada12fa58489a527091fa1d5a612643d1a0e \
+    --hash=sha256:b34ae4636dfc4e76a438ab826a0d1eed2589ca7d9a1b2d5bb546978ac6485461 \
+    --hash=sha256:b34b7aa8b261c1dbf7720b5d6f01f38243e9b9daf7e6b8bc1fd4657000062f2c \
+    --hash=sha256:bc362ee4e314870a70f4ae88772d72d877246537d9f8cb8f7eacf10884862432 \
+    --hash=sha256:bed88b9a458e354014d662d47e7a5baafd7ff81c780fd91584a10d6ec842cb73 \
+    --hash=sha256:c0013fe6b46aa496a6749c77e00a3eb07952832ad6166bd481c74bda0dcb6d58 \
+    --hash=sha256:c0b5dcf9193625afd8ecc92312d6ed78781c46ecbf39af9ad4681fc9f464af88 \
+    --hash=sha256:c4325ff0442a12113a6379af66978c3fe562f846763287ef66bdc1d57925d337 \
+    --hash=sha256:c463ed05f9dfb9baebef68048aed8dcdc94411e4bf3d33a39ba97e271624f8f7 \
+    --hash=sha256:c8362467a0fdeccd47935f22c256bec5e6abe543bf0d66e3d3d57a8fb5731863 \
+    --hash=sha256:cd5bf1af8efe569654bbef5a3e0a56eca45f87cfcffab31dd8dde70da5982475 \
+    --hash=sha256:cf1ea2e34868f6fbf070e1af291c8180480310173de0b0c43fc38a02929fc0e3 \
+    --hash=sha256:d62dec4976954a23d7f91f2f4530852b0c7608116c257833922a896101336c51 \
+    --hash=sha256:d68c93e381010662ab873fea609bf6c0f428b6d0bb00f2c6939782e0818d37bf \
+    --hash=sha256:d7c36232a90d4755b720fbd76739d8891732b18cf240a9c645d75f00639a9024 \
+    --hash=sha256:dd18772815d5f008fa03d2b9a681ae38d5ae9f0e599f7dda233c439fcaa00d40 \
+    --hash=sha256:ddc2f4dfd396c7bfa18e6ce371cba60e4cf9d2e5cdb71376aa2da264605b60b9 \
+    --hash=sha256:e003b002ec72c8d5a3e3da2989c7d6065b47d9eaa70cd8808b5384fbb970f4ec \
+    --hash=sha256:e32a92116d4f2a80b629778280103d2a510a5b3f6314ceccd6e38006b5e92dcb \
+    --hash=sha256:e4461d0f003a0aa9be2bdd1b798a041f177189c1a0f7619fe8c95ad08d9a45d7 \
+    --hash=sha256:e541ec6f2ec456934fd279a3120f856cd0aedd209fc3852eca563f81738f6861 \
+    --hash=sha256:e546e768d08ad55b20b11dbb78a745151acbd938f8f00d0cfbabe8b0199b9880 \
+    --hash=sha256:ea7d4a99f3b38c37eac212dbd6ec42b7a5ec51e2c74b5d3223e43c811609e65f \
+    --hash=sha256:ed4eb745efbff0a8e9587d22a84be94a5eb7d2d99c02dacf7bd0911713ed14dd \
+    --hash=sha256:f8a2f084546cc59ea99fda8e070be2fd140c3092dc11524a71aa8f0f3d5a55ca \
+    --hash=sha256:fcb25daa9219b4cf3a0ab24b0eb9a5cc8949ed4dc72acb8fa16b7e1681aa3c58 \
+    --hash=sha256:fdea4952db2793c4ad0bdccd27c1d8fdd1423a92f04598bc39425bcc2b8ee46e
+ruff==0.3.5 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:122de171a147c76ada00f76df533b54676f6e321e61bd8656ae54be326c10296 \
+    --hash=sha256:3a05f3793ba25f194f395578579c546ca5d83e0195f992edc32e5907d142bfa3 \
+    --hash=sha256:5e55771559c89272c3ebab23326dc23e7f813e492052391fe7950c1a5a139d89 \
+    --hash=sha256:712e71283fc7d9f95047ed5f793bc019b0b0a29849b14664a60fd66c23b96da1 \
+    --hash=sha256:87258e0d4b04046cf1d6cc1c56fadbf7a880cc3de1f7294938e923234cf9e498 \
+    --hash=sha256:89b1e92b3bd9fca249153a97d23f29bed3992cff414b222fcd361d763fc53f12 \
+    --hash=sha256:9d8605aa990045517c911726d21293ef4baa64f87265896e491a05461cae078d \
+    --hash=sha256:a067daaeb1dc2baf9b82a32dae67d154d95212080c80435eb052d95da647763d \
+    --hash=sha256:a532a90b4a18d3f722c124c513ffb5e5eaff0cc4f6d3aa4bda38e691b8600c9f \
+    --hash=sha256:a759d33a20c72f2dfa54dae6e85e1225b8e302e8ac655773aff22e542a300985 \
+    --hash=sha256:a7b6e63194c68bca8e71f81de30cfa6f58ff70393cf45aab4c20f158227d5936 \
+    --hash=sha256:aef5bd3b89e657007e1be6b16553c8813b221ff6d92c7526b7e0227450981eac \
+    --hash=sha256:d80a6b18a6c3b6ed25b71b05eba183f37d9bc8b16ace9e3d700997f00b74660b \
+    --hash=sha256:dabc62195bf54b8a7876add6e789caae0268f34582333cda340497c886111c39 \
+    --hash=sha256:dc56bb16a63c1303bd47563c60482a1512721053d93231cf7e9e1c6954395a0e \
+    --hash=sha256:dfd3504e881082959b4160ab02f7a205f0fadc0a9619cc481982b6837b2fd4c0 \
+    --hash=sha256:faeeae9905446b975dcf6d4499dc93439b131f1443ee264055c5716dd947af55
 scikit-learn==1.4.1.post1 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:0df87de9ce1c0140f2818beef310fb2e2afdc1e66fc9ad587965577f17733649 \
     --hash=sha256:14e4c88436ac96bf69eb6d746ac76a574c314a23c6961b7d344b38877f20fee1 \
@@ -122,12 +967,116 @@ scipy==1.13.0 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:ba419578ab343a4e0a77c0ef82f088238a93eef141b2b8017e46149776dfad4d \
     --hash=sha256:d0de696f589681c2802f9090fff730c218f7c51ff49bf252b6a97ec4a5d19e8b \
     --hash=sha256:dcbb9ea49b0167de4167c40eeee6e167caeef11effb0670b554d10b1e693a8b9
+semantic-version==2.10.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
+    --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
+shellingham==1.5.4 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
+    --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
 six==1.16.0 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
     --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
+sniffio==1.3.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
+    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+starlette==0.37.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:6fe59f29268538e5d0d182f2791a479a0c64638e6935d1c6989e63fb2699c6ee \
+    --hash=sha256:9af890290133b79fc3db55474ade20f6220a364a0402e0b556e7cd5e1e093823
 threadpoolctl==3.4.0 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:8f4c689a65b23e5ed825c8436a92b818aac005e0f3715f6a1664d7c7ee29d262 \
     --hash=sha256:f11b491a03661d6dd7ef692dd422ab34185d982466c49c8f98c8f716b5c93196
+tomlkit==0.12.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:01f0477981119c7d8ee0f67ebe0297a7c95b14cf9f4b102b45486deb77018716 \
+    --hash=sha256:926f1f37a1587c7a4f6c7484dae538f1345d96d793d9adab5d3675957b1d0766
+toolz==0.12.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:d22731364c07d72eea0a0ad45bafb2c2937ab6fd38a3507bf55eae8744aa7d85 \
+    --hash=sha256:ecca342664893f177a13dac0e6b41cbd8ac25a358e5f215316d43e2100224f4d
+tqdm==4.66.2 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9 \
+    --hash=sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531
+typer[all]==0.12.1 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:43ebb23c8a358c3d623e31064359a65f50229d0bf73ae8dfd203f49d9126ae06 \
+    --hash=sha256:72d218ef3c686aed9c6ff3ca25b238aee0474a1628b29c559b18b634cfdeca88
+typing-extensions==4.11.0 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0 \
+    --hash=sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a
 tzdata==2024.1 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd \
     --hash=sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252
+urllib3==2.2.1 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d \
+    --hash=sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19
+uvicorn==0.29.0 ; python_version >= "3.11" and python_version < "4.0" and sys_platform != "emscripten" \
+    --hash=sha256:2c2aac7ff4f4365c206fd773a39bf4ebd1047c238f8b8268ad996829323473de \
+    --hash=sha256:6a69214c0b6a087462412670b3ef21224fa48cae0e452b5883e8e8bdfdd11dd0
+websockets==11.0.3 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:01f5567d9cf6f502d655151645d4e8b72b453413d3819d2b6f1185abc23e82dd \
+    --hash=sha256:03aae4edc0b1c68498f41a6772d80ac7c1e33c06c6ffa2ac1c27a07653e79d6f \
+    --hash=sha256:0ac56b661e60edd453585f4bd68eb6a29ae25b5184fd5ba51e97652580458998 \
+    --hash=sha256:0ee68fe502f9031f19d495dae2c268830df2760c0524cbac5d759921ba8c8e82 \
+    --hash=sha256:1553cb82942b2a74dd9b15a018dce645d4e68674de2ca31ff13ebc2d9f283788 \
+    --hash=sha256:1a073fc9ab1c8aff37c99f11f1641e16da517770e31a37265d2755282a5d28aa \
+    --hash=sha256:1d2256283fa4b7f4c7d7d3e84dc2ece74d341bce57d5b9bf385df109c2a1a82f \
+    --hash=sha256:1d5023a4b6a5b183dc838808087033ec5df77580485fc533e7dab2567851b0a4 \
+    --hash=sha256:1fdf26fa8a6a592f8f9235285b8affa72748dc12e964a5518c6c5e8f916716f7 \
+    --hash=sha256:2529338a6ff0eb0b50c7be33dc3d0e456381157a31eefc561771ee431134a97f \
+    --hash=sha256:279e5de4671e79a9ac877427f4ac4ce93751b8823f276b681d04b2156713b9dd \
+    --hash=sha256:2d903ad4419f5b472de90cd2d40384573b25da71e33519a67797de17ef849b69 \
+    --hash=sha256:332d126167ddddec94597c2365537baf9ff62dfcc9db4266f263d455f2f031cb \
+    --hash=sha256:34fd59a4ac42dff6d4681d8843217137f6bc85ed29722f2f7222bd619d15e95b \
+    --hash=sha256:3580dd9c1ad0701169e4d6fc41e878ffe05e6bdcaf3c412f9d559389d0c9e016 \
+    --hash=sha256:3ccc8a0c387629aec40f2fc9fdcb4b9d5431954f934da3eaf16cdc94f67dbfac \
+    --hash=sha256:41f696ba95cd92dc047e46b41b26dd24518384749ed0d99bea0a941ca87404c4 \
+    --hash=sha256:42cc5452a54a8e46a032521d7365da775823e21bfba2895fb7b77633cce031bb \
+    --hash=sha256:4841ed00f1026dfbced6fca7d963c4e7043aa832648671b5138008dc5a8f6d99 \
+    --hash=sha256:4b253869ea05a5a073ebfdcb5cb3b0266a57c3764cf6fe114e4cd90f4bfa5f5e \
+    --hash=sha256:54c6e5b3d3a8936a4ab6870d46bdd6ec500ad62bde9e44462c32d18f1e9a8e54 \
+    --hash=sha256:619d9f06372b3a42bc29d0cd0354c9bb9fb39c2cbc1a9c5025b4538738dbffaf \
+    --hash=sha256:6505c1b31274723ccaf5f515c1824a4ad2f0d191cec942666b3d0f3aa4cb4007 \
+    --hash=sha256:660e2d9068d2bedc0912af508f30bbeb505bbbf9774d98def45f68278cea20d3 \
+    --hash=sha256:6681ba9e7f8f3b19440921e99efbb40fc89f26cd71bf539e45d8c8a25c976dc6 \
+    --hash=sha256:68b977f21ce443d6d378dbd5ca38621755f2063d6fdb3335bda981d552cfff86 \
+    --hash=sha256:69269f3a0b472e91125b503d3c0b3566bda26da0a3261c49f0027eb6075086d1 \
+    --hash=sha256:6f1a3f10f836fab6ca6efa97bb952300b20ae56b409414ca85bff2ad241d2a61 \
+    --hash=sha256:7622a89d696fc87af8e8d280d9b421db5133ef5b29d3f7a1ce9f1a7bf7fcfa11 \
+    --hash=sha256:777354ee16f02f643a4c7f2b3eff8027a33c9861edc691a2003531f5da4f6bc8 \
+    --hash=sha256:84d27a4832cc1a0ee07cdcf2b0629a8a72db73f4cf6de6f0904f6661227f256f \
+    --hash=sha256:8531fdcad636d82c517b26a448dcfe62f720e1922b33c81ce695d0edb91eb931 \
+    --hash=sha256:86d2a77fd490ae3ff6fae1c6ceaecad063d3cc2320b44377efdde79880e11526 \
+    --hash=sha256:88fc51d9a26b10fc331be344f1781224a375b78488fc343620184e95a4b27016 \
+    --hash=sha256:8a34e13a62a59c871064dfd8ffb150867e54291e46d4a7cf11d02c94a5275bae \
+    --hash=sha256:8c82f11964f010053e13daafdc7154ce7385ecc538989a354ccc7067fd7028fd \
+    --hash=sha256:92b2065d642bf8c0a82d59e59053dd2fdde64d4ed44efe4870fa816c1232647b \
+    --hash=sha256:97b52894d948d2f6ea480171a27122d77af14ced35f62e5c892ca2fae9344311 \
+    --hash=sha256:9d9acd80072abcc98bd2c86c3c9cd4ac2347b5a5a0cae7ed5c0ee5675f86d9af \
+    --hash=sha256:9f59a3c656fef341a99e3d63189852be7084c0e54b75734cde571182c087b152 \
+    --hash=sha256:aa5003845cdd21ac0dc6c9bf661c5beddd01116f6eb9eb3c8e272353d45b3288 \
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+    --hash=sha256:b30c6590146e53149f04e85a6e4fcae068df4289e31e4aee1fdf56a0dead8f97 \
+    --hash=sha256:b58cbf0697721120866820b89f93659abc31c1e876bf20d0b3d03cef14faf84d \
+    --hash=sha256:b67c6f5e5a401fc56394f191f00f9b3811fe843ee93f4a70df3c389d1adf857d \
+    --hash=sha256:bceab846bac555aff6427d060f2fcfff71042dba6f5fca7dc4f75cac815e57ca \
+    --hash=sha256:bee9fcb41db2a23bed96c6b6ead6489702c12334ea20a297aa095ce6d31370d0 \
+    --hash=sha256:c114e8da9b475739dde229fd3bc6b05a6537a88a578358bc8eb29b4030fac9c9 \
+    --hash=sha256:c1f0524f203e3bd35149f12157438f406eff2e4fb30f71221c8a5eceb3617b6b \
+    --hash=sha256:c792ea4eabc0159535608fc5658a74d1a81020eb35195dd63214dcf07556f67e \
+    --hash=sha256:c7f3cb904cce8e1be667c7e6fef4516b98d1a6a0635a58a57528d577ac18a128 \
+    --hash=sha256:d67ac60a307f760c6e65dad586f556dde58e683fab03323221a4e530ead6f74d \
+    --hash=sha256:dcacf2c7a6c3a84e720d1bb2b543c675bf6c40e460300b628bab1b1efc7c034c \
+    --hash=sha256:de36fe9c02995c7e6ae6efe2e205816f5f00c22fd1fbf343d4d18c3d5ceac2f5 \
+    --hash=sha256:def07915168ac8f7853812cc593c71185a16216e9e4fa886358a17ed0fd9fcf6 \
+    --hash=sha256:df41b9bc27c2c25b486bae7cf42fccdc52ff181c8c387bfd026624a491c2671b \
+    --hash=sha256:e052b8467dd07d4943936009f46ae5ce7b908ddcac3fda581656b1b19c083d9b \
+    --hash=sha256:e063b1865974611313a3849d43f2c3f5368093691349cf3c7c8f8f75ad7cb280 \
+    --hash=sha256:e1459677e5d12be8bbc7584c35b992eea142911a6236a3278b9b5ce3326f282c \
+    --hash=sha256:e1a99a7a71631f0efe727c10edfba09ea6bee4166a6f9c19aafb6c0b5917d09c \
+    --hash=sha256:e590228200fcfc7e9109509e4d9125eace2042fd52b595dd22bbc34bb282307f \
+    --hash=sha256:e6316827e3e79b7b8e7d8e3b08f4e331af91a48e794d5d8b099928b6f0b85f20 \
+    --hash=sha256:e7837cb169eca3b3ae94cc5787c4fed99eef74c0ab9506756eea335e0d6f3ed8 \
+    --hash=sha256:e848f46a58b9fcf3d06061d17be388caf70ea5b8cc3466251963c8345e13f7eb \
+    --hash=sha256:ed058398f55163a79bb9f06a90ef9ccc063b204bb346c4de78efc5d15abfe602 \
+    --hash=sha256:f2e58f2c36cc52d41f2659e4c0cbf7353e28c8c9e63e30d8c6d3494dc9fdedcf \
+    --hash=sha256:f467ba0050b7de85016b43f5a22b46383ef004c4f672148a8abf32bc999a87f0 \
+    --hash=sha256:f61bdb1df43dc9c131791fbc2355535f9024b9a04398d3bd0684fc16ab07df74 \
+    --hash=sha256:fb06eea71a00a7af0ae6aefbb932fb8a7df3cb390cc217d51a9ad7343de1b8d0 \
+    --hash=sha256:ffd7dcaf744f25f82190856bc26ed81721508fc5cbf2a330751e135ff1283564