From d6daa0d1eeabab4360db731a3c07f648cea78abd Mon Sep 17 00:00:00 2001
From: psamanoelton <psamano@griddynamics.com>
Date: Tue, 3 Feb 2026 11:31:08 -0600
Subject: [PATCH 1/4] TF 2.18 support

---
 WORKSPACE                                     |  20 +-
 release/setup.py                              |  32 +-
 requirements.in                               |   9 +-
 requirements.txt                              | 489 +++++++++++++-----
 tensorflow_quantum/__init__.py                |   2 +-
 .../differentiators/linear_combination.py     |  11 +-
 third_party/local_config_cuda/WORKSPACE       |   1 +
 .../local_config_cuda/cuda/BUILD.bazel        |   4 +
 .../local_config_cuda/cuda/build_defs.bzl     |  11 +
 third_party/pypi_wheel/BUILD.bazel            |  13 +
 third_party/pypi_wheel/WORKSPACE              |   1 +
 11 files changed, 443 insertions(+), 150 deletions(-)
 create mode 100644 third_party/local_config_cuda/WORKSPACE
 create mode 100644 third_party/local_config_cuda/cuda/BUILD.bazel
 create mode 100644 third_party/local_config_cuda/cuda/build_defs.bzl
 create mode 100644 third_party/pypi_wheel/BUILD.bazel
 create mode 100644 third_party/pypi_wheel/WORKSPACE

diff --git a/WORKSPACE b/WORKSPACE
index bafb694a6..be8a6f2ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -8,6 +8,16 @@ local_repository(
     path = "third_party/pypi_setuptools",
 )
 
+local_repository(
+    name = "pypi_wheel",
+    path = "third_party/pypi_wheel",
+)
+
+local_repository(
+    name = "local_config_cuda",
+    path = "third_party/local_config_cuda",
+)
+
 # TensorFlow's .bzl files, loaded later in this file, also load rules_python
 # but we need a slightly newer version that is still compatible with TF's.
 http_archive(
@@ -47,11 +57,11 @@ install_deps()
 # Eigen commit used by TensorFlow / TFQ.
 # This commit corresponds to Eigen version 3.4.90
 # (verified via Eigen/src/Core/util/Macros.h).
-EIGEN_COMMIT = "c1d637433e3b3f9012b226c2c9125c494b470ae6"
+EIGEN_COMMIT = "33d0937c6bdf5ec999939fb17f2a553183d14a74"
 
 http_archive(
     name = "eigen",
-    sha256 = "0992b93a590c39e196a9efdb5b4919fbf3fb485e7e656c6a87b21ddadb7f6ad2",
+    sha256 = "1f4babf536ce8fc2129dbf92ff3be54cd18ffb2171e9eb40edd00f0a045a54fa",
     build_file_content = """
 cc_library(
   name = "eigen3",
@@ -79,9 +89,9 @@ http_archive(
 
 http_archive(
     name = "org_tensorflow",
-    sha256 = "75d63eab5c4b41a831e39e2e3795e1f9dcc247e8fcca11bf3f3e1a6ac35e55d0",
-    strip_prefix = "tensorflow-2.17.1",
-    urls = ["https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.17.1.zip"],
+    sha256 = "f73e6d838b388c7b4d1ef88d1422a35bb5532644117a472fb0fee28a2215176c",
+    strip_prefix = "tensorflow-2.18.1",
+    urls = ["https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.18.1.zip"],
 )
 
 
diff --git a/release/setup.py b/release/setup.py
index bd12bcfec..26472c5be 100644
--- a/release/setup.py
+++ b/release/setup.py
@@ -31,7 +31,7 @@
 from setuptools.command.install import install
 from setuptools.dist import Distribution
 
-CUR_VERSION = "0.7.6"
+CUR_VERSION = "0.7.7"
 
 DOCLINES = __doc__.split("\n")
 
@@ -46,31 +46,35 @@ def finalize_options(self):
 
 
 REQUIRED_PACKAGES = [
-    "cirq-core==1.3.0",
-    "cirq-google==1.3.0",
+    "cirq-core==1.5.0",
+    "cirq-google==1.5.0",
     "sympy==1.14",
-    "tf-keras~=2.17.0",
+    "tf-keras>=2.18,<2.19",
     # The following are transitive dependencies that need to be constrained to
     # avoid incompatible versions or because some (e.g., contourpy 1.3.3)
     # require Python 3.11+ and we want to maintain Python 3.9 compatibility.
     # TODO: revisit after we reach compatibility with TensorFlow 2.19+.
-    "contourpy<=1.3.2",
-    "h5py==3.10.0",
-    "importlib_metadata<5",
-    "jax<=0.5",
-    "matplotlib<3.10",
-    "numpy<2.0",
-    "scipy<=1.12.0",
+    "contourpy>=1.3.2,<1.3.3",
+    "h5py>=3.15.1,<4",
+    "importlib_metadata>=8.7.1,<9; python_version<'3.12'",
+    "jax>=0.5,<0.6",
+    "jaxlib>=0.5,<0.6",
+    "matplotlib>=3.10.8,<3.11",
+    "numpy>=2,<3",
+
+    # SciPy compatible with py310 + numpy2;
+    "scipy>=1.15.3,<2",
+
     # The following makes it easier to get the right version on Colab. Once
     # TFQ works with the latest version of TF, this may become unnecessary.
-    "protobuf==4.25.8",
+    "protobuf>=4.25.8,<5",
 ]
 
 # TF requirement is placed as an extras to avoid overwriting existing nightly TF
 # installations. Users can run "pip install tensorflow-quantum[and-tensorflow]"
 # to get everything in one go (or "pip install tensorflow tensorflow-quantum").
 EXTRA_PACKAGES = {}
-EXTRA_PACKAGES["and-tensorflow"] = ["tensorflow>=2.17,<2.18"]
+EXTRA_PACKAGES["and-tensorflow"] = ["tensorflow>=2.18,<2.19"]
 # "extras" was used before 0.7.4. Prefer "and-tensorflow" in 0.7.4+.
 EXTRA_PACKAGES["extras"] = EXTRA_PACKAGES["and-tensorflow"]
 # Add an alias in case people type an underscore instead of a dash.
@@ -106,7 +110,7 @@ def has_ext_modules(self):
     author_email="tensorflow-quantum-team@google.com",
     url="https://github.com/tensorflow/quantum/",
     packages=find_packages(),
-    python_requires='>=3.9',
+    python_requires='>=3.10',
     install_requires=REQUIRED_PACKAGES,
     extras_require=EXTRA_PACKAGES,
     include_package_data=True,
diff --git a/requirements.in b/requirements.in
index 50b5a02b4..830caf56f 100644
--- a/requirements.in
+++ b/requirements.in
@@ -16,16 +16,17 @@
 # Core development requirements for TensorFlow Quantum. This file is processed
 # by pip-compile (from pip-tools) to produce requirements.txt using the script
 # scripts/generate_requirements.sh.
-cirq-core~=1.3.0
-cirq-google~=1.3.0
-tensorflow>=2.17,<2.18
+cirq-core~=1.5.0
+cirq-google~=1.5.0
+tensorflow>=2.18,<2.19
 keras==3.12.0
-tf-keras~=2.17.0
+tf-keras~=2.18.0
 setuptools==75.0.0
 wheel==0.46.2
 contourpy<=1.3.2
 networkx<=3.4.2
 scipy==1.15.3
+numpy>=2.0.0,<3
 
 # TODO: the next ones are not truly core requirements. A better place should be
 # found for them (long with others needed by scripts/*). They're here as a
diff --git a/requirements.txt b/requirements.txt
index 1fdfb7fb1..f1192670e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,9 +4,9 @@
 #
 #    pip-compile --generate-hashes --output-file=requirements.txt requirements.in
 #
-absl-py==2.3.1 \
-    --hash=sha256:a97820526f7fbfd2ec1bce83f3f25e3a14840dac0d8e02a0b71cd75db3f77fc9 \
-    --hash=sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d
+absl-py==2.4.0 \
+    --hash=sha256:88476fd881ca8aab94ffa78b7b6c632a782ab3ba1cd19c9bd423abc4fb4cd28d \
+    --hash=sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4
     # via
     #   keras
     #   tensorboard
@@ -28,12 +28,100 @@ attrs==25.4.0 \
     --hash=sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11 \
     --hash=sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373
     # via
+    #   cirq-core
     #   jsonschema
     #   referencing
+    #   typedunits
 certifi==2026.1.4 \
     --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c \
     --hash=sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120
     # via requests
+cffi==2.0.0 \
+    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
+    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
+    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
+    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
+    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
+    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
+    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
+    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
+    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
+    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
+    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
+    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
+    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
+    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
+    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
+    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
+    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
+    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
+    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
+    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
+    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
+    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
+    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
+    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
+    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
+    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
+    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
+    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
+    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
+    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
+    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
+    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
+    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
+    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
+    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
+    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
+    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
+    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
+    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
+    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
+    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
+    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
+    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
+    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
+    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
+    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
+    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
+    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
+    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
+    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
+    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
+    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
+    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
+    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
+    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
+    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
+    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
+    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
+    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
+    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
+    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
+    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
+    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
+    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
+    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
+    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
+    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
+    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
+    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
+    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
+    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
+    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
+    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
+    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
+    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
+    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
+    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
+    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
+    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
+    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
+    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
+    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
+    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
+    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+    # via cryptography
 charset-normalizer==3.4.4 \
     --hash=sha256:027f6de494925c0ab2a55eab46ae5129951638a49a34d87f4c3eda90f696b4ad \
     --hash=sha256:077fbb858e903c73f6c9db43374fd213b0b6a778106bc7032446a8e8b5b38b93 \
@@ -149,13 +237,13 @@ charset-normalizer==3.4.4 \
     --hash=sha256:faa3a41b2b66b6e50f84ae4a68c64fcd0c44355741c6374813a800cd6695db9e \
     --hash=sha256:fd44c878ea55ba351104cb93cc85e74916eb8fa440ca7903e57575e97394f608
     # via requests
-cirq-core==1.3.0 \
-    --hash=sha256:d46771ddf4adb0867d3fb6da8c4484b73bada5bfaa58c19e2444aa8838270fd9
+cirq-core==1.5.0 \
+    --hash=sha256:104a574c766011c979e897f0fb5e90eb69a2b58ec1dc389a73495e63124923d0
     # via
     #   -r requirements.in
     #   cirq-google
-cirq-google==1.3.0 \
-    --hash=sha256:aa802887679f64ef8359f77d5bbd5bb98dc076c35c152c3b7f172c6e09d4e667
+cirq-google==1.5.0 \
+    --hash=sha256:e8092a248a62fe130e14bc47830d63a6d26f4e586f9572de70dfd82c1cde70a5
     # via -r requirements.in
 contourpy==1.3.2 \
     --hash=sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f \
@@ -218,13 +306,105 @@ contourpy==1.3.2 \
     # via
     #   -r requirements.in
     #   matplotlib
+cryptography==46.0.4 \
+    --hash=sha256:01df4f50f314fbe7009f54046e908d1754f19d0c6d3070df1e6268c5a4af09fa \
+    --hash=sha256:0563655cb3c6d05fb2afe693340bc050c30f9f34e15763361cf08e94749401fc \
+    --hash=sha256:078e5f06bd2fa5aea5a324f2a09f914b1484f1d0c2a4d6a8a28c74e72f65f2da \
+    --hash=sha256:0a9ad24359fee86f131836a9ac3bffc9329e956624a2d379b613f8f8abaf5255 \
+    --hash=sha256:2067461c80271f422ee7bdbe79b9b4be54a5162e90345f86a23445a0cf3fd8a2 \
+    --hash=sha256:281526e865ed4166009e235afadf3a4c4cba6056f99336a99efba65336fd5485 \
+    --hash=sha256:2d08bc22efd73e8854b0b7caff402d735b354862f1145d7be3b9c0f740fef6a0 \
+    --hash=sha256:3c268a3490df22270955966ba236d6bc4a8f9b6e4ffddb78aac535f1a5ea471d \
+    --hash=sha256:3d425eacbc9aceafd2cb429e42f4e5d5633c6f873f5e567077043ef1b9bbf616 \
+    --hash=sha256:44cc0675b27cadb71bdbb96099cca1fa051cd11d2ade09e5cd3a2edb929ed947 \
+    --hash=sha256:47bcd19517e6389132f76e2d5303ded6cf3f78903da2158a671be8de024f4cd0 \
+    --hash=sha256:485e2b65d25ec0d901bca7bcae0f53b00133bf3173916d8e421f6fddde103908 \
+    --hash=sha256:5aa3e463596b0087b3da0dbe2b2487e9fc261d25da85754e30e3b40637d61f81 \
+    --hash=sha256:5f14fba5bf6f4390d7ff8f086c566454bff0411f6d8aa7af79c88b6f9267aecc \
+    --hash=sha256:62217ba44bf81b30abaeda1488686a04a702a261e26f87db51ff61d9d3510abd \
+    --hash=sha256:6225d3ebe26a55dbc8ead5ad1265c0403552a63336499564675b29eb3184c09b \
+    --hash=sha256:6bb5157bf6a350e5b28aee23beb2d84ae6f5be390b2f8ee7ea179cda077e1019 \
+    --hash=sha256:728fedc529efc1439eb6107b677f7f7558adab4553ef8669f0d02d42d7b959a7 \
+    --hash=sha256:766330cce7416c92b5e90c3bb71b1b79521760cdcfc3a6a1a182d4c9fab23d2b \
+    --hash=sha256:812815182f6a0c1d49a37893a303b44eaac827d7f0d582cecfc81b6427f22973 \
+    --hash=sha256:829c2b12bbc5428ab02d6b7f7e9bbfd53e33efd6672d21341f2177470171ad8b \
+    --hash=sha256:82a62483daf20b8134f6e92898da70d04d0ef9a75829d732ea1018678185f4f5 \
+    --hash=sha256:8a15fb869670efa8f83cbffbc8753c1abf236883225aed74cd179b720ac9ec80 \
+    --hash=sha256:8bf75b0259e87fa70bddc0b8b4078b76e7fd512fd9afae6c1193bcf440a4dbef \
+    --hash=sha256:91627ebf691d1ea3976a031b61fb7bac1ccd745afa03602275dda443e11c8de0 \
+    --hash=sha256:93d8291da8d71024379ab2cb0b5c57915300155ad42e07f76bea6ad838d7e59b \
+    --hash=sha256:9b34d8ba84454641a6bf4d6762d15847ecbd85c1316c0a7984e6e4e9f748ec2e \
+    --hash=sha256:9b4d17bc7bd7cdd98e3af40b441feaea4c68225e2eb2341026c84511ad246c0c \
+    --hash=sha256:9c2da296c8d3415b93e6053f5a728649a87a48ce084a9aaf51d6e46c87c7f2d2 \
+    --hash=sha256:a05177ff6296644ef2876fce50518dffb5bcdf903c85250974fc8bc85d54c0af \
+    --hash=sha256:a90e43e3ef65e6dcf969dfe3bb40cbf5aef0d523dff95bfa24256be172a845f4 \
+    --hash=sha256:a9556ba711f7c23f77b151d5798f3ac44a13455cc68db7697a1096e6d0563cab \
+    --hash=sha256:b1de0ebf7587f28f9190b9cb526e901bf448c9e6a99655d2b07fff60e8212a82 \
+    --hash=sha256:be8c01a7d5a55f9a47d1888162b76c8f49d62b234d88f0ff91a9fbebe32ffbc3 \
+    --hash=sha256:bfd019f60f8abc2ed1b9be4ddc21cfef059c841d86d710bb69909a688cbb8f59 \
+    --hash=sha256:c236a44acfb610e70f6b3e1c3ca20ff24459659231ef2f8c48e879e2d32b73da \
+    --hash=sha256:c411f16275b0dea722d76544a61d6421e2cc829ad76eec79280dbdc9ddf50061 \
+    --hash=sha256:c92010b58a51196a5f41c3795190203ac52edfd5dc3ff99149b4659eba9d2085 \
+    --hash=sha256:d5a45ddc256f492ce42a4e35879c5e5528c09cd9ad12420828c972951d8e016b \
+    --hash=sha256:daa392191f626d50f1b136c9b4cf08af69ca8279d110ea24f5c2700054d2e263 \
+    --hash=sha256:dc1272e25ef673efe72f2096e92ae39dea1a1a450dd44918b15351f72c5a168e \
+    --hash=sha256:dce1e4f068f03008da7fa51cc7abc6ddc5e5de3e3d1550334eaf8393982a5829 \
+    --hash=sha256:dd5aba870a2c40f87a3af043e0dee7d9eb02d4aff88a797b48f2b43eff8c3ab4 \
+    --hash=sha256:de0f5f4ec8711ebc555f54735d4c673fc34b65c44283895f1a08c2b49d2fd99c \
+    --hash=sha256:df4a817fa7138dd0c96c8c8c20f04b8aaa1fac3bbf610913dcad8ea82e1bfd3f \
+    --hash=sha256:e07ea39c5b048e085f15923511d8121e4a9dc45cee4e3b970ca4f0d338f23095 \
+    --hash=sha256:eeeb2e33d8dbcccc34d64651f00a98cb41b2dc69cef866771a5717e6734dfa32 \
+    --hash=sha256:fa0900b9ef9c49728887d1576fd8d9e7e3ea872fa9b25ef9b64888adc434e976 \
+    --hash=sha256:fdc3daab53b212472f1524d070735b2f0c214239df131903bae1d598016fa822
+    # via google-auth
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
     --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
     # via matplotlib
-dill==0.4.0 \
-    --hash=sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0 \
-    --hash=sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049
+cython==3.2.4 \
+    --hash=sha256:02cb0cc0f23b9874ad262d7d2b9560aed9c7e2df07b49b920bda6f2cc9cb505e \
+    --hash=sha256:03893c88299a2c868bb741ba6513357acd104e7c42265809fd58dce1456a36fc \
+    --hash=sha256:14dae483ca2838b287085ff98bc206abd7a597b7bb16939a092f8e84d9062842 \
+    --hash=sha256:1a64a112a34ec719b47c01395647e54fb4cf088a511613f9a3a5196694e8e382 \
+    --hash=sha256:28b1e363b024c4b8dcf52ff68125e635cb9cb4b0ba997d628f25e32543a71103 \
+    --hash=sha256:28e8075087a59756f2d059273184b8b639fe0f16cf17470bd91c39921bc154e0 \
+    --hash=sha256:2b1f12c0e4798293d2754e73cd6f35fa5bbdf072bdc14bc6fc442c059ef2d290 \
+    --hash=sha256:31a90b4a2c47bb6d56baeb926948348ec968e932c1ae2c53239164e3e8880ccf \
+    --hash=sha256:35ab0632186057406ec729374c737c37051d2eacad9d515d94e5a3b3e58a9b02 \
+    --hash=sha256:36bf3f5eb56d5281aafabecbaa6ed288bc11db87547bba4e1e52943ae6961ccf \
+    --hash=sha256:3b6e58f73a69230218d5381817850ce6d0da5bb7e87eb7d528c7027cbba40b06 \
+    --hash=sha256:3b8e62049afef9da931d55de82d8f46c9a147313b69d5ff6af6e9121d545ce7a \
+    --hash=sha256:55b6c44cd30821f0b25220ceba6fe636ede48981d2a41b9bbfe3c7902ce44ea7 \
+    --hash=sha256:55eb425c0baf1c8a46aa4424bc35b709db22f3c8a1de33adb3ecb8a3d54ea42a \
+    --hash=sha256:64d7f71be3dd6d6d4a4c575bb3a4674ea06d1e1e5e4cd1b9882a2bc40ed3c4c9 \
+    --hash=sha256:67922c9de058a0bfb72d2e75222c52d09395614108c68a76d9800f150296ddb3 \
+    --hash=sha256:6d5267f22b6451eb1e2e1b88f6f78a2c9c8733a6ddefd4520d3968d26b824581 \
+    --hash=sha256:72e6c0bbd978e2678b45351395f6825b9b8466095402eae293f4f7a73e9a3e85 \
+    --hash=sha256:732fc93bc33ae4b14f6afaca663b916c2fdd5dcbfad7114e17fb2434eeaea45c \
+    --hash=sha256:767b143704bdd08a563153448955935844e53b852e54afdc552b43902ed1e235 \
+    --hash=sha256:83266c356c13c68ffe658b4905279c993d8a5337bb0160fa90c8a3e297ea9a2e \
+    --hash=sha256:84226ecd313b233da27dc2eb3601b4f222b8209c3a7216d8733b031da1dc64e6 \
+    --hash=sha256:869487ea41d004f8b92171f42271fbfadb1ec03bede3158705d16cd570d6b891 \
+    --hash=sha256:90f43be4eaa6afd58ce20d970bb1657a3627c44e1760630b82aa256ba74b4acb \
+    --hash=sha256:983f9d2bb8a896e16fa68f2b37866ded35fa980195eefe62f764ddc5f9f5ef8e \
+    --hash=sha256:b362819d155fff1482575e804e43e3a8825332d32baa15245f4642022664a3f4 \
+    --hash=sha256:b84d4e3c875915545f77c88dba65ad3741afd2431e5cdee6c9a20cefe6905647 \
+    --hash=sha256:ca2399dc75796b785f74fb85c938254fa10c80272004d573c455f9123eceed86 \
+    --hash=sha256:ca578c9cb872c7ecffbe14815dc4590a003bc13339e90b2633540c7e1a252839 \
+    --hash=sha256:d4b4fd5332ab093131fa6172e8362f16adef3eac3179fd24bbdc392531cb82fa \
+    --hash=sha256:e3b5ac54e95f034bc7fb07313996d27cbf71abc17b229b186c1540942d2dc28e \
+    --hash=sha256:e65e4773021f8dc8532010b4fbebe782c77f9a0817e93886e518c93bd6a44e9d \
+    --hash=sha256:e71efb20048358a6b8ec604a0532961c50c067b5e63e345e2e359fff72feaee8 \
+    --hash=sha256:f136f379a4a54246facd0eb6f1ee15c3837cb314ce87b677582ec014db4c6845 \
+    --hash=sha256:f583cad7a7eed109f0babb5035e92d0c1260598f53add626a8568b57246b62c3 \
+    --hash=sha256:f81eda419b5ada7b197bbc3c5f4494090e3884521ffd75a3876c93fbf66c9ca8 \
+    --hash=sha256:f8d685a70bce39acc1d62ec3916d9b724b5ef665b0ce25ae55e1c85ee09747fc \
+    --hash=sha256:fdfdd753ad7e18e5092b413e9f542e8d28b8a08203126090e1c15f7783b7fe57 \
+    --hash=sha256:ff9af2134c05e3734064808db95b4dd7341a39af06e8945d05ea358e1741aaed
+    # via typedunits
+dill==0.4.1 \
+    --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d \
+    --hash=sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa
     # via pylint
 duet==0.2.9 \
     --hash=sha256:a16088b68b0faee8aee12cdf4d0a8af060ed958badb44f3e32f123f13f64119a \
@@ -293,9 +473,9 @@ google-api-core[grpc]==2.29.0 \
     --hash=sha256:84181be0f8e6b04006df75ddfe728f24489f0af57c96a529ff7cf45bc28797f7 \
     --hash=sha256:d30bc60980daa36e314b5d5a3e5958b0200cb44ca8fa1be2b614e932b75a3ea9
     # via cirq-google
-google-auth==2.47.0 \
-    --hash=sha256:833229070a9dfee1a353ae9877dcd2dec069a8281a4e72e72f77d4a70ff945da \
-    --hash=sha256:c516d68336bfde7cf0da26aab674a36fedcf04b37ac4edd59c597178760c3498
+google-auth==2.48.0 \
+    --hash=sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f \
+    --hash=sha256:4f7e706b0cd3208a3d940a19a822c37a476ddba5450156c3e6624a71f7c841ce
     # via google-api-core
 google-pasta==0.2.0 \
     --hash=sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954 \
@@ -375,9 +555,9 @@ grpcio==1.76.0 \
     #   grpcio-status
     #   tensorboard
     #   tensorflow
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.71.2 \
+    --hash=sha256:803c98cb6a8b7dc6dbb785b1111aed739f241ab5e9da0bba96888aa74704cfd3 \
+    --hash=sha256:c7a97e176df71cdc2c179cd1847d7fc86cca5832ad12e9798d7fed6b7a1aab50
     # via google-api-core
 h5py==3.15.1 \
     --hash=sha256:01f55111ca516f5568ae7a7fc8247dfce607de331b4467ee8a9a6ed14e5422c7 \
@@ -578,9 +758,9 @@ libclang==18.1.1 \
     --hash=sha256:c533091d8a3bbf7460a00cb6c1a71da93bffe148f172c7d03b1c31fbf8aa2a0b \
     --hash=sha256:cf4a99b05376513717ab5d82a0db832c56ccea4fd61a69dbb7bccf2dfb207dbe
     # via tensorflow
-markdown==3.10 \
-    --hash=sha256:37062d4f2aa4b2b6b32aefb80faa300f82cc790cb949a35b8caede34f2b68c0e \
-    --hash=sha256:b5b99d6951e2e4948d939255596523444c0e677c669700b1d17aa4a8a464cb7c
+markdown==3.10.1 \
+    --hash=sha256:1c19c10bd5c14ac948c53d0d762a04e2fa35a6d58a6b7b1e6bfcbe6fefc0001a \
+    --hash=sha256:867d788939fe33e4b736426f5b9f651ad0c0ae0ecf89df0ca5d1176c70812fe3
     # via tensorboard
 markdown-it-py==4.0.0 \
     --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
@@ -744,24 +924,46 @@ mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-ml-dtypes==0.4.1 \
-    --hash=sha256:126e7d679b8676d1a958f2651949fbfa182832c3cd08020d8facd94e4114f3e9 \
-    --hash=sha256:15fdd922fea57e493844e5abb930b9c0bd0af217d9edd3724479fc3d7ce70e3f \
-    --hash=sha256:1fe8b5b5e70cd67211db94b05cfd58dace592f24489b038dc6f9fe347d2e07d5 \
-    --hash=sha256:274cc7193dd73b35fb26bef6c5d40ae3eb258359ee71cd82f6e96a8c948bdaa6 \
-    --hash=sha256:2d55b588116a7085d6e074cf0cdb1d6fa3875c059dddc4d2c94a4cc81c23e975 \
-    --hash=sha256:560be16dc1e3bdf7c087eb727e2cf9c0e6a3d87e9f415079d2491cc419b3ebf5 \
-    --hash=sha256:74c6cfb5cf78535b103fde9ea3ded8e9f16f75bc07789054edc7776abfb3d752 \
-    --hash=sha256:772426b08a6172a891274d581ce58ea2789cc8abc1c002a27223f314aaf894e7 \
-    --hash=sha256:827d3ca2097085cf0355f8fdf092b888890bb1b1455f52801a2d7756f056f54b \
-    --hash=sha256:8c09a6d11d8475c2a9fd2bc0695628aec105f97cab3b3a3fb7c9660348ff7d24 \
-    --hash=sha256:9f5e8f75fa371020dd30f9196e7d73babae2abd51cf59bdd56cb4f8de7e13354 \
-    --hash=sha256:ad0b757d445a20df39035c4cdeed457ec8b60d236020d2560dbc25887533cf50 \
-    --hash=sha256:df0fb650d5c582a9e72bb5bd96cfebb2cdb889d89daff621c8fbc60295eba66c \
-    --hash=sha256:e138a9b7a48079c900ea969341a5754019a1ad17ae27ee330f7ebf43f23877f9 \
-    --hash=sha256:e35e486e97aee577d0890bc3bd9e9f9eece50c08c163304008587ec8cfe7575b \
-    --hash=sha256:ef0d7e3fece227b49b544fa69e50e607ac20948f0043e9f76b44f35f229ea450 \
-    --hash=sha256:fad5f2de464fd09127e49b7fd1252b9006fb43d2edc1ff112d390c324af5ca7a
+ml-dtypes==0.5.4 \
+    --hash=sha256:0d2ffd05a2575b1519dc928c0b93c06339eb67173ff53acb00724502cda231cf \
+    --hash=sha256:11942cbf2cf92157db91e5022633c0d9474d4dfd813a909383bd23ce828a4b7d \
+    --hash=sha256:14a4fd3228af936461db66faccef6e4f41c1d82fcc30e9f8d58a08916b1d811f \
+    --hash=sha256:19b9a53598f21e453ea2fbda8aa783c20faff8e1eeb0d7ab899309a0053f1483 \
+    --hash=sha256:2314892cdc3fcf05e373d76d72aaa15fda9fb98625effa73c1d646f331fcecb7 \
+    --hash=sha256:2b857d3af6ac0d39db1de7c706e69c7f9791627209c3d6dedbfca8c7e5faec22 \
+    --hash=sha256:304ad47faa395415b9ccbcc06a0350800bc50eda70f0e45326796e27c62f18b6 \
+    --hash=sha256:35f29491a3e478407f7047b8a4834e4640a77d2737e0b294d049746507af5175 \
+    --hash=sha256:388d399a2152dd79a3f0456a952284a99ee5c93d3e2f8dfe25977511e0515270 \
+    --hash=sha256:3bbbe120b915090d9dd1375e4684dd17a20a2491ef25d640a908281da85e73f1 \
+    --hash=sha256:3d277bf3637f2a62176f4575512e9ff9ef51d00e39626d9fe4a161992f355af2 \
+    --hash=sha256:4381fe2f2452a2d7589689693d3162e876b3ddb0a832cde7a414f8e1adf7eab1 \
+    --hash=sha256:4ff7f3e7ca2972e7de850e7b8fcbb355304271e2933dd90814c1cb847414d6e2 \
+    --hash=sha256:531eff30e4d368cb6255bc2328d070e35836aa4f282a0fb5f3a0cd7260257298 \
+    --hash=sha256:533ce891ba774eabf607172254f2e7260ba5f57bdd64030c9a4fcfbd99815d0d \
+    --hash=sha256:557a31a390b7e9439056644cb80ed0735a6e3e3bb09d67fd5687e4b04238d1de \
+    --hash=sha256:5a0f68ca8fd8d16583dfa7793973feb86f2fbb56ce3966daf9c9f748f52a2049 \
+    --hash=sha256:6a0df4223b514d799b8a1629c65ddc351b3efa833ccf7f8ea0cf654a61d1e35d \
+    --hash=sha256:6c7ecb74c4bd71db68a6bea1edf8da8c34f3d9fe218f038814fd1d310ac76c90 \
+    --hash=sha256:7c23c54a00ae43edf48d44066a7ec31e05fdc2eee0be2b8b50dd1903a1db94bb \
+    --hash=sha256:805cef3a38f4eafae3a5bf9ebdcdb741d0bcfd9e1bd90eb54abd24f928cd2465 \
+    --hash=sha256:88c982aac7cb1cbe8cbb4e7f253072b1df872701fcaf48d84ffbb433b6568f24 \
+    --hash=sha256:8ab06a50fb9bf9666dd0fe5dfb4676fa2b0ac0f31ecff72a6c3af8e22c063453 \
+    --hash=sha256:8c6a2dcebd6f3903e05d51960a8058d6e131fe69f952a5397e5dbabc841b6d56 \
+    --hash=sha256:8c760d85a2f82e2bed75867079188c9d18dae2ee77c25a54d60e9cc79be1bc48 \
+    --hash=sha256:9ad459e99793fa6e13bd5b7e6792c8f9190b4e5a1b45c63aba14a4d0a7f1d5ff \
+    --hash=sha256:9bad06436568442575beb2d03389aa7456c690a5b05892c471215bfd8cf39460 \
+    --hash=sha256:a174837a64f5b16cab6f368171a1a03a27936b31699d167684073ff1c4237dac \
+    --hash=sha256:a7f7c643e8b1320fd958bf098aa7ecf70623a42ec5154e3be3be673f4c34d900 \
+    --hash=sha256:a9b61c19040397970d18d7737375cffd83b1f36a11dd4ad19f83a016f736c3ef \
+    --hash=sha256:b4b801ebe0b477be666696bda493a9be8356f1f0057a57f1e35cd26928823e5a \
+    --hash=sha256:b95e97e470fe60ed493fd9ae3911d8da4ebac16bd21f87ffa2b7c588bf22ea2c \
+    --hash=sha256:bc11d7e8c44a65115d05e2ab9989d1e045125d7be8e05a071a48bc76eb6d6040 \
+    --hash=sha256:bfc534409c5d4b0bf945af29e5d0ab075eae9eecbb549ff8a29280db822f34f9 \
+    --hash=sha256:c1a953995cccb9e25a4ae19e34316671e4e2edaebe4cf538229b1fc7109087b7 \
+    --hash=sha256:cb73dccfc991691c444acc8c0012bee8f2470da826a92e3a20bb333b1a7894e6 \
+    --hash=sha256:ce756d3a10d0c4067172804c9cc276ba9cc0ff47af9078ad439b075d1abdc29b \
+    --hash=sha256:d81fdb088defa30eb37bf390bb7dde35d3a83ec112ac8e33d75ab28cc29dd8b0 \
+    --hash=sha256:f21c9219ef48ca5ee78402d5cc831bd58ea27ce89beda894428bc67a52da5328
     # via
     #   keras
     #   tensorflow
@@ -794,44 +996,54 @@ networkx==3.4.2 \
     # via
     #   -r requirements.in
     #   cirq-core
-numpy==1.26.4 \
-    --hash=sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b \
-    --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818 \
-    --hash=sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20 \
-    --hash=sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0 \
-    --hash=sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010 \
-    --hash=sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a \
-    --hash=sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea \
-    --hash=sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c \
-    --hash=sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71 \
-    --hash=sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110 \
-    --hash=sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be \
-    --hash=sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a \
-    --hash=sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a \
-    --hash=sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5 \
-    --hash=sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed \
-    --hash=sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd \
-    --hash=sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c \
-    --hash=sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e \
-    --hash=sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0 \
-    --hash=sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c \
-    --hash=sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a \
-    --hash=sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b \
-    --hash=sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0 \
-    --hash=sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6 \
-    --hash=sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2 \
-    --hash=sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a \
-    --hash=sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30 \
-    --hash=sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218 \
-    --hash=sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5 \
-    --hash=sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07 \
-    --hash=sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2 \
-    --hash=sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4 \
-    --hash=sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764 \
-    --hash=sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef \
-    --hash=sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3 \
-    --hash=sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f
+numpy==2.0.2 \
+    --hash=sha256:0123ffdaa88fa4ab64835dcbde75dcdf89c453c922f18dced6e27c90d1d0ec5a \
+    --hash=sha256:11a76c372d1d37437857280aa142086476136a8c0f373b2e648ab2c8f18fb195 \
+    --hash=sha256:13e689d772146140a252c3a28501da66dfecd77490b498b168b501835041f951 \
+    --hash=sha256:1e795a8be3ddbac43274f18588329c72939870a16cae810c2b73461c40718ab1 \
+    --hash=sha256:26df23238872200f63518dd2aa984cfca675d82469535dc7162dc2ee52d9dd5c \
+    --hash=sha256:286cd40ce2b7d652a6f22efdfc6d1edf879440e53e76a75955bc0c826c7e64dc \
+    --hash=sha256:2b2955fa6f11907cf7a70dab0d0755159bca87755e831e47932367fc8f2f2d0b \
+    --hash=sha256:2da5960c3cf0df7eafefd806d4e612c5e19358de82cb3c343631188991566ccd \
+    --hash=sha256:312950fdd060354350ed123c0e25a71327d3711584beaef30cdaa93320c392d4 \
+    --hash=sha256:423e89b23490805d2a5a96fe40ec507407b8ee786d66f7328be214f9679df6dd \
+    --hash=sha256:496f71341824ed9f3d2fd36cf3ac57ae2e0165c143b55c3a035ee219413f3318 \
+    --hash=sha256:49ca4decb342d66018b01932139c0961a8f9ddc7589611158cb3c27cbcf76448 \
+    --hash=sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece \
+    --hash=sha256:5fec9451a7789926bcf7c2b8d187292c9f93ea30284802a0ab3f5be8ab36865d \
+    --hash=sha256:671bec6496f83202ed2d3c8fdc486a8fc86942f2e69ff0e986140339a63bcbe5 \
+    --hash=sha256:7f0a0c6f12e07fa94133c8a67404322845220c06a9e80e85999afe727f7438b8 \
+    --hash=sha256:807ec44583fd708a21d4a11d94aedf2f4f3c3719035c76a2bbe1fe8e217bdc57 \
+    --hash=sha256:883c987dee1880e2a864ab0dc9892292582510604156762362d9326444636e78 \
+    --hash=sha256:8c5713284ce4e282544c68d1c3b2c7161d38c256d2eefc93c1d683cf47683e66 \
+    --hash=sha256:8cafab480740e22f8d833acefed5cc87ce276f4ece12fdaa2e8903db2f82897a \
+    --hash=sha256:8df823f570d9adf0978347d1f926b2a867d5608f434a7cff7f7908c6570dcf5e \
+    --hash=sha256:9059e10581ce4093f735ed23f3b9d283b9d517ff46009ddd485f1747eb22653c \
+    --hash=sha256:905d16e0c60200656500c95b6b8dca5d109e23cb24abc701d41c02d74c6b3afa \
+    --hash=sha256:9189427407d88ff25ecf8f12469d4d39d35bee1db5d39fc5c168c6f088a6956d \
+    --hash=sha256:96a55f64139912d61de9137f11bf39a55ec8faec288c75a54f93dfd39f7eb40c \
+    --hash=sha256:97032a27bd9d8988b9a97a8c4d2c9f2c15a81f61e2f21404d7e8ef00cb5be729 \
+    --hash=sha256:984d96121c9f9616cd33fbd0618b7f08e0cfc9600a7ee1d6fd9b239186d19d97 \
+    --hash=sha256:9a92ae5c14811e390f3767053ff54eaee3bf84576d99a2456391401323f4ec2c \
+    --hash=sha256:9ea91dfb7c3d1c56a0e55657c0afb38cf1eeae4544c208dc465c3c9f3a7c09f9 \
+    --hash=sha256:a15f476a45e6e5a3a79d8a14e62161d27ad897381fecfa4a09ed5322f2085669 \
+    --hash=sha256:a392a68bd329eafac5817e5aefeb39038c48b671afd242710b451e76090e81f4 \
+    --hash=sha256:a3f4ab0caa7f053f6797fcd4e1e25caee367db3112ef2b6ef82d749530768c73 \
+    --hash=sha256:a46288ec55ebbd58947d31d72be2c63cbf839f0a63b49cb755022310792a3385 \
+    --hash=sha256:a61ec659f68ae254e4d237816e33171497e978140353c0c2038d46e63282d0c8 \
+    --hash=sha256:a842d573724391493a97a62ebbb8e731f8a5dcc5d285dfc99141ca15a3302d0c \
+    --hash=sha256:becfae3ddd30736fe1889a37f1f580e245ba79a5855bff5f2a29cb3ccc22dd7b \
+    --hash=sha256:c05e238064fc0610c840d1cf6a13bf63d7e391717d247f1bf0318172e759e692 \
+    --hash=sha256:c1c9307701fec8f3f7a1e6711f9089c06e6284b3afbbcd259f7791282d660a15 \
+    --hash=sha256:c7b0be4ef08607dd04da4092faee0b86607f111d5ae68036f16cc787e250a131 \
+    --hash=sha256:cfd41e13fdc257aa5778496b8caa5e856dc4896d4ccf01841daee1d96465467a \
+    --hash=sha256:d731a1c6116ba289c1e9ee714b08a8ff882944d4ad631fd411106a30f083c326 \
+    --hash=sha256:df55d490dea7934f330006d0f81e8551ba6010a5bf035a249ef61a94f21c500b \
+    --hash=sha256:ec9852fb39354b5a45a80bdab5ac02dd02b15f44b3804e9f00c556bf24b4bded \
+    --hash=sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04 \
+    --hash=sha256:f26b258c385842546006213344c50655ff1555a9338e2e5e02a0756dc3e803dd
     # via
+    #   -r requirements.in
     #   cirq-core
     #   contourpy
     #   h5py
@@ -842,6 +1054,7 @@ numpy==1.26.4 \
     #   scipy
     #   tensorboard
     #   tensorflow
+    #   typedunits
 opt-einsum==3.4.0 \
     --hash=sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd \
     --hash=sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac
@@ -948,9 +1161,9 @@ optree==0.18.0 \
     --hash=sha256:fa8e3878a1857761d64f08a23b32140d29754a53f85f7c87186ced2b5b1b49cb \
     --hash=sha256:ff7326f36ed70d84c3fd62fb39bc6858f699640b8ab238c3cb8dafe1e200af59
     # via keras
-packaging==25.0 \
-    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
-    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
+packaging==26.0 \
+    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
+    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
     # via
     #   keras
     #   matplotlib
@@ -1120,18 +1333,18 @@ proto-plus==1.27.0 \
     # via
     #   cirq-google
     #   google-api-core
-protobuf==4.25.8 \
-    --hash=sha256:077ff8badf2acf8bc474406706ad890466274191a48d0abd3bd6987107c9cde5 \
-    --hash=sha256:15a0af558aa3b13efef102ae6e4f3efac06f1eea11afb3a57db2901447d9fb59 \
-    --hash=sha256:27d498ffd1f21fb81d987a041c32d07857d1d107909f5134ba3350e1ce80a4af \
-    --hash=sha256:504435d831565f7cfac9f0714440028907f1975e4bed228e58e72ecfff58a1e0 \
-    --hash=sha256:6135cf8affe1fc6f76cced2641e4ea8d3e59518d1f24ae41ba97bcad82d397cd \
-    --hash=sha256:83e6e54e93d2b696a92cad6e6efc924f3850f82b52e1563778dfab8b355101b0 \
-    --hash=sha256:9ad7ef62d92baf5a8654fbb88dac7fa5594cfa70fd3440488a5ca3bfc6d795a7 \
-    --hash=sha256:bd551eb1fe1d7e92c1af1d75bdfa572eff1ab0e5bf1736716814cdccdb2360f9 \
-    --hash=sha256:ca809b42f4444f144f2115c4c1a747b9a404d590f18f37e9402422033e464e0f \
-    --hash=sha256:d552c53d0415449c8d17ced5c341caba0d89dbf433698e1436c8fa0aae7808a3 \
-    --hash=sha256:f4510b93a3bec6eba8fd8f1093e9d7fb0d4a24d1a81377c10c0e5bbfe9e4ed24
+protobuf==5.29.5 \
+    --hash=sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079 \
+    --hash=sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc \
+    --hash=sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353 \
+    --hash=sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61 \
+    --hash=sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5 \
+    --hash=sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736 \
+    --hash=sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e \
+    --hash=sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84 \
+    --hash=sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671 \
+    --hash=sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238 \
+    --hash=sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015
     # via
     #   cirq-google
     #   google-api-core
@@ -1141,9 +1354,10 @@ protobuf==4.25.8 \
     #   tensorboard
     #   tensorflow
     #   tensorflow-docs
-pyasn1==0.6.1 \
-    --hash=sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629 \
-    --hash=sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034
+    #   typedunits
+pyasn1==0.6.2 \
+    --hash=sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf \
+    --hash=sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b
     # via
     #   pyasn1-modules
     #   rsa
@@ -1151,6 +1365,10 @@ pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
     --hash=sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6
     # via google-auth
+pycparser==3.0 \
+    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
+    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
+    # via cffi
 pygments==2.19.2 \
     --hash=sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887 \
     --hash=sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
@@ -1159,10 +1377,12 @@ pylint==3.3.3 \
     --hash=sha256:07c607523b17e6d16e2ae0d7ef59602e332caa762af64203c24b41c27139f36a \
     --hash=sha256:26e271a2bc8bce0fc23833805a9076dd9b4d5194e2a02164942cb3cdc37b4183
     # via -r requirements.in
-pyparsing==3.3.1 \
-    --hash=sha256:023b5e7e5520ad96642e2c6db4cb683d3970bd640cdf7115049a6e9c3682df82 \
-    --hash=sha256:47fad0f17ac1e2cad3de3b458570fbc9b03560aa029ed5e16ee5554da9a2251c
-    # via matplotlib
+pyparsing==3.3.2 \
+    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
+    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
+    # via
+    #   matplotlib
+    #   typedunits
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
@@ -1355,9 +1575,9 @@ requests==2.32.5 \
     # via
     #   google-api-core
     #   tensorflow
-rich==14.2.0 \
-    --hash=sha256:73ff50c7c0c1c77c8243079283f4edb376f0f6442433aecb8ce7e6d0b92d1fe4 \
-    --hash=sha256:76bc51fe2e57d2b1be1f96c524b890b816e334ab4c1e45888799bfaab0021edd
+rich==14.3.1 \
+    --hash=sha256:b8c5f568a3a749f9290ec6bddedf835cec33696bfc1e48bcfecb276c7386e4b8 \
+    --hash=sha256:da750b1aebbff0b372557426fb3f35ba56de8ef954b3190315eb64076d6fb54e
     # via keras
 rpds-py==0.30.0 \
     --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
@@ -1549,31 +1769,31 @@ sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
     --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
     # via cirq-core
-tensorboard==2.17.1 \
-    --hash=sha256:253701a224000eeca01eee6f7e978aea7b408f60b91eb0babdb04e78947b773e
+tensorboard==2.18.0 \
+    --hash=sha256:107ca4821745f73e2aefa02c50ff70a9b694f39f790b11e6f682f7d326745eab
     # via tensorflow
 tensorboard-data-server==0.7.2 \
     --hash=sha256:7e0610d205889588983836ec05dc098e80f97b7e7bbff7e994ebb78f578d0ddb \
     --hash=sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60 \
     --hash=sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530
     # via tensorboard
-tensorflow==2.17.1 \
-    --hash=sha256:0c3452ab09940cbc3be896641b256855ba92154b79a90c864c5b2be79db78a64 \
-    --hash=sha256:4c23498b370c9d6b2521722b6acc89fab61e6a593e886df16bed3075584bf1c7 \
-    --hash=sha256:595c220b0febe2295a150e0d870c742a75c56b145a63ed878f78d64aa43c6ca6 \
-    --hash=sha256:61f45ca991cf3dddf0b1069674c455fdbf38edf749dab962bb4bb8a3f99fb25f \
-    --hash=sha256:65a8cb84496da6abe08a579ef5cc8452c88affdb98a7e14ae84a0dd303798804 \
-    --hash=sha256:67df8c8f2920cfc6d6585a23650e170abcc487f7cdeed13c1550df65d3265966 \
-    --hash=sha256:68841e17e573301d8ba9192f929b8096b0b341567cb81414096305c723de68d0 \
-    --hash=sha256:695741b80ea9b2603a8d3f423051476c02a9cf48f4721d18c4dafbe0a8a5ca91 \
-    --hash=sha256:8aa202e17894dcb0582283e5a5c703391d793ccce11c5c02b1fe8f839ae09f3c \
-    --hash=sha256:92c4bbd80013d3ce2f2908923907317286d80be15f8687eb02a54b0af4ff4351 \
-    --hash=sha256:a6bd9474f1e0dedb7deb331c8e93cf2d5997da8781a1949f75c4a7cf8923d2e3 \
-    --hash=sha256:bc41bc3e31d205dcf6e4b8afc0514de05445303d93fade03549085ef8c45a2b2 \
-    --hash=sha256:d43698039fd057ee6d7c3f908c4e9a6e310be6e77adda419bae3fee5ca7192fe \
-    --hash=sha256:d618cc21b0adf695fc8b4323f56ccd17c1408379422e1a177481d4fd8523fa8e \
-    --hash=sha256:eacaa75fe3a9b912180a98a61dcc8f0fc23cddfbdbccfc43a654932506d6a3f8 \
-    --hash=sha256:faf032fae35de0071f20850abd23d78e0e3ae116ce7fbfb9d034da2acc900543
+tensorflow==2.18.1 \
+    --hash=sha256:0f84a4c87a30cfb279c30b0077541cb5aaac7506d32adde585adb185277e49d2 \
+    --hash=sha256:1ba52b9c06ab8102b31e50acfaf56899b923171e603c8942f2bfeb181d6bb59e \
+    --hash=sha256:1c0cd29c323908ed35ce72fbcce66f2ef7c8657f9c5024860ffd7ea64cf5d35d \
+    --hash=sha256:1f929842999d60e7da67743ae5204b477259f3b771c02e5e437d232267e49f18 \
+    --hash=sha256:210baf6d421f3e044b6e09efd04494a33b75334922fe6cf11970e2885172620a \
+    --hash=sha256:2dd7284768f5a6b10e41a700e8141de70756dc62ed5d0b93360d131ccc0a6ba8 \
+    --hash=sha256:442d2a774811789a8ad948e7286cb950fe3d87d3754e8cc6449d53b03dbfdaa6 \
+    --hash=sha256:4ecbb9b3cd3f223ff6861faa1a4c2719c138d870dba90545826685b1c5ba5901 \
+    --hash=sha256:661029cd769b311db910b79a3a6ef50a5a61ecc947172228c777a49989722508 \
+    --hash=sha256:8a6485edd2148f70d011dbd1d8dc2c775e91774a5a159466e83d0d1f21580944 \
+    --hash=sha256:8baba2b0f9f286f8115a0005d17c020d2febf95e434302eaf758f2020c1c4de5 \
+    --hash=sha256:98afa9c7f21481cdc6ccd09507a7878d533150fbb001840cc145e2132eb40942 \
+    --hash=sha256:99223d0dde08aec4ceebb3bf0f80da7802e18462dab0d5048225925c064d2af7 \
+    --hash=sha256:c9f87e5d2a680a4595f5dc30daf6bbaec9d4129b46d7ef1b2af63c46ac7d2828 \
+    --hash=sha256:db1d186c17b6a7c51813e275d0a83e964669822372aa01d074cf64b853ee76ac \
+    --hash=sha256:e0ffa318b969779baad01a11e7799dda9677ee33ccbbcdbf7b735c27f53d2a9b
     # via
     #   -r requirements.in
     #   tf-keras
@@ -1602,9 +1822,9 @@ termcolor==3.3.0 \
     --hash=sha256:348871ca648ec6a9a983a13ab626c0acce02f515b9e1983332b17af7979521c5 \
     --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
     # via tensorflow
-tf-keras==2.17.0 \
-    --hash=sha256:cc97717e4dc08487f327b0740a984043a9e0123c7a4e21206711669d3ec41c88 \
-    --hash=sha256:fda97c18da30da0f72a5a7e80f3eee343b09f4c206dad6c57c944fb2cd18560e
+tf-keras==2.18.0 \
+    --hash=sha256:c431d04027eef790fcd3261cf7fdf93eb74f3cb32e05078b57b7f5a54bd53262 \
+    --hash=sha256:ebf744519b322afead33086a2aba872245473294affd40973694f3eb7c7ad77d
     # via -r requirements.in
 tomli==2.4.0 \
     --hash=sha256:0408e3de5ec77cc7f81960c362543cbbd91ef883e3138e81b729fc3eea5b9729 \
@@ -1687,12 +1907,39 @@ traitlets==5.14.3 \
     #   jupyter-core
     #   nbclient
     #   nbformat
+typedunits==0.0.1 \
+    --hash=sha256:01e7ca845e049f82d6d81af51378606588b73e8ab7b04a877e9ac75c8f96980f \
+    --hash=sha256:044d47510c5b93a1226cf21742d957f728e332f48f9495897d9ca8364a7c596e \
+    --hash=sha256:1532f496aa854705dc6a5a08dc17abeaabe8388b907deb7d0d1668e2701685a1 \
+    --hash=sha256:1bc3da05b5fbcc22be8dc956fa3e4011c98156937888278fcb74e08d5af5d79c \
+    --hash=sha256:1f03851bdf65167c2fbf7b9a7f9b3c51868382285b865634fb6e7bfd84eafdb4 \
+    --hash=sha256:257369cd4bf1a0f1251d1db577fb5ad9dd26324c23840a13e1705a1ce6cb0e6b \
+    --hash=sha256:314fef1ff2b33e992ce09cb467745ad8de37b7c674a5d0c64ad7d2fdaeb7f658 \
+    --hash=sha256:3850742edb7773f2b3f4a6864c82a8d54e8f4a627719a0d7bf86cd11d6f47475 \
+    --hash=sha256:3c520e76b4317be331bed9ac8c226fc65639e2414179c251d293fb5249e5220a \
+    --hash=sha256:454cecb62ac6b21cb59d349fc5fe68ba04f42e8883953bbb6dee895f81b9f7d7 \
+    --hash=sha256:47fb11d0b476a6db5bdb77e5c5eca1b4a9c8fcd5c3d7a253e6215d8aed8001cf \
+    --hash=sha256:58f60dbebcb8bdedbc3fb687591749f547b44a26f990d448de29e0d272a03460 \
+    --hash=sha256:6c4c8a75eaf2d88e007b3a7ca717d453dca04664a74f883f19e83927d5e01927 \
+    --hash=sha256:89252d35c6a3b7e5d1e7974553d485c2635b54d16ecc545816a8171e9e9c35cd \
+    --hash=sha256:8bf7ddadf2206da41d3aa907e6404f7db29338ce66bd0ff7652fd3b79d125cc1 \
+    --hash=sha256:965266d81b76c8aa9c99866dcc73a87141594cd000b269d2c1db5d88f7096bb0 \
+    --hash=sha256:9d6ffa9b37db65552f958384f542d48a5f52ab44d6db56b2264ab72f15b8f899 \
+    --hash=sha256:a069c1557b7dfae33c2beb3cc1b8fe9ffa30f7b0fa03c02ea3ae5ba18afd75ba \
+    --hash=sha256:b8b6c4b63db4d28be43724f9db6625964d5fedee1a043680aba894be48e9d5ce \
+    --hash=sha256:d2c1f5acda33bcfc07c205b67c7a30884796bc087341428d0378ca41b14da645 \
+    --hash=sha256:d583fdb4292a9747d65cd64325ce15a5231cfee6122cf5317add7bd0c43bce50 \
+    --hash=sha256:d8b1f673c9f95d091cf12d682b94918b9ed1613514989ffe9201ecacbd4b1d52 \
+    --hash=sha256:f09ca10d5ff210fe9d6ba6d18a56ef816fc98d52b513349142727d385464a7d3 \
+    --hash=sha256:fba41b50d55844da9ceb7889daee5d58cc552f7e18bca31a2191f0be1f9e070e
+    # via cirq-google
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
     #   astroid
     #   cirq-core
+    #   cryptography
     #   grpcio
     #   optree
     #   referencing
diff --git a/tensorflow_quantum/__init__.py b/tensorflow_quantum/__init__.py
index 9bfa88d5b..4560c89e8 100644
--- a/tensorflow_quantum/__init__.py
+++ b/tensorflow_quantum/__init__.py
@@ -64,4 +64,4 @@
 del core
 # pylint: enable=undefined-variable
 
-__version__ = '0.7.6'
+__version__ = '0.7.7'
diff --git a/tensorflow_quantum/python/differentiators/linear_combination.py b/tensorflow_quantum/python/differentiators/linear_combination.py
index aae72d8ae..3a94580a9 100644
--- a/tensorflow_quantum/python/differentiators/linear_combination.py
+++ b/tensorflow_quantum/python/differentiators/linear_combination.py
@@ -13,6 +13,7 @@
 # limitations under the License.
 # ==============================================================================
 """Compute gradients by combining function values linearly."""
+import math
 import numbers
 
 import numpy as np
@@ -240,9 +241,9 @@ def __init__(self, error_order=1, grid_spacing=0.001):
                 weight = -1 * np.sum(
                     [1 / j for j in np.arange(1, error_order + 1)])
             else:
-                weight = ((-1) ** (point+1) * np.math.factorial(error_order))/\
-                         (point * np.math.factorial(error_order-point)
-                          * np.math.factorial(point))
+                weight = ((-1) ** (point+1) * math.factorial(error_order))/\
+                         (point * math.factorial(error_order-point)
+                          * math.factorial(point))
             weights.append(weight / grid_spacing)
         super().__init__(weights, grid_points_to_eval * grid_spacing)
 
@@ -308,7 +309,7 @@ def __init__(self, error_order=2, grid_spacing=0.001):
         n = int(error_order / 2)
         for k in grid_points_to_eval:
             k = int(k)
-            numerator = (-1)**(k + 1) * np.math.factorial(n)**2
-            denom = k * np.math.factorial(n - k) * np.math.factorial(n + k)
+            numerator = (-1)**(k + 1) * math.factorial(n)**2
+            denom = k * math.factorial(n - k) * math.factorial(n + k)
             weights.append(numerator / (denom * grid_spacing))
         super().__init__(weights, grid_points_to_eval * grid_spacing)
diff --git a/third_party/local_config_cuda/WORKSPACE b/third_party/local_config_cuda/WORKSPACE
new file mode 100644
index 000000000..59369ce67
--- /dev/null
+++ b/third_party/local_config_cuda/WORKSPACE
@@ -0,0 +1 @@
+workspace(name = "local_config_cuda")
diff --git a/third_party/local_config_cuda/cuda/BUILD.bazel b/third_party/local_config_cuda/cuda/BUILD.bazel
new file mode 100644
index 000000000..d23669452
--- /dev/null
+++ b/third_party/local_config_cuda/cuda/BUILD.bazel
@@ -0,0 +1,4 @@
+package(default_visibility = ["//visibility:public"])
+
+# This package only exists so Bazel can resolve:
+#   @local_config_cuda//cuda:build_defs.bzl
diff --git a/third_party/local_config_cuda/cuda/build_defs.bzl b/third_party/local_config_cuda/cuda/build_defs.bzl
new file mode 100644
index 000000000..26d2cb004
--- /dev/null
+++ b/third_party/local_config_cuda/cuda/build_defs.bzl
@@ -0,0 +1,11 @@
+# CPU-only stub for TensorFlow/XLA builds that attempt to load CUDA build defs
+# during analysis. TFQ is building CPU-only, so these must be safe no-ops.
+
+def if_cuda(then_labels, else_labels = []):
+    return else_labels
+
+def cuda_default_copts():
+    return []
+
+def cuda_is_configured():
+    return False
diff --git a/third_party/pypi_wheel/BUILD.bazel b/third_party/pypi_wheel/BUILD.bazel
new file mode 100644
index 000000000..2a27d4096
--- /dev/null
+++ b/third_party/pypi_wheel/BUILD.bazel
@@ -0,0 +1,13 @@
+package(default_visibility = ["//visibility:public"])
+
+# Keep your existing alias (optional)
+alias(
+    name = "wheel",
+    actual = "@pypi__wheel//:lib",
+)
+
+# Add the missing target name that TF/rules_python expects
+alias(
+    name = "pkg",
+    actual = "@pypi__wheel//:lib",
+)
diff --git a/third_party/pypi_wheel/WORKSPACE b/third_party/pypi_wheel/WORKSPACE
new file mode 100644
index 000000000..8b798dec6
--- /dev/null
+++ b/third_party/pypi_wheel/WORKSPACE
@@ -0,0 +1 @@
+# Minimal WORKSPACE for alias repo.

From cd83766f2d8a1bc3a495518578770074924dbe58 Mon Sep 17 00:00:00 2001
From: mhucka <mhucka@google.com>
Date: Fri, 6 Feb 2026 07:23:12 +0000
Subject: [PATCH 2/4] Adjust requirements to work with Python 3.10

---
 release/setup.py | 17 ++++-------------
 requirements.in  | 14 ++++++--------
 2 files changed, 10 insertions(+), 21 deletions(-)

diff --git a/release/setup.py b/release/setup.py
index ac82db87e..d784d41c4 100644
--- a/release/setup.py
+++ b/release/setup.py
@@ -48,26 +48,17 @@ def finalize_options(self):
 REQUIRED_PACKAGES = [
     "cirq-core==1.5.0",
     "cirq-google==1.5.0",
+    "numpy>=2,<3",
+    "scipy>=1.15.3,<2",
     "sympy==1.14",
     "tf-keras>=2.18,<2.19",
+
     # The following are transitive dependencies that need to be constrained to
     # avoid incompatible versions or because some (e.g., contourpy 1.3.3)
     # require Python 3.11+ and we want to maintain Python 3.9 compatibility.
     # TODO: revisit after we reach compatibility with TensorFlow 2.19+.
-    "contourpy>=1.3.2,<1.3.3",
-    "h5py>=3.15.1,<4",
-    "importlib_metadata>=8.7.1,<9; python_version<'3.12'",
     "jax>=0.5,<0.6",
-    "jaxlib>=0.5,<0.6",
-    "matplotlib>=3.10.8,<3.11",
-    "numpy>=2,<3",
-
-    # SciPy compatible with py310 + numpy2;
-    "scipy>=1.15.3,<2",
-
-    # The following makes it easier to get the right version on Colab. Once
-    # TFQ works with the latest version of TF, this may become unnecessary.
-    "protobuf>=4.25.8,<5",
+    "contourpy<=1.3.2",
 ]
 
 # TF requirement is placed as an extras to avoid overwriting existing nightly TF
diff --git a/requirements.in b/requirements.in
index 830caf56f..1fff452a5 100644
--- a/requirements.in
+++ b/requirements.in
@@ -16,17 +16,15 @@
 # Core development requirements for TensorFlow Quantum. This file is processed
 # by pip-compile (from pip-tools) to produce requirements.txt using the script
 # scripts/generate_requirements.sh.
-cirq-core~=1.5.0
-cirq-google~=1.5.0
+cirq-core<=1.5.0
+cirq-google<=1.5.0
+contourpy<=1.3.2
+numpy<=2.2.6
+scipy<1.16
+sympy==1.14
 tensorflow>=2.18,<2.19
-keras==3.12.0
 tf-keras~=2.18.0
-setuptools==75.0.0
 wheel==0.46.2
-contourpy<=1.3.2
-networkx<=3.4.2
-scipy==1.15.3
-numpy>=2.0.0,<3
 
 # TODO: the next ones are not truly core requirements. A better place should be
 # found for them (long with others needed by scripts/*). They're here as a

From 400b5e01c68e27ea9d6e953805874c34467f46b3 Mon Sep 17 00:00:00 2001
From: mhucka <mhucka@google.com>
Date: Fri, 6 Feb 2026 07:23:28 +0000
Subject: [PATCH 3/4] Regenerate requirements.txt using
 ./scripts/generate_requirements.sh

---
 requirements.txt | 705 +++--------------------------------------------
 1 file changed, 42 insertions(+), 663 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index 85056e6e4..2bd65f013 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,9 +4,7 @@
 #
 #    ./scripts/generate_requirements.sh
 #
-absl-py==2.4.0 \
-    --hash=sha256:88476fd881ca8aab94ffa78b7b6c632a782ab3ba1cd19c9bd423abc4fb4cd28d \
-    --hash=sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4
+absl-py==2.4.0
     # via
     #   keras
     #   tensorboard
@@ -24,379 +22,29 @@ attrs==25.4.0
     #   jsonschema
     #   referencing
     #   typedunits
-certifi==2026.1.4 \
-    --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c \
-    --hash=sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120
+certifi==2026.1.4
     # via requests
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.0.0
     # via cryptography
-charset-normalizer==3.4.4 \
-    --hash=sha256:027f6de494925c0ab2a55eab46ae5129951638a49a34d87f4c3eda90f696b4ad \
-    --hash=sha256:077fbb858e903c73f6c9db43374fd213b0b6a778106bc7032446a8e8b5b38b93 \
-    --hash=sha256:0a98e6759f854bd25a58a73fa88833fba3b7c491169f86ce1180c948ab3fd394 \
-    --hash=sha256:0d3d8f15c07f86e9ff82319b3d9ef6f4bf907608f53fe9d92b28ea9ae3d1fd89 \
-    --hash=sha256:0f04b14ffe5fdc8c4933862d8306109a2c51e0704acfa35d51598eb45a1e89fc \
-    --hash=sha256:11d694519d7f29d6cd09f6ac70028dba10f92f6cdd059096db198c283794ac86 \
-    --hash=sha256:194f08cbb32dc406d6e1aea671a68be0823673db2832b38405deba2fb0d88f63 \
-    --hash=sha256:1bee1e43c28aa63cb16e5c14e582580546b08e535299b8b6158a7c9c768a1f3d \
-    --hash=sha256:21d142cc6c0ec30d2efee5068ca36c128a30b0f2c53c1c07bd78cb6bc1d3be5f \
-    --hash=sha256:2437418e20515acec67d86e12bf70056a33abdacb5cb1655042f6538d6b085a8 \
-    --hash=sha256:244bfb999c71b35de57821b8ea746b24e863398194a4014e4c76adc2bbdfeff0 \
-    --hash=sha256:2677acec1a2f8ef614c6888b5b4ae4060cc184174a938ed4e8ef690e15d3e505 \
-    --hash=sha256:277e970e750505ed74c832b4bf75dac7476262ee2a013f5574dd49075879e161 \
-    --hash=sha256:2aaba3b0819274cc41757a1da876f810a3e4d7b6eb25699253a4effef9e8e4af \
-    --hash=sha256:2b7d8f6c26245217bd2ad053761201e9f9680f8ce52f0fcd8d0755aeae5b2152 \
-    --hash=sha256:2c9d3c380143a1fedbff95a312aa798578371eb29da42106a29019368a475318 \
-    --hash=sha256:3162d5d8ce1bb98dd51af660f2121c55d0fa541b46dff7bb9b9f86ea1d87de72 \
-    --hash=sha256:31fd66405eaf47bb62e8cd575dc621c56c668f27d46a61d975a249930dd5e2a4 \
-    --hash=sha256:362d61fd13843997c1c446760ef36f240cf81d3ebf74ac62652aebaf7838561e \
-    --hash=sha256:376bec83a63b8021bb5c8ea75e21c4ccb86e7e45ca4eb81146091b56599b80c3 \
-    --hash=sha256:44c2a8734b333e0578090c4cd6b16f275e07aa6614ca8715e6c038e865e70576 \
-    --hash=sha256:47cc91b2f4dd2833fddaedd2893006b0106129d4b94fdb6af1f4ce5a9965577c \
-    --hash=sha256:4902828217069c3c5c71094537a8e623f5d097858ac6ca8252f7b4d10b7560f1 \
-    --hash=sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8 \
-    --hash=sha256:4fe7859a4e3e8457458e2ff592f15ccb02f3da787fcd31e0183879c3ad4692a1 \
-    --hash=sha256:542d2cee80be6f80247095cc36c418f7bddd14f4a6de45af91dfad36d817bba2 \
-    --hash=sha256:554af85e960429cf30784dd47447d5125aaa3b99a6f0683589dbd27e2f45da44 \
-    --hash=sha256:5833d2c39d8896e4e19b689ffc198f08ea58116bee26dea51e362ecc7cd3ed26 \
-    --hash=sha256:5947809c8a2417be3267efc979c47d76a079758166f7d43ef5ae8e9f92751f88 \
-    --hash=sha256:5ae497466c7901d54b639cf42d5b8c1b6a4fead55215500d2f486d34db48d016 \
-    --hash=sha256:5bd2293095d766545ec1a8f612559f6b40abc0eb18bb2f5d1171872d34036ede \
-    --hash=sha256:5bfbb1b9acf3334612667b61bd3002196fe2a1eb4dd74d247e0f2a4d50ec9bbf \
-    --hash=sha256:5cb4d72eea50c8868f5288b7f7f33ed276118325c1dfd3957089f6b519e1382a \
-    --hash=sha256:5dbe56a36425d26d6cfb40ce79c314a2e4dd6211d51d6d2191c00bed34f354cc \
-    --hash=sha256:5f819d5fe9234f9f82d75bdfa9aef3a3d72c4d24a6e57aeaebba32a704553aa0 \
-    --hash=sha256:64b55f9dce520635f018f907ff1b0df1fdc31f2795a922fb49dd14fbcdf48c84 \
-    --hash=sha256:6515f3182dbe4ea06ced2d9e8666d97b46ef4c75e326b79bb624110f122551db \
-    --hash=sha256:65e2befcd84bc6f37095f5961e68a6f077bf44946771354a28ad434c2cce0ae1 \
-    --hash=sha256:6aee717dcfead04c6eb1ce3bd29ac1e22663cdea57f943c87d1eab9a025438d7 \
-    --hash=sha256:6b39f987ae8ccdf0d2642338faf2abb1862340facc796048b604ef14919e55ed \
-    --hash=sha256:6e1fcf0720908f200cd21aa4e6750a48ff6ce4afe7ff5a79a90d5ed8a08296f8 \
-    --hash=sha256:74018750915ee7ad843a774364e13a3db91682f26142baddf775342c3f5b1133 \
-    --hash=sha256:74664978bb272435107de04e36db5a9735e78232b85b77d45cfb38f758efd33e \
-    --hash=sha256:74bb723680f9f7a6234dcf67aea57e708ec1fbdf5699fb91dfd6f511b0a320ef \
-    --hash=sha256:752944c7ffbfdd10c074dc58ec2d5a8a4cd9493b314d367c14d24c17684ddd14 \
-    --hash=sha256:778d2e08eda00f4256d7f672ca9fef386071c9202f5e4607920b86d7803387f2 \
-    --hash=sha256:780236ac706e66881f3b7f2f32dfe90507a09e67d1d454c762cf642e6e1586e0 \
-    --hash=sha256:798d75d81754988d2565bff1b97ba5a44411867c0cf32b77a7e8f8d84796b10d \
-    --hash=sha256:799a7a5e4fb2d5898c60b640fd4981d6a25f1c11790935a44ce38c54e985f828 \
-    --hash=sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f \
-    --hash=sha256:7c308f7e26e4363d79df40ca5b2be1c6ba9f02bdbccfed5abddb7859a6ce72cf \
-    --hash=sha256:7fa17817dc5625de8a027cb8b26d9fefa3ea28c8253929b8d6649e705d2835b6 \
-    --hash=sha256:81d5eb2a312700f4ecaa977a8235b634ce853200e828fbadf3a9c50bab278328 \
-    --hash=sha256:82004af6c302b5d3ab2cfc4cc5f29db16123b1a8417f2e25f9066f91d4411090 \
-    --hash=sha256:837c2ce8c5a65a2035be9b3569c684358dfbf109fd3b6969630a87535495ceaa \
-    --hash=sha256:840c25fb618a231545cbab0564a799f101b63b9901f2569faecd6b222ac72381 \
-    --hash=sha256:8a6562c3700cce886c5be75ade4a5db4214fda19fede41d9792d100288d8f94c \
-    --hash=sha256:8af65f14dc14a79b924524b1e7fffe304517b2bff5a58bf64f30b98bbc5079eb \
-    --hash=sha256:8ef3c867360f88ac904fd3f5e1f902f13307af9052646963ee08ff4f131adafc \
-    --hash=sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a \
-    --hash=sha256:99ae2cffebb06e6c22bdc25801d7b30f503cc87dbd283479e7b606f70aff57ec \
-    --hash=sha256:9a26f18905b8dd5d685d6d07b0cdf98a79f3c7a918906af7cc143ea2e164c8bc \
-    --hash=sha256:9b35f4c90079ff2e2edc5b26c0c77925e5d2d255c42c74fdb70fb49b172726ac \
-    --hash=sha256:9cd98cdc06614a2f768d2b7286d66805f94c48cde050acdbbb7db2600ab3197e \
-    --hash=sha256:9d1bb833febdff5c8927f922386db610b49db6e0d4f4ee29601d71e7c2694313 \
-    --hash=sha256:9f7fcd74d410a36883701fafa2482a6af2ff5ba96b9a620e9e0721e28ead5569 \
-    --hash=sha256:a59cb51917aa591b1c4e6a43c132f0cdc3c76dbad6155df4e28ee626cc77a0a3 \
-    --hash=sha256:a61900df84c667873b292c3de315a786dd8dac506704dea57bc957bd31e22c7d \
-    --hash=sha256:a79cfe37875f822425b89a82333404539ae63dbdddf97f84dcbc3d339aae9525 \
-    --hash=sha256:a8a8b89589086a25749f471e6a900d3f662d1d3b6e2e59dcecf787b1cc3a1894 \
-    --hash=sha256:a8bf8d0f749c5757af2142fe7903a9df1d2e8aa3841559b2bad34b08d0e2bcf3 \
-    --hash=sha256:a9768c477b9d7bd54bc0c86dbaebdec6f03306675526c9927c0e8a04e8f94af9 \
-    --hash=sha256:ac1c4a689edcc530fc9d9aa11f5774b9e2f33f9a0c6a57864e90908f5208d30a \
-    --hash=sha256:af2d8c67d8e573d6de5bc30cdb27e9b95e49115cd9baad5ddbd1a6207aaa82a9 \
-    --hash=sha256:b435cba5f4f750aa6c0a0d92c541fb79f69a387c91e61f1795227e4ed9cece14 \
-    --hash=sha256:b5b290ccc2a263e8d185130284f8501e3e36c5e02750fc6b6bdeb2e9e96f1e25 \
-    --hash=sha256:b5d84d37db046c5ca74ee7bb47dd6cbc13f80665fdde3e8040bdd3fb015ecb50 \
-    --hash=sha256:b7cf1017d601aa35e6bb650b6ad28652c9cd78ee6caff19f3c28d03e1c80acbf \
-    --hash=sha256:bc7637e2f80d8530ee4a78e878bce464f70087ce73cf7c1caf142416923b98f1 \
-    --hash=sha256:c0463276121fdee9c49b98908b3a89c39be45d86d1dbaa22957e38f6321d4ce3 \
-    --hash=sha256:c4ef880e27901b6cc782f1b95f82da9313c0eb95c3af699103088fa0ac3ce9ac \
-    --hash=sha256:c8ae8a0f02f57a6e61203a31428fa1d677cbe50c93622b4149d5c0f319c1d19e \
-    --hash=sha256:ca5862d5b3928c4940729dacc329aa9102900382fea192fc5e52eb69d6093815 \
-    --hash=sha256:cb01158d8b88ee68f15949894ccc6712278243d95f344770fa7593fa2d94410c \
-    --hash=sha256:cb6254dc36b47a990e59e1068afacdcd02958bdcce30bb50cc1700a8b9d624a6 \
-    --hash=sha256:cc00f04ed596e9dc0da42ed17ac5e596c6ccba999ba6bd92b0e0aef2f170f2d6 \
-    --hash=sha256:cd09d08005f958f370f539f186d10aec3377d55b9eeb0d796025d4886119d76e \
-    --hash=sha256:cd4b7ca9984e5e7985c12bc60a6f173f3c958eae74f3ef6624bb6b26e2abbae4 \
-    --hash=sha256:ce8a0633f41a967713a59c4139d29110c07e826d131a316b50ce11b1d79b4f84 \
-    --hash=sha256:cead0978fc57397645f12578bfd2d5ea9138ea0fac82b2f63f7f7c6877986a69 \
-    --hash=sha256:d055ec1e26e441f6187acf818b73564e6e6282709e9bcb5b63f5b23068356a15 \
-    --hash=sha256:d1f13550535ad8cff21b8d757a3257963e951d96e20ec82ab44bc64aeb62a191 \
-    --hash=sha256:d9c7f57c3d666a53421049053eaacdd14bbd0a528e2186fcb2e672effd053bb0 \
-    --hash=sha256:d9e45d7faa48ee908174d8fe84854479ef838fc6a705c9315372eacbc2f02897 \
-    --hash=sha256:da3326d9e65ef63a817ecbcc0df6e94463713b754fe293eaa03da99befb9a5bd \
-    --hash=sha256:de00632ca48df9daf77a2c65a484531649261ec9f25489917f09e455cb09ddb2 \
-    --hash=sha256:e1f185f86a6f3403aa2420e815904c67b2f9ebc443f045edd0de921108345794 \
-    --hash=sha256:e824f1492727fa856dd6eda4f7cee25f8518a12f3c4a56a74e8095695089cf6d \
-    --hash=sha256:e912091979546adf63357d7e2ccff9b44f026c075aeaf25a52d0e95ad2281074 \
-    --hash=sha256:eaabd426fe94daf8fd157c32e571c85cb12e66692f15516a83a03264b08d06c3 \
-    --hash=sha256:ebf3e58c7ec8a8bed6d66a75d7fb37b55e5015b03ceae72a8e7c74495551e224 \
-    --hash=sha256:ecaae4149d99b1c9e7b88bb03e3221956f68fd6d50be2ef061b2381b61d20838 \
-    --hash=sha256:eecbc200c7fd5ddb9a7f16c7decb07b566c29fa2161a16cf67b8d068bd21690a \
-    --hash=sha256:f155a433c2ec037d4e8df17d18922c3a0d9b3232a396690f17175d2946f0218d \
-    --hash=sha256:f1e34719c6ed0b92f418c7c780480b26b5d9c50349e9a9af7d76bf757530350d \
-    --hash=sha256:f34be2938726fc13801220747472850852fe6b1ea75869a048d6f896838c896f \
-    --hash=sha256:f820802628d2694cb7e56db99213f930856014862f3fd943d290ea8438d07ca8 \
-    --hash=sha256:f8bf04158c6b607d747e93949aa60618b61312fe647a6369f88ce2ff16043490 \
-    --hash=sha256:f8e160feb2aed042cd657a72acc0b481212ed28b1b9a95c0cee1621b524e1966 \
-    --hash=sha256:f9d332f8c2a2fcbffe1378594431458ddbef721c1769d78e2cbc06280d8155f9 \
-    --hash=sha256:fa09f53c465e532f4d3db095e0c55b615f010ad81803d383195b6b5ca6cbf5f3 \
-    --hash=sha256:faa3a41b2b66b6e50f84ae4a68c64fcd0c44355741c6374813a800cd6695db9e \
-    --hash=sha256:fd44c878ea55ba351104cb93cc85e74916eb8fa440ca7903e57575e97394f608
+charset-normalizer==3.4.4
     # via requests
-cirq-core==1.5.0 \
-    --hash=sha256:104a574c766011c979e897f0fb5e90eb69a2b58ec1dc389a73495e63124923d0
+cirq-core==1.5.0
     # via
     #   -r requirements.in
     #   cirq-google
-cirq-google==1.5.0 \
-    --hash=sha256:e8092a248a62fe130e14bc47830d63a6d26f4e586f9572de70dfd82c1cde70a5
+cirq-google==1.5.0
     # via -r requirements.in
-contourpy==1.3.2 \
-    --hash=sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f \
-    --hash=sha256:106fab697af11456fcba3e352ad50effe493a90f893fca6c2ca5c033820cea92 \
-    --hash=sha256:107ba8a6a7eec58bb475329e6d3b95deba9440667c4d62b9b6063942b61d7f16 \
-    --hash=sha256:15ce6ab60957ca74cff444fe66d9045c1fd3e92c8936894ebd1f3eef2fff075f \
-    --hash=sha256:1c48188778d4d2f3d48e4643fb15d8608b1d01e4b4d6b0548d9b336c28fc9b6f \
-    --hash=sha256:3859783aefa2b8355697f16642695a5b9792e7a46ab86da1118a4a23a51a33d7 \
-    --hash=sha256:3d80b2c0300583228ac98d0a927a1ba6a2ba6b8a742463c564f1d419ee5b211e \
-    --hash=sha256:3f9e896f447c5c8618f1edb2bafa9a4030f22a575ec418ad70611450720b5b08 \
-    --hash=sha256:434f0adf84911c924519d2b08fc10491dd282b20bdd3fa8f60fd816ea0b48841 \
-    --hash=sha256:49b65a95d642d4efa8f64ba12558fcb83407e58a2dfba9d796d77b63ccfcaff5 \
-    --hash=sha256:4caf2bcd2969402bf77edc4cb6034c7dd7c0803213b3523f111eb7460a51b8d2 \
-    --hash=sha256:532fd26e715560721bb0d5fc7610fce279b3699b018600ab999d1be895b09415 \
-    --hash=sha256:5ebac872ba09cb8f2131c46b8739a7ff71de28a24c869bcad554477eb089a878 \
-    --hash=sha256:5f5964cdad279256c084b69c3f412b7801e15356b16efa9d78aa974041903da0 \
-    --hash=sha256:65a887a6e8c4cd0897507d814b14c54a8c2e2aa4ac9f7686292f9769fcf9a6ab \
-    --hash=sha256:6a37a2fb93d4df3fc4c0e363ea4d16f83195fc09c891bc8ce072b9d084853445 \
-    --hash=sha256:70771a461aaeb335df14deb6c97439973d253ae70660ca085eec25241137ef43 \
-    --hash=sha256:71e2bd4a1c4188f5c2b8d274da78faab884b59df20df63c34f74aa1813c4427c \
-    --hash=sha256:745b57db7758f3ffc05a10254edd3182a2a83402a89c00957a8e8a22f5582823 \
-    --hash=sha256:78e9253c3de756b3f6a5174d024c4835acd59eb3f8e2ca13e775dbffe1558f69 \
-    --hash=sha256:82199cb78276249796419fe36b7386bd8d2cc3f28b3bc19fe2454fe2e26c4c15 \
-    --hash=sha256:8b7fc0cd78ba2f4695fd0a6ad81a19e7e3ab825c31b577f384aa9d7817dc3bef \
-    --hash=sha256:8c5acb8dddb0752bf252e01a3035b21443158910ac16a3b0d20e7fed7d534ce5 \
-    --hash=sha256:8c942a01d9163e2e5cfb05cb66110121b8d07ad438a17f9e766317bcb62abf73 \
-    --hash=sha256:8d2e74acbcba3bfdb6d9d8384cdc4f9260cae86ed9beee8bd5f54fee49a430b9 \
-    --hash=sha256:90df94c89a91b7362e1142cbee7568f86514412ab8a2c0d0fca72d7e91b62912 \
-    --hash=sha256:970e9173dbd7eba9b4e01aab19215a48ee5dd3f43cef736eebde064a171f89a5 \
-    --hash=sha256:977e98a0e0480d3fe292246417239d2d45435904afd6d7332d8455981c408b85 \
-    --hash=sha256:9be002b31c558d1ddf1b9b415b162c603405414bacd6932d031c5b5a8b757f0d \
-    --hash=sha256:ad687a04bc802cbe8b9c399c07162a3c35e227e2daccf1668eb1f278cb698631 \
-    --hash=sha256:b4f54d6a2defe9f257327b0f243612dd051cc43825587520b1bf74a31e2f6ef2 \
-    --hash=sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54 \
-    --hash=sha256:b7cd50c38f500bbcc9b6a46643a40e0913673f869315d8e70de0438817cb7773 \
-    --hash=sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934 \
-    --hash=sha256:c440093bbc8fc21c637c03bafcbef95ccd963bc6e0514ad887932c18ca2a759a \
-    --hash=sha256:c49f73e61f1f774650a55d221803b101d966ca0c5a2d6d5e4320ec3997489441 \
-    --hash=sha256:c66c4906cdbc50e9cba65978823e6e00b45682eb09adbb78c9775b74eb222422 \
-    --hash=sha256:c6c4639a9c22230276b7bffb6a850dfc8258a2521305e1faefe804d006b2e532 \
-    --hash=sha256:c85bb486e9be652314bb5b9e2e3b0d1b2e643d5eec4992c0fbe8ac71775da739 \
-    --hash=sha256:cc829960f34ba36aad4302e78eabf3ef16a3a100863f0d4eeddf30e8a485a03b \
-    --hash=sha256:cdd22595308f53ef2f891040ab2b93d79192513ffccbd7fe19be7aa773a5e09f \
-    --hash=sha256:d0e589ae0d55204991450bb5c23f571c64fe43adaa53f93fc902a84c96f52fe1 \
-    --hash=sha256:d14f12932a8d620e307f715857107b1d1845cc44fdb5da2bc8e850f5ceba9f87 \
-    --hash=sha256:d32530b534e986374fc19eaa77fcb87e8a99e5431499949b828312bdcd20ac52 \
-    --hash=sha256:d6658ccc7251a4433eebd89ed2672c2ed96fba367fd25ca9512aa92a4b46c4f1 \
-    --hash=sha256:d91a3ccc7fea94ca0acab82ceb77f396d50a1f67412efe4c526f5d20264e6ecd \
-    --hash=sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989 \
-    --hash=sha256:de39db2604ae755316cb5967728f4bea92685884b1e767b7c24e983ef5f771cb \
-    --hash=sha256:de425af81b6cea33101ae95ece1f696af39446db9682a0b56daaa48cfc29f38f \
-    --hash=sha256:ded1706ed0c1049224531b81128efbd5084598f18d8a2d9efae833edbd2b40ad \
-    --hash=sha256:e1578f7eafce927b168752ed7e22646dad6cd9bca673c60bff55889fa236ebf9 \
-    --hash=sha256:e259bced5549ac64410162adc973c5e2fb77f04df4a439d00b478e57a0e65512 \
-    --hash=sha256:e298e7e70cf4eb179cc1077be1c725b5fd131ebc81181bf0c03525c8abc297fd \
-    --hash=sha256:eab0f6db315fa4d70f1d8ab514e527f0366ec021ff853d7ed6a2d33605cf4b83 \
-    --hash=sha256:f26b383144cf2d2c29f01a1e8170f50dacf0eac02d64139dcd709a8ac4eb3cfe \
-    --hash=sha256:f939a054192ddc596e031e50bb13b657ce318cf13d264f095ce9db7dc6ae81c0 \
-    --hash=sha256:fd93cc7f3139b6dd7aab2f26a90dde0aa9fc264dbf70f6740d498a70b860b82c
+contourpy==1.3.2
     # via
     #   -r requirements.in
     #   matplotlib
-cryptography==46.0.4 \
-    --hash=sha256:01df4f50f314fbe7009f54046e908d1754f19d0c6d3070df1e6268c5a4af09fa \
-    --hash=sha256:0563655cb3c6d05fb2afe693340bc050c30f9f34e15763361cf08e94749401fc \
-    --hash=sha256:078e5f06bd2fa5aea5a324f2a09f914b1484f1d0c2a4d6a8a28c74e72f65f2da \
-    --hash=sha256:0a9ad24359fee86f131836a9ac3bffc9329e956624a2d379b613f8f8abaf5255 \
-    --hash=sha256:2067461c80271f422ee7bdbe79b9b4be54a5162e90345f86a23445a0cf3fd8a2 \
-    --hash=sha256:281526e865ed4166009e235afadf3a4c4cba6056f99336a99efba65336fd5485 \
-    --hash=sha256:2d08bc22efd73e8854b0b7caff402d735b354862f1145d7be3b9c0f740fef6a0 \
-    --hash=sha256:3c268a3490df22270955966ba236d6bc4a8f9b6e4ffddb78aac535f1a5ea471d \
-    --hash=sha256:3d425eacbc9aceafd2cb429e42f4e5d5633c6f873f5e567077043ef1b9bbf616 \
-    --hash=sha256:44cc0675b27cadb71bdbb96099cca1fa051cd11d2ade09e5cd3a2edb929ed947 \
-    --hash=sha256:47bcd19517e6389132f76e2d5303ded6cf3f78903da2158a671be8de024f4cd0 \
-    --hash=sha256:485e2b65d25ec0d901bca7bcae0f53b00133bf3173916d8e421f6fddde103908 \
-    --hash=sha256:5aa3e463596b0087b3da0dbe2b2487e9fc261d25da85754e30e3b40637d61f81 \
-    --hash=sha256:5f14fba5bf6f4390d7ff8f086c566454bff0411f6d8aa7af79c88b6f9267aecc \
-    --hash=sha256:62217ba44bf81b30abaeda1488686a04a702a261e26f87db51ff61d9d3510abd \
-    --hash=sha256:6225d3ebe26a55dbc8ead5ad1265c0403552a63336499564675b29eb3184c09b \
-    --hash=sha256:6bb5157bf6a350e5b28aee23beb2d84ae6f5be390b2f8ee7ea179cda077e1019 \
-    --hash=sha256:728fedc529efc1439eb6107b677f7f7558adab4553ef8669f0d02d42d7b959a7 \
-    --hash=sha256:766330cce7416c92b5e90c3bb71b1b79521760cdcfc3a6a1a182d4c9fab23d2b \
-    --hash=sha256:812815182f6a0c1d49a37893a303b44eaac827d7f0d582cecfc81b6427f22973 \
-    --hash=sha256:829c2b12bbc5428ab02d6b7f7e9bbfd53e33efd6672d21341f2177470171ad8b \
-    --hash=sha256:82a62483daf20b8134f6e92898da70d04d0ef9a75829d732ea1018678185f4f5 \
-    --hash=sha256:8a15fb869670efa8f83cbffbc8753c1abf236883225aed74cd179b720ac9ec80 \
-    --hash=sha256:8bf75b0259e87fa70bddc0b8b4078b76e7fd512fd9afae6c1193bcf440a4dbef \
-    --hash=sha256:91627ebf691d1ea3976a031b61fb7bac1ccd745afa03602275dda443e11c8de0 \
-    --hash=sha256:93d8291da8d71024379ab2cb0b5c57915300155ad42e07f76bea6ad838d7e59b \
-    --hash=sha256:9b34d8ba84454641a6bf4d6762d15847ecbd85c1316c0a7984e6e4e9f748ec2e \
-    --hash=sha256:9b4d17bc7bd7cdd98e3af40b441feaea4c68225e2eb2341026c84511ad246c0c \
-    --hash=sha256:9c2da296c8d3415b93e6053f5a728649a87a48ce084a9aaf51d6e46c87c7f2d2 \
-    --hash=sha256:a05177ff6296644ef2876fce50518dffb5bcdf903c85250974fc8bc85d54c0af \
-    --hash=sha256:a90e43e3ef65e6dcf969dfe3bb40cbf5aef0d523dff95bfa24256be172a845f4 \
-    --hash=sha256:a9556ba711f7c23f77b151d5798f3ac44a13455cc68db7697a1096e6d0563cab \
-    --hash=sha256:b1de0ebf7587f28f9190b9cb526e901bf448c9e6a99655d2b07fff60e8212a82 \
-    --hash=sha256:be8c01a7d5a55f9a47d1888162b76c8f49d62b234d88f0ff91a9fbebe32ffbc3 \
-    --hash=sha256:bfd019f60f8abc2ed1b9be4ddc21cfef059c841d86d710bb69909a688cbb8f59 \
-    --hash=sha256:c236a44acfb610e70f6b3e1c3ca20ff24459659231ef2f8c48e879e2d32b73da \
-    --hash=sha256:c411f16275b0dea722d76544a61d6421e2cc829ad76eec79280dbdc9ddf50061 \
-    --hash=sha256:c92010b58a51196a5f41c3795190203ac52edfd5dc3ff99149b4659eba9d2085 \
-    --hash=sha256:d5a45ddc256f492ce42a4e35879c5e5528c09cd9ad12420828c972951d8e016b \
-    --hash=sha256:daa392191f626d50f1b136c9b4cf08af69ca8279d110ea24f5c2700054d2e263 \
-    --hash=sha256:dc1272e25ef673efe72f2096e92ae39dea1a1a450dd44918b15351f72c5a168e \
-    --hash=sha256:dce1e4f068f03008da7fa51cc7abc6ddc5e5de3e3d1550334eaf8393982a5829 \
-    --hash=sha256:dd5aba870a2c40f87a3af043e0dee7d9eb02d4aff88a797b48f2b43eff8c3ab4 \
-    --hash=sha256:de0f5f4ec8711ebc555f54735d4c673fc34b65c44283895f1a08c2b49d2fd99c \
-    --hash=sha256:df4a817fa7138dd0c96c8c8c20f04b8aaa1fac3bbf610913dcad8ea82e1bfd3f \
-    --hash=sha256:e07ea39c5b048e085f15923511d8121e4a9dc45cee4e3b970ca4f0d338f23095 \
-    --hash=sha256:eeeb2e33d8dbcccc34d64651f00a98cb41b2dc69cef866771a5717e6734dfa32 \
-    --hash=sha256:fa0900b9ef9c49728887d1576fd8d9e7e3ea872fa9b25ef9b64888adc434e976 \
-    --hash=sha256:fdc3daab53b212472f1524d070735b2f0c214239df131903bae1d598016fa822
+cryptography==46.0.4
     # via google-auth
-cycler==0.12.1 \
-    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
-    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+cycler==0.12.1
     # via matplotlib
-cython==3.2.4 \
-    --hash=sha256:02cb0cc0f23b9874ad262d7d2b9560aed9c7e2df07b49b920bda6f2cc9cb505e \
-    --hash=sha256:03893c88299a2c868bb741ba6513357acd104e7c42265809fd58dce1456a36fc \
-    --hash=sha256:14dae483ca2838b287085ff98bc206abd7a597b7bb16939a092f8e84d9062842 \
-    --hash=sha256:1a64a112a34ec719b47c01395647e54fb4cf088a511613f9a3a5196694e8e382 \
-    --hash=sha256:28b1e363b024c4b8dcf52ff68125e635cb9cb4b0ba997d628f25e32543a71103 \
-    --hash=sha256:28e8075087a59756f2d059273184b8b639fe0f16cf17470bd91c39921bc154e0 \
-    --hash=sha256:2b1f12c0e4798293d2754e73cd6f35fa5bbdf072bdc14bc6fc442c059ef2d290 \
-    --hash=sha256:31a90b4a2c47bb6d56baeb926948348ec968e932c1ae2c53239164e3e8880ccf \
-    --hash=sha256:35ab0632186057406ec729374c737c37051d2eacad9d515d94e5a3b3e58a9b02 \
-    --hash=sha256:36bf3f5eb56d5281aafabecbaa6ed288bc11db87547bba4e1e52943ae6961ccf \
-    --hash=sha256:3b6e58f73a69230218d5381817850ce6d0da5bb7e87eb7d528c7027cbba40b06 \
-    --hash=sha256:3b8e62049afef9da931d55de82d8f46c9a147313b69d5ff6af6e9121d545ce7a \
-    --hash=sha256:55b6c44cd30821f0b25220ceba6fe636ede48981d2a41b9bbfe3c7902ce44ea7 \
-    --hash=sha256:55eb425c0baf1c8a46aa4424bc35b709db22f3c8a1de33adb3ecb8a3d54ea42a \
-    --hash=sha256:64d7f71be3dd6d6d4a4c575bb3a4674ea06d1e1e5e4cd1b9882a2bc40ed3c4c9 \
-    --hash=sha256:67922c9de058a0bfb72d2e75222c52d09395614108c68a76d9800f150296ddb3 \
-    --hash=sha256:6d5267f22b6451eb1e2e1b88f6f78a2c9c8733a6ddefd4520d3968d26b824581 \
-    --hash=sha256:72e6c0bbd978e2678b45351395f6825b9b8466095402eae293f4f7a73e9a3e85 \
-    --hash=sha256:732fc93bc33ae4b14f6afaca663b916c2fdd5dcbfad7114e17fb2434eeaea45c \
-    --hash=sha256:767b143704bdd08a563153448955935844e53b852e54afdc552b43902ed1e235 \
-    --hash=sha256:83266c356c13c68ffe658b4905279c993d8a5337bb0160fa90c8a3e297ea9a2e \
-    --hash=sha256:84226ecd313b233da27dc2eb3601b4f222b8209c3a7216d8733b031da1dc64e6 \
-    --hash=sha256:869487ea41d004f8b92171f42271fbfadb1ec03bede3158705d16cd570d6b891 \
-    --hash=sha256:90f43be4eaa6afd58ce20d970bb1657a3627c44e1760630b82aa256ba74b4acb \
-    --hash=sha256:983f9d2bb8a896e16fa68f2b37866ded35fa980195eefe62f764ddc5f9f5ef8e \
-    --hash=sha256:b362819d155fff1482575e804e43e3a8825332d32baa15245f4642022664a3f4 \
-    --hash=sha256:b84d4e3c875915545f77c88dba65ad3741afd2431e5cdee6c9a20cefe6905647 \
-    --hash=sha256:ca2399dc75796b785f74fb85c938254fa10c80272004d573c455f9123eceed86 \
-    --hash=sha256:ca578c9cb872c7ecffbe14815dc4590a003bc13339e90b2633540c7e1a252839 \
-    --hash=sha256:d4b4fd5332ab093131fa6172e8362f16adef3eac3179fd24bbdc392531cb82fa \
-    --hash=sha256:e3b5ac54e95f034bc7fb07313996d27cbf71abc17b229b186c1540942d2dc28e \
-    --hash=sha256:e65e4773021f8dc8532010b4fbebe782c77f9a0817e93886e518c93bd6a44e9d \
-    --hash=sha256:e71efb20048358a6b8ec604a0532961c50c067b5e63e345e2e359fff72feaee8 \
-    --hash=sha256:f136f379a4a54246facd0eb6f1ee15c3837cb314ce87b677582ec014db4c6845 \
-    --hash=sha256:f583cad7a7eed109f0babb5035e92d0c1260598f53add626a8568b57246b62c3 \
-    --hash=sha256:f81eda419b5ada7b197bbc3c5f4494090e3884521ffd75a3876c93fbf66c9ca8 \
-    --hash=sha256:f8d685a70bce39acc1d62ec3916d9b724b5ef665b0ce25ae55e1c85ee09747fc \
-    --hash=sha256:fdfdd753ad7e18e5092b413e9f542e8d28b8a08203126090e1c15f7783b7fe57 \
-    --hash=sha256:ff9af2134c05e3734064808db95b4dd7341a39af06e8945d05ea358e1741aaed
+cython==3.2.4
     # via typedunits
-dill==0.4.1 \
-    --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d \
-    --hash=sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa
+dill==0.4.1
     # via pylint
 duet==0.2.9
     # via cirq-core
@@ -408,9 +56,7 @@ gast==0.7.0
     # via tensorflow
 google-api-core[grpc]==2.29.0
     # via cirq-google
-google-auth==2.48.0 \
-    --hash=sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f \
-    --hash=sha256:4f7e706b0cd3208a3d940a19a822c37a476ddba5450156c3e6624a71f7c841ce
+google-auth==2.48.0
     # via google-api-core
 google-pasta==0.2.0
     # via tensorflow
@@ -424,11 +70,9 @@ grpcio==1.76.0
     #   grpcio-status
     #   tensorboard
     #   tensorflow
-grpcio-status==1.71.2 \
-    --hash=sha256:803c98cb6a8b7dc6dbb785b1111aed739f241ab5e9da0bba96888aa74704cfd3 \
-    --hash=sha256:c7a97e176df71cdc2c179cd1847d7fc86cca5832ad12e9798d7fed6b7a1aab50
+grpcio-status==1.71.2
     # via google-api-core
-h5py==3.10.0
+h5py==3.15.1
     # via
     #   keras
     #   tensorflow
@@ -438,10 +82,6 @@ ipython-genutils==0.2.0
     # via nbformat
 isort==5.13.2
     # via pylint
-jax==0.4.34
-    # via -r requirements.in
-jaxlib==0.4.34
-    # via jax
 jinja2==3.1.6
     # via tensorflow-docs
 jsonschema==4.26.0
@@ -460,9 +100,7 @@ kiwisolver==1.4.7
     # via matplotlib
 libclang==18.1.1
     # via tensorflow
-markdown==3.10.1 \
-    --hash=sha256:1c19c10bd5c14ac948c53d0d762a04e2fa35a6d58a6b7b1e6bfcbe6fefc0001a \
-    --hash=sha256:867d788939fe33e4b736426f5b9f651ad0c0ae0ecf89df0ca5d1176c70812fe3
+markdown==3.10.1
     # via tensorboard
 markdown-it-py==3.0.0
     # via rich
@@ -476,49 +114,8 @@ mccabe==0.7.0
     # via pylint
 mdurl==0.1.2
     # via markdown-it-py
-ml-dtypes==0.5.4 \
-    --hash=sha256:0d2ffd05a2575b1519dc928c0b93c06339eb67173ff53acb00724502cda231cf \
-    --hash=sha256:11942cbf2cf92157db91e5022633c0d9474d4dfd813a909383bd23ce828a4b7d \
-    --hash=sha256:14a4fd3228af936461db66faccef6e4f41c1d82fcc30e9f8d58a08916b1d811f \
-    --hash=sha256:19b9a53598f21e453ea2fbda8aa783c20faff8e1eeb0d7ab899309a0053f1483 \
-    --hash=sha256:2314892cdc3fcf05e373d76d72aaa15fda9fb98625effa73c1d646f331fcecb7 \
-    --hash=sha256:2b857d3af6ac0d39db1de7c706e69c7f9791627209c3d6dedbfca8c7e5faec22 \
-    --hash=sha256:304ad47faa395415b9ccbcc06a0350800bc50eda70f0e45326796e27c62f18b6 \
-    --hash=sha256:35f29491a3e478407f7047b8a4834e4640a77d2737e0b294d049746507af5175 \
-    --hash=sha256:388d399a2152dd79a3f0456a952284a99ee5c93d3e2f8dfe25977511e0515270 \
-    --hash=sha256:3bbbe120b915090d9dd1375e4684dd17a20a2491ef25d640a908281da85e73f1 \
-    --hash=sha256:3d277bf3637f2a62176f4575512e9ff9ef51d00e39626d9fe4a161992f355af2 \
-    --hash=sha256:4381fe2f2452a2d7589689693d3162e876b3ddb0a832cde7a414f8e1adf7eab1 \
-    --hash=sha256:4ff7f3e7ca2972e7de850e7b8fcbb355304271e2933dd90814c1cb847414d6e2 \
-    --hash=sha256:531eff30e4d368cb6255bc2328d070e35836aa4f282a0fb5f3a0cd7260257298 \
-    --hash=sha256:533ce891ba774eabf607172254f2e7260ba5f57bdd64030c9a4fcfbd99815d0d \
-    --hash=sha256:557a31a390b7e9439056644cb80ed0735a6e3e3bb09d67fd5687e4b04238d1de \
-    --hash=sha256:5a0f68ca8fd8d16583dfa7793973feb86f2fbb56ce3966daf9c9f748f52a2049 \
-    --hash=sha256:6a0df4223b514d799b8a1629c65ddc351b3efa833ccf7f8ea0cf654a61d1e35d \
-    --hash=sha256:6c7ecb74c4bd71db68a6bea1edf8da8c34f3d9fe218f038814fd1d310ac76c90 \
-    --hash=sha256:7c23c54a00ae43edf48d44066a7ec31e05fdc2eee0be2b8b50dd1903a1db94bb \
-    --hash=sha256:805cef3a38f4eafae3a5bf9ebdcdb741d0bcfd9e1bd90eb54abd24f928cd2465 \
-    --hash=sha256:88c982aac7cb1cbe8cbb4e7f253072b1df872701fcaf48d84ffbb433b6568f24 \
-    --hash=sha256:8ab06a50fb9bf9666dd0fe5dfb4676fa2b0ac0f31ecff72a6c3af8e22c063453 \
-    --hash=sha256:8c6a2dcebd6f3903e05d51960a8058d6e131fe69f952a5397e5dbabc841b6d56 \
-    --hash=sha256:8c760d85a2f82e2bed75867079188c9d18dae2ee77c25a54d60e9cc79be1bc48 \
-    --hash=sha256:9ad459e99793fa6e13bd5b7e6792c8f9190b4e5a1b45c63aba14a4d0a7f1d5ff \
-    --hash=sha256:9bad06436568442575beb2d03389aa7456c690a5b05892c471215bfd8cf39460 \
-    --hash=sha256:a174837a64f5b16cab6f368171a1a03a27936b31699d167684073ff1c4237dac \
-    --hash=sha256:a7f7c643e8b1320fd958bf098aa7ecf70623a42ec5154e3be3be673f4c34d900 \
-    --hash=sha256:a9b61c19040397970d18d7737375cffd83b1f36a11dd4ad19f83a016f736c3ef \
-    --hash=sha256:b4b801ebe0b477be666696bda493a9be8356f1f0057a57f1e35cd26928823e5a \
-    --hash=sha256:b95e97e470fe60ed493fd9ae3911d8da4ebac16bd21f87ffa2b7c588bf22ea2c \
-    --hash=sha256:bc11d7e8c44a65115d05e2ab9989d1e045125d7be8e05a071a48bc76eb6d6040 \
-    --hash=sha256:bfc534409c5d4b0bf945af29e5d0ab075eae9eecbb549ff8a29280db822f34f9 \
-    --hash=sha256:c1a953995cccb9e25a4ae19e34316671e4e2edaebe4cf538229b1fc7109087b7 \
-    --hash=sha256:cb73dccfc991691c444acc8c0012bee8f2470da826a92e3a20bb333b1a7894e6 \
-    --hash=sha256:ce756d3a10d0c4067172804c9cc276ba9cc0ff47af9078ad439b075d1abdc29b \
-    --hash=sha256:d81fdb088defa30eb37bf390bb7dde35d3a83ec112ac8e33d75ab28cc29dd8b0 \
-    --hash=sha256:f21c9219ef48ca5ee78402d5cc831bd58ea27ce89beda894428bc67a52da5328
+ml-dtypes==0.5.4
     # via
-    #   jax
-    #   jaxlib
     #   keras
     #   tensorflow
 mpmath==1.3.0
@@ -536,63 +133,12 @@ nest-asyncio==1.6.0
     # via nbclient
 networkx==3.2.1
     # via cirq-core
-numpy==1.26.4
-    # via
-    #   -r requirements.in
-    #   cirq-core
-numpy==2.0.2 \
-    --hash=sha256:0123ffdaa88fa4ab64835dcbde75dcdf89c453c922f18dced6e27c90d1d0ec5a \
-    --hash=sha256:11a76c372d1d37437857280aa142086476136a8c0f373b2e648ab2c8f18fb195 \
-    --hash=sha256:13e689d772146140a252c3a28501da66dfecd77490b498b168b501835041f951 \
-    --hash=sha256:1e795a8be3ddbac43274f18588329c72939870a16cae810c2b73461c40718ab1 \
-    --hash=sha256:26df23238872200f63518dd2aa984cfca675d82469535dc7162dc2ee52d9dd5c \
-    --hash=sha256:286cd40ce2b7d652a6f22efdfc6d1edf879440e53e76a75955bc0c826c7e64dc \
-    --hash=sha256:2b2955fa6f11907cf7a70dab0d0755159bca87755e831e47932367fc8f2f2d0b \
-    --hash=sha256:2da5960c3cf0df7eafefd806d4e612c5e19358de82cb3c343631188991566ccd \
-    --hash=sha256:312950fdd060354350ed123c0e25a71327d3711584beaef30cdaa93320c392d4 \
-    --hash=sha256:423e89b23490805d2a5a96fe40ec507407b8ee786d66f7328be214f9679df6dd \
-    --hash=sha256:496f71341824ed9f3d2fd36cf3ac57ae2e0165c143b55c3a035ee219413f3318 \
-    --hash=sha256:49ca4decb342d66018b01932139c0961a8f9ddc7589611158cb3c27cbcf76448 \
-    --hash=sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece \
-    --hash=sha256:5fec9451a7789926bcf7c2b8d187292c9f93ea30284802a0ab3f5be8ab36865d \
-    --hash=sha256:671bec6496f83202ed2d3c8fdc486a8fc86942f2e69ff0e986140339a63bcbe5 \
-    --hash=sha256:7f0a0c6f12e07fa94133c8a67404322845220c06a9e80e85999afe727f7438b8 \
-    --hash=sha256:807ec44583fd708a21d4a11d94aedf2f4f3c3719035c76a2bbe1fe8e217bdc57 \
-    --hash=sha256:883c987dee1880e2a864ab0dc9892292582510604156762362d9326444636e78 \
-    --hash=sha256:8c5713284ce4e282544c68d1c3b2c7161d38c256d2eefc93c1d683cf47683e66 \
-    --hash=sha256:8cafab480740e22f8d833acefed5cc87ce276f4ece12fdaa2e8903db2f82897a \
-    --hash=sha256:8df823f570d9adf0978347d1f926b2a867d5608f434a7cff7f7908c6570dcf5e \
-    --hash=sha256:9059e10581ce4093f735ed23f3b9d283b9d517ff46009ddd485f1747eb22653c \
-    --hash=sha256:905d16e0c60200656500c95b6b8dca5d109e23cb24abc701d41c02d74c6b3afa \
-    --hash=sha256:9189427407d88ff25ecf8f12469d4d39d35bee1db5d39fc5c168c6f088a6956d \
-    --hash=sha256:96a55f64139912d61de9137f11bf39a55ec8faec288c75a54f93dfd39f7eb40c \
-    --hash=sha256:97032a27bd9d8988b9a97a8c4d2c9f2c15a81f61e2f21404d7e8ef00cb5be729 \
-    --hash=sha256:984d96121c9f9616cd33fbd0618b7f08e0cfc9600a7ee1d6fd9b239186d19d97 \
-    --hash=sha256:9a92ae5c14811e390f3767053ff54eaee3bf84576d99a2456391401323f4ec2c \
-    --hash=sha256:9ea91dfb7c3d1c56a0e55657c0afb38cf1eeae4544c208dc465c3c9f3a7c09f9 \
-    --hash=sha256:a15f476a45e6e5a3a79d8a14e62161d27ad897381fecfa4a09ed5322f2085669 \
-    --hash=sha256:a392a68bd329eafac5817e5aefeb39038c48b671afd242710b451e76090e81f4 \
-    --hash=sha256:a3f4ab0caa7f053f6797fcd4e1e25caee367db3112ef2b6ef82d749530768c73 \
-    --hash=sha256:a46288ec55ebbd58947d31d72be2c63cbf839f0a63b49cb755022310792a3385 \
-    --hash=sha256:a61ec659f68ae254e4d237816e33171497e978140353c0c2038d46e63282d0c8 \
-    --hash=sha256:a842d573724391493a97a62ebbb8e731f8a5dcc5d285dfc99141ca15a3302d0c \
-    --hash=sha256:becfae3ddd30736fe1889a37f1f580e245ba79a5855bff5f2a29cb3ccc22dd7b \
-    --hash=sha256:c05e238064fc0610c840d1cf6a13bf63d7e391717d247f1bf0318172e759e692 \
-    --hash=sha256:c1c9307701fec8f3f7a1e6711f9089c06e6284b3afbbcd259f7791282d660a15 \
-    --hash=sha256:c7b0be4ef08607dd04da4092faee0b86607f111d5ae68036f16cc787e250a131 \
-    --hash=sha256:cfd41e13fdc257aa5778496b8caa5e856dc4896d4ccf01841daee1d96465467a \
-    --hash=sha256:d731a1c6116ba289c1e9ee714b08a8ff882944d4ad631fd411106a30f083c326 \
-    --hash=sha256:df55d490dea7934f330006d0f81e8551ba6010a5bf035a249ef61a94f21c500b \
-    --hash=sha256:ec9852fb39354b5a45a80bdab5ac02dd02b15f44b3804e9f00c556bf24b4bded \
-    --hash=sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04 \
-    --hash=sha256:f26b258c385842546006213344c50655ff1555a9338e2e5e02a0756dc3e803dd
+numpy==2.0.2
     # via
     #   -r requirements.in
     #   cirq-core
     #   contourpy
     #   h5py
-    #   jax
-    #   jaxlib
     #   keras
     #   matplotlib
     #   ml-dtypes
@@ -601,120 +147,17 @@ numpy==2.0.2 \
     #   tensorboard
     #   tensorflow
     #   typedunits
-opt-einsum==3.4.0 \
-    --hash=sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd \
-    --hash=sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac
+opt-einsum==3.4.0
     # via tensorflow
-optree==0.18.0 \
-    --hash=sha256:01b79aaee544adf5bfa573db32b943030dfeb9fd1c6e7a97aa417db56a8127e7 \
-    --hash=sha256:02d9999840fabef85a6b22e757f336d5591f712f99c710d8b232d52e53115314 \
-    --hash=sha256:056894ce6242cd1c7fed71325a7d9f633b2d3b4420c52af48f6a0c4560d74ca1 \
-    --hash=sha256:057b983a9526645133553184bed7090bb07855df986abd9e99c456922045c6bc \
-    --hash=sha256:07c5f64783ad0f0f80e61c25f276ce79b47deda83ed7956a4a9af6385fe8f60d \
-    --hash=sha256:090a3f0ccafa0fe99d71e7d974ae52ff966ac26c409ec41f96556b96646054ef \
-    --hash=sha256:0959bac58631e64e2ac6349cc284b37872c24f353b3d73b4682202a431f07d76 \
-    --hash=sha256:0d25941de1acba176305dbdeb931dea6143b30d64ebdc5bfea2bfc12ef9e2b0a \
-    --hash=sha256:0e0dbe995241efe70cfb522e89c1a7c968216926725a0e5e20cc72bd5d0311b1 \
-    --hash=sha256:10f29662d637b80363dc620da46ddc58def7acf7935e20595b23e216ea912367 \
-    --hash=sha256:1545c68299c0ce600e4ea1bc9112765dc4afe9a0b8ab43f955df6566bf78db42 \
-    --hash=sha256:1b75e083137f361377ff8d70df885ab3a1cf8980e4019e3f311237579adadb64 \
-    --hash=sha256:1db0a6497203a13063a8f044ae751dd5d8253cb815359270c38de0e4c9f8bed5 \
-    --hash=sha256:1f19867b02a547fc9f11d27c0413e7483cef89699e16f3b9e8af73a9b25e6061 \
-    --hash=sha256:1f674e34202383f8b42fa9335f13bedfb6b6f019c66e1f41034929e4be203423 \
-    --hash=sha256:20536964ba2458f166c1e8ab25951e3fc0a5056b651bd08f16be99bb3ffed54a \
-    --hash=sha256:27611c6c122745a003b5be7aedba49ef86e9fef46d743c234596de0bde6dc679 \
-    --hash=sha256:27b1d0cadcf4627c98abbbdce912dbc2243f5687f3c7df39963b793c89321c65 \
-    --hash=sha256:289b184cc41dfc400a30db6207ec997884d14540aae2cba10cb88dc7ebaae2a1 \
-    --hash=sha256:2b5cfb5fc643f16d3a7d957807e55a937dce07566c49ccc4aa71b01064c56758 \
-    --hash=sha256:3014537ff7e4e091ee46e57976f7d95c52f66a0e3eb5ebcbe0de0d924504b58e \
-    --hash=sha256:30a2636279bdc805c8e154a0f346bcf704626b831ff44724d305fb72c90b7389 \
-    --hash=sha256:30f95279188f6b9300e17c1557989baa991c2d6f519013bd8fea13462a0e6a45 \
-    --hash=sha256:30fefc84975ac41d9075993196c64ce0c240510f0539cff121d63b709e03846f \
-    --hash=sha256:31539dec60af84e16e99574634811d38e34e1fb381f40d6f489a2e582bf41f03 \
-    --hash=sha256:328857d7a35129904b21164f6b0c2ff1d728ad1f5838589c5f437a16c94213c8 \
-    --hash=sha256:3804fb6ddc923855db2dc4805b4524c66e00f1ef30b166be4aadd52822b13e06 \
-    --hash=sha256:382e5ca02cbd5b20d713d4da189a8613f828832e2af57ccbe04a9c6b0bd9497e \
-    --hash=sha256:385bd727cc7bd3c01bd6204028ac2adce8a8f622c296053d9df434aa0e30b01f \
-    --hash=sha256:421b839c7ff30df5791e66c89b2e9c2f68191dd6a5d6927c32bcc6b887090df8 \
-    --hash=sha256:446c46c53cb8f13abcc0d7dd1989d59bb059953c122fe9901ef53de7fb38b33e \
-    --hash=sha256:4cc92339899acb685ee718fd22b25069dfa7be038c63274c54481d54ccc2f9e2 \
-    --hash=sha256:4eb146711d4cd0876bf93e0118d3e74050b6f633d756c269ce7cda907281b499 \
-    --hash=sha256:51e2cd9ac7fecfd5f6f56ce69f4f805553c226a2744810175959eb408101513c \
-    --hash=sha256:55a2ccd121fccc9df961e982db2f4e8f2b4f7015e814ef70b1140514cdffe214 \
-    --hash=sha256:56bb19ff827c9a443202b52bf103705ce96ef14d045e0a30d0d7ee7dbcef6a0d \
-    --hash=sha256:571b732229d7b2e7a2215f57586f8ec0140e07c0faea916e456cbbfa819e56cb \
-    --hash=sha256:5b126c34b459ef4f10f3a4d7d222416d9102b3c5a76b39f346c611792f144821 \
-    --hash=sha256:5b75e32c191e4b8cf42a8aa854ed264df82936136c0bcad77be44605da41cdfc \
-    --hash=sha256:5bc1221068a58175e0ad62afc199893f77c653206673a5552992a604c66fb77e \
-    --hash=sha256:5e669f98b9af9f66144c7ae09912d0367ac3182abe016f67cdd15cb45e13c923 \
-    --hash=sha256:66f142c743732cd4e630ea84415f654a00c792793c7f80d4511167f0f89796a6 \
-    --hash=sha256:6fc9f8acde3bb561b2034e96079507fbe6d4624058fe204161eb8ef29f961296 \
-    --hash=sha256:7172b16e87c87160475275e4bfaa6e4067ccde184d2cca65ba25a402a8ed7758 \
-    --hash=sha256:71ca2fcad8972ba56d6cfffbcd962f45f5d4bc04182f23d66154b38c2eb37de3 \
-    --hash=sha256:72fa79be4d6515682417f103ae759a22345439eb1319886be936029215ee00dc \
-    --hash=sha256:7699957183f8d45402edd6266e175510317f5fcd7f0e623510f2eb7e1ebfc667 \
-    --hash=sha256:79bbe14d6cad81f5840958589daa1b836864ada40031712a446dce8129917efd \
-    --hash=sha256:7ae6945f68771b1389ee46a1778e779f4ad76bca9306f3e39eb397f9a0dd2753 \
-    --hash=sha256:80d971060c888c3989132b7e75dfb50848636d41bc931af1b93fe2019fba469c \
-    --hash=sha256:80f28e4666aad66e5e20bdc2c47b5bf320250bb5407b3a39dfb1772787a7068f \
-    --hash=sha256:81e755124b77e766166c9d05206b90c68f234f425ad2e3c8a6c96f0db548c67b \
-    --hash=sha256:86f5bf05ad236f666e5395e989d6ac2cbfd02556526703e6c6f0a594c7fa081f \
-    --hash=sha256:895f23a4cd8aee2c2464efdad2d9bde28a2aaabee634c96423a933f40e74a67e \
-    --hash=sha256:89d5156f8a0a3792701e1c31473eb307f0b45696f48dc51d721f1bfe0c3a950f \
-    --hash=sha256:89e81afb11792d13d3777b503c6f21ec17b1a3b7de69cde1ae2c5471bcdcd4a0 \
-    --hash=sha256:8a2003fab79694e04b5f260628511e441c248b46a9fc46138e2424038ac04ada \
-    --hash=sha256:8a4ca121b6fc6b04300fa225fe6c31897e424db0d92691875af326f8c4e1cead \
-    --hash=sha256:8a901666afc2d7a8d0c20decc8079763e3313457ee67210382162d90163c0007 \
-    --hash=sha256:8b9ad4a01a1346b11acc574b7f932dea1a7c7ab31d93546a7540a1f02b3e724a \
-    --hash=sha256:8d88c00c70b5914904feaf8f505f3512c2f3f4493dbbd93951fcdddc85dcfe8c \
-    --hash=sha256:9104fc8915890e7292e5833fc677e4749607c67aa3cf8884677267078201c2f3 \
-    --hash=sha256:9460cba62e941626beb75c99a803373b38a52136d5f1932fcdfdcede1df6f2ef \
-    --hash=sha256:94983b3aa31ee401d2ac77ba570a3157d83f9508cfbb006095a48770e0a1c5ca \
-    --hash=sha256:9b1e7e8f9ddc85f05d542b74157bdb73ed0e49aded67d1775f721fcd6eb9be94 \
-    --hash=sha256:9d4b9d8c7e9335120ecf222d817699d17de743ad118080fb40467c367f009143 \
-    --hash=sha256:a479fa25b6e2430e530d00f0c27a55e15ecb9de8ad2d0aec3d40b680e2d6df64 \
-    --hash=sha256:a5c213a291c798139ed9ff80aec4bfcd2ac8f001bc015a9cdeb78457e9687dd3 \
-    --hash=sha256:a63df296fec376c5cd08298a85109db4a130f4cc8df15916fc92d44ef6068937 \
-    --hash=sha256:a74c45f04def041504bd21682eaf7f359f1a50dc7cf42b548b6f19aab50596bd \
-    --hash=sha256:ad428ccdb2a40804919880dfe8d2a3021fd4418be15ea7ecb8434ab249badf9f \
-    --hash=sha256:b0986ff1267a3b44d3ed76c3efb8b7239371444143f6e0d79f9dd23dbe02c7f9 \
-    --hash=sha256:b45d7172c67fc8d2b69f77b384998b39793ee91f8b3b46c609297b781fb7eea5 \
-    --hash=sha256:b4da3223c5b4cf694822752d0fbb6bf34c3f41648af1bd1b443cc3d68cc55106 \
-    --hash=sha256:b7aa0de08bbbfcef6e49c107f9f397f5d4742548500f16e3e6c5e0b9e4ff0faa \
-    --hash=sha256:b8adc912ecb6e4fd9df227ded66efaa6702f46a98e1403554be3c9c51d0ca920 \
-    --hash=sha256:ba23caafd0e0c911bb7eab54e5cf69644af864d153e4b2abdab83ff0ef357ba1 \
-    --hash=sha256:bda4572392ac1dff3fc67b6d9a4b1084e1637972e8135ad3788b4ce7cf0a90f5 \
-    --hash=sha256:c017539e1196ea08f20aea3a4c473f758149b851678edd3d15773b4326decf83 \
-    --hash=sha256:c1f20e8754abe312a701ee00d071ddd8502e9d97ca38fbc56204d14a9ffcb41c \
-    --hash=sha256:c8841d44f3648b0662e99fc39ef8c248726ddfb4d1bfce4bdba982e51bb7e3f8 \
-    --hash=sha256:cbb083a15ea968ad99e7da17d24632348d69e26534e83c69941f3020ed7536eb \
-    --hash=sha256:cde70c97e4cc4e997e8fda2266e40a9bff7679c72ab4af6e15e81748a12882cc \
-    --hash=sha256:cfa2e16993ba47e671a4e7ee1ad805f67b8d6744eb30a9d27ea0b07b3b7a22ed \
-    --hash=sha256:d20765efa494a80a8fd91c4de8890f34de8e9f234da5516e8f34f55703cfb93d \
-    --hash=sha256:d2844478690b5892159df0b2500e9d146dc8d3aa5b44e4564d05787b7330eca3 \
-    --hash=sha256:d569730b2647c51a5ee68d67198aa9a78c7a55563d57b8cc1ca8d8c8377e7621 \
-    --hash=sha256:daab231cf768937ce4675376ea3e214d399116d9867a6737372c31c58630bdfc \
-    --hash=sha256:db00c604c1ae452f6092293bf230984d4f6cbb3ad905a9991e8cf680fd7d1523 \
-    --hash=sha256:e058cc51d9d57b45801060af9f74765b95bedfc59fd6df1c7489ae0825126be5 \
-    --hash=sha256:e28024e6e343353285cf99ae9c74210f0e89e47b2f0f3af7c72c4a9e89dc3ebc \
-    --hash=sha256:e4a468ae1541614b5aa7b4f00254bce005ab7572fbb1fc764af4ee17d90fde7b \
-    --hash=sha256:ea357657143f364a764b63b2b1ce12d77156d48a1f32def990b696d755acb629 \
-    --hash=sha256:efd162e3bfc7812d75ebf2d0fb2783daee2407a92155af8a90650a6b0fa9342e \
-    --hash=sha256:f02faeda66d531dc5f5356589afcf2a6bc41c8d00bc903efab60f9a2182b140d \
-    --hash=sha256:f04286908654ffb05455254ebf72fe69473fc4560fc7ea49410df94dea6783a2 \
-    --hash=sha256:f5197f864630162f008f5dfad3fceef32553c0fa7639eee1b8e280d924ed678e \
-    --hash=sha256:f81f5340c8df50662abaf753ab07095901e40b934efb27da50032a4ae71c5a97 \
-    --hash=sha256:fa8e3878a1857761d64f08a23b32140d29754a53f85f7c87186ced2b5b1b49cb \
-    --hash=sha256:ff7326f36ed70d84c3fd62fb39bc6858f699640b8ab238c3cb8dafe1e200af59
+optree==0.18.0
     # via keras
-packaging==26.0 \
-    --hash=sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4 \
-    --hash=sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529
+packaging==26.0
     # via
     #   keras
     #   matplotlib
     #   tensorboard
     #   tensorflow
+    #   wheel
 pandas==2.3.3
     # via cirq-core
 pillow==11.0.0
@@ -728,18 +171,7 @@ proto-plus==1.27.0
     # via
     #   cirq-google
     #   google-api-core
-protobuf==5.29.5 \
-    --hash=sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079 \
-    --hash=sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc \
-    --hash=sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353 \
-    --hash=sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61 \
-    --hash=sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5 \
-    --hash=sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736 \
-    --hash=sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e \
-    --hash=sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84 \
-    --hash=sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671 \
-    --hash=sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238 \
-    --hash=sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015
+protobuf==5.29.5
     # via
     #   cirq-google
     #   google-api-core
@@ -750,33 +182,23 @@ protobuf==5.29.5 \
     #   tensorflow
     #   tensorflow-docs
     #   typedunits
-pyasn1==0.6.2 \
-    --hash=sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf \
-    --hash=sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b
+pyasn1==0.6.2
     # via
     #   pyasn1-modules
     #   rsa
 pyasn1-modules==0.4.2
     # via google-auth
-pycparser==3.0 \
-    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
-    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
+pycparser==3.0
     # via cffi
-pygments==2.19.2 \
-    --hash=sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887 \
-    --hash=sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
+pygments==2.19.2
     # via rich
 pylint==3.3.3
     # via -r requirements.in
-pyparsing==3.3.2 \
-    --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
-    --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
+pyparsing==3.3.2
     # via
     #   matplotlib
     #   typedunits
-python-dateutil==2.9.0.post0 \
-    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
-    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+python-dateutil==2.9.0.post0
     # via
     #   jupyter-client
     #   matplotlib
@@ -793,9 +215,7 @@ requests==2.32.5
     # via
     #   google-api-core
     #   tensorflow
-rich==14.3.1 \
-    --hash=sha256:b8c5f568a3a749f9290ec6bddedf835cec33696bfc1e48bcfecb276c7386e4b8 \
-    --hash=sha256:da750b1aebbff0b372557426fb3f35ba56de8ef954b3190315eb64076d6fb54e
+rich==14.3.1
     # via keras
 rpds-py==0.30.0
     # via
@@ -807,9 +227,7 @@ scipy==1.15.3
     # via
     #   -r requirements.in
     #   cirq-core
-    #   jax
-    #   jaxlib
-setuptools==80.10.1
+setuptools==75.0.0
     # via
     #   tensorboard
     #   tensorflow
@@ -822,28 +240,15 @@ six==1.17.0
     #   tensorflow
 sortedcontainers==2.4.0
     # via cirq-core
-tensorboard==2.18.0 \
-    --hash=sha256:107ca4821745f73e2aefa02c50ff70a9b694f39f790b11e6f682f7d326745eab
+sympy==1.14.0
+    # via
+    #   -r requirements.in
+    #   cirq-core
+tensorboard==2.18.0
     # via tensorflow
 tensorboard-data-server==0.7.2
     # via tensorboard
-tensorflow==2.18.1 \
-    --hash=sha256:0f84a4c87a30cfb279c30b0077541cb5aaac7506d32adde585adb185277e49d2 \
-    --hash=sha256:1ba52b9c06ab8102b31e50acfaf56899b923171e603c8942f2bfeb181d6bb59e \
-    --hash=sha256:1c0cd29c323908ed35ce72fbcce66f2ef7c8657f9c5024860ffd7ea64cf5d35d \
-    --hash=sha256:1f929842999d60e7da67743ae5204b477259f3b771c02e5e437d232267e49f18 \
-    --hash=sha256:210baf6d421f3e044b6e09efd04494a33b75334922fe6cf11970e2885172620a \
-    --hash=sha256:2dd7284768f5a6b10e41a700e8141de70756dc62ed5d0b93360d131ccc0a6ba8 \
-    --hash=sha256:442d2a774811789a8ad948e7286cb950fe3d87d3754e8cc6449d53b03dbfdaa6 \
-    --hash=sha256:4ecbb9b3cd3f223ff6861faa1a4c2719c138d870dba90545826685b1c5ba5901 \
-    --hash=sha256:661029cd769b311db910b79a3a6ef50a5a61ecc947172228c777a49989722508 \
-    --hash=sha256:8a6485edd2148f70d011dbd1d8dc2c775e91774a5a159466e83d0d1f21580944 \
-    --hash=sha256:8baba2b0f9f286f8115a0005d17c020d2febf95e434302eaf758f2020c1c4de5 \
-    --hash=sha256:98afa9c7f21481cdc6ccd09507a7878d533150fbb001840cc145e2132eb40942 \
-    --hash=sha256:99223d0dde08aec4ceebb3bf0f80da7802e18462dab0d5048225925c064d2af7 \
-    --hash=sha256:c9f87e5d2a680a4595f5dc30daf6bbaec9d4129b46d7ef1b2af63c46ac7d2828 \
-    --hash=sha256:db1d186c17b6a7c51813e275d0a83e964669822372aa01d074cf64b853ee76ac \
-    --hash=sha256:e0ffa318b969779baad01a11e7799dda9677ee33ccbbcdbf7b735c27f53d2a9b
+tensorflow==2.18.1
     # via
     #   -r requirements.in
     #   tf-keras
@@ -853,9 +258,7 @@ tensorflow-io-gcs-filesystem==0.37.1
     # via tensorflow
 termcolor==3.1.0
     # via tensorflow
-tf-keras==2.18.0 \
-    --hash=sha256:c431d04027eef790fcd3261cf7fdf93eb74f3cb32e05078b57b7f5a54bd53262 \
-    --hash=sha256:ebf744519b322afead33086a2aba872245473294affd40973694f3eb7c7ad77d
+tf-keras==2.18.0
     # via -r requirements.in
 tomli==2.4.0
     # via
@@ -873,35 +276,9 @@ traitlets==5.14.3
     #   jupyter-core
     #   nbclient
     #   nbformat
-typedunits==0.0.1 \
-    --hash=sha256:01e7ca845e049f82d6d81af51378606588b73e8ab7b04a877e9ac75c8f96980f \
-    --hash=sha256:044d47510c5b93a1226cf21742d957f728e332f48f9495897d9ca8364a7c596e \
-    --hash=sha256:1532f496aa854705dc6a5a08dc17abeaabe8388b907deb7d0d1668e2701685a1 \
-    --hash=sha256:1bc3da05b5fbcc22be8dc956fa3e4011c98156937888278fcb74e08d5af5d79c \
-    --hash=sha256:1f03851bdf65167c2fbf7b9a7f9b3c51868382285b865634fb6e7bfd84eafdb4 \
-    --hash=sha256:257369cd4bf1a0f1251d1db577fb5ad9dd26324c23840a13e1705a1ce6cb0e6b \
-    --hash=sha256:314fef1ff2b33e992ce09cb467745ad8de37b7c674a5d0c64ad7d2fdaeb7f658 \
-    --hash=sha256:3850742edb7773f2b3f4a6864c82a8d54e8f4a627719a0d7bf86cd11d6f47475 \
-    --hash=sha256:3c520e76b4317be331bed9ac8c226fc65639e2414179c251d293fb5249e5220a \
-    --hash=sha256:454cecb62ac6b21cb59d349fc5fe68ba04f42e8883953bbb6dee895f81b9f7d7 \
-    --hash=sha256:47fb11d0b476a6db5bdb77e5c5eca1b4a9c8fcd5c3d7a253e6215d8aed8001cf \
-    --hash=sha256:58f60dbebcb8bdedbc3fb687591749f547b44a26f990d448de29e0d272a03460 \
-    --hash=sha256:6c4c8a75eaf2d88e007b3a7ca717d453dca04664a74f883f19e83927d5e01927 \
-    --hash=sha256:89252d35c6a3b7e5d1e7974553d485c2635b54d16ecc545816a8171e9e9c35cd \
-    --hash=sha256:8bf7ddadf2206da41d3aa907e6404f7db29338ce66bd0ff7652fd3b79d125cc1 \
-    --hash=sha256:965266d81b76c8aa9c99866dcc73a87141594cd000b269d2c1db5d88f7096bb0 \
-    --hash=sha256:9d6ffa9b37db65552f958384f542d48a5f52ab44d6db56b2264ab72f15b8f899 \
-    --hash=sha256:a069c1557b7dfae33c2beb3cc1b8fe9ffa30f7b0fa03c02ea3ae5ba18afd75ba \
-    --hash=sha256:b8b6c4b63db4d28be43724f9db6625964d5fedee1a043680aba894be48e9d5ce \
-    --hash=sha256:d2c1f5acda33bcfc07c205b67c7a30884796bc087341428d0378ca41b14da645 \
-    --hash=sha256:d583fdb4292a9747d65cd64325ce15a5231cfee6122cf5317add7bd0c43bce50 \
-    --hash=sha256:d8b1f673c9f95d091cf12d682b94918b9ed1613514989ffe9201ecacbd4b1d52 \
-    --hash=sha256:f09ca10d5ff210fe9d6ba6d18a56ef816fc98d52b513349142727d385464a7d3 \
-    --hash=sha256:fba41b50d55844da9ceb7889daee5d58cc552f7e18bca31a2191f0be1f9e070e
+typedunits==0.0.1
     # via cirq-google
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.15.0
     # via
     #   astroid
     #   cirq-core
@@ -916,8 +293,10 @@ urllib3==2.6.3
     # via requests
 werkzeug==3.1.5
     # via tensorboard
-wheel==0.44.0
-    # via astunparse
+wheel==0.46.2
+    # via
+    #   -r requirements.in
+    #   astunparse
 wrapt==1.17.3
     # via tensorflow
 yapf==0.43.0

From fae2dbef7a7adfdf4d46a5361169e65dd6c9ce1f Mon Sep 17 00:00:00 2001
From: mhucka <mhucka@google.com>
Date: Fri, 6 Feb 2026 07:24:21 +0000
Subject: [PATCH 4/4] Resolve odd Bazel errors

I'm not sure why this didn't work in my environment but did work in
Pablos. Some very small tweaks were needed in my environment.
---
 third_party/local_config_cuda/cuda/BUILD.bazel    | 8 ++++++++
 third_party/local_config_cuda/cuda/build_defs.bzl | 3 +++
 2 files changed, 11 insertions(+)

diff --git a/third_party/local_config_cuda/cuda/BUILD.bazel b/third_party/local_config_cuda/cuda/BUILD.bazel
index d23669452..0c928bd62 100644
--- a/third_party/local_config_cuda/cuda/BUILD.bazel
+++ b/third_party/local_config_cuda/cuda/BUILD.bazel
@@ -2,3 +2,11 @@ package(default_visibility = ["//visibility:public"])
 
 # This package only exists so Bazel can resolve:
 #   @local_config_cuda//cuda:build_defs.bzl
+
+cc_library(
+    name = "cuda_headers",
+)
+
+cc_library(
+    name = "cudart",
+)
diff --git a/third_party/local_config_cuda/cuda/build_defs.bzl b/third_party/local_config_cuda/cuda/build_defs.bzl
index 26d2cb004..a76de20b5 100644
--- a/third_party/local_config_cuda/cuda/build_defs.bzl
+++ b/third_party/local_config_cuda/cuda/build_defs.bzl
@@ -9,3 +9,6 @@ def cuda_default_copts():
 
 def cuda_is_configured():
     return False
+
+def cuda_library(name, **kwargs):
+    native.cc_library(name = name, **kwargs)