Bump lightgbm from 4.5.0 to 4.6.0 in /numerai/examples/crypto-python3

[dependabot]

Bumps lightgbm from 4.5.0 to 4.6.0.

Release notes

Sourced from lightgbm's releases.

v4.6.0

Changes

💡 New Features

• [CUDA] fix setting of CUDA architectures and enable support for NVIDIA Blackwell @​StrikerRUS (#6812)
• [python-package] support Python 3.13 @​jameslamb (#6668)
• [GPU] Add support for linear tree with device=gpu @​dragonbra (#6567)
• [c++] Add Bagging by Query for Lambdarank @​shiyu1994 (#6623)

🔨 Breaking

• [R-package] require lgb.Dataset, remove support for passing 'colnames' and 'categorical_feature' for lgb.train() and lgb.cv() @​jameslamb (#6714)
• [python-package] support sub-classing scikit-learn estimators @​jameslamb (#6783)
• [python-package] do not copy column-major numpy arrays when creating Dataset from list of arrays @​jmoralez (#6773)
• [python-package] remove support for passing 'feature_name' and 'categorical_feature' through train() and cv() @​jameslamb (#6706)
• [python-package] require scikit-learn>=0.24.2, make scikit-learn estimators compatible with scikit-learn>=1.6.0dev @​vnherdeiro (#6651)
• [ci] Require CMake 3.28 and replace FetchContent_Populate with FetchContent_MakeAvailable @​StrikerRUS (#6550)

🚀 Efficiency Improvement

• [python-package] do not copy column-major numpy arrays when predicting @​jmoralez (#6751)
• [python-package] do not copy column-major numpy arrays when creating Dataset @​jmoralez (#6721)

🐛 Bug Fixes

• [python-package] Separately check whether pyarrow and cffi are installed @​mlondschien (#6785)
• [c++] Fixed Predictor lifecycle and trees initialization in Contrib mode @​AndreyOrb (#6778)
• [python-package] Infer feature names from pyarrow.Table @​mlondschien (#6781)
• [python-package] Fix inconsistency in predict() output shape for 1-tree models @​RektPunk (#6753)
• [fix] resolve potential attack in linker connection building @​shiyu1994 (#6752)
• [R-package] Avoid bashisms (non-POSIX code) in R-package/configure @​smoser (#6746)
• [c++] fix parallel_tree_learner_split_info @​moming39 (#6738)
• [c++] Fix dump_model() information for root node @​neNasko1 (#6569)
• [cmake] [R-package] include R-for-macOS vendored libs dir in OpenMP search path (fixes #6628) @​jameslamb (#6629)
• [R-package] only warn about early stopping and DART boosting being incompatible if early stopping was requested @​serkor1 (#6619)
• [cmake] fixes static build for macos with OpenMP enabled (fixes #6601) @​Mottl (#6600)

📖 Documentation

• [docs] update installation guide @​StrikerRUS (#6696)
• [docs] add note about pyodide support @​jameslamb (#6715)
• [docs] Remove only cpu note due to gpu support for linear trees @​JAroyan (#6686)
• [docs] fix inaccurate comment for force_col_wise param with CUDA version @​StrikerRUS (#6695)
• [docs] group logically external projects in README and add some new libraries @​StrikerRUS (#6691)
• [docs] use consistent naming for R-package and Python-package across the repo @​StrikerRUS (#6655)
• [docs] add supertree in README @​pplonski (#6625)
• [docs] unify language and make small improvements in some param descriptions @​StrikerRUS (#6618)
• [doc] Updates Rust bindings library link in README.md @​Mottl (#6611)
• [R-package] [docs] update cran-comments for v4.5.0 release @​jameslamb (#6578)

... (truncated)

Commits

• d02a01a release v4.6.0 (#6796)
• d24260f [R-package] require lgb.Dataset, remove support for passing 'colnames' and 'c...
• c6d90bc [python-package] support sub-classing scikit-learn estimators (#6783)
• 768f642 [c++] update to fmt 11.1.2, fast_double_parser 0.8.0 (#6802)
• 1531d87 [ci] fix valgrind workflow (#6816)
• 188f1be [ci] validate pyproject file by json schema (#6813)
• 81922a7 [ci] [python-package] update pre-commit hooks to latest versions (#6817)
• 2db0b25 [python-package] Separately check whether pyarrow and cffi are installed ...
• c9de57b [CUDA] fix setting of CUDA architectures and enable support for NVIDIA Blackw...
• f2b959c [ci]: Bump release-drafter/release-drafter from 6.0.0 to 6.1.0 in the ci-depe...
• Additional commits viewable in compare view

Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.

---

Dependabot commands and options

You can trigger Dependabot actions by commenting on this PR:

• @dependabot rebase will rebase this PR
• @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
• @dependabot show <dependency name> ignore conditions will show all of the ignore conditions of the specified dependency
• @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
• @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
• @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
  You can disable automated security fix PRs for this repo from the Security Alerts page.

[joshterrill]

Added as part of #100

[dependabot]

OK, I won't notify you again about this release, but will get in touch when a new version is available. If you'd rather skip all updates until the next major or minor version, let me know by commenting @dependabot ignore this major version or @dependabot ignore this minor version.

If you change your mind, just re-open this PR and I'll resolve any conflicts on it.