Skip to content

feat(graph): add suggest-base subcommand with collection impact analysis#1103

Open
dhellmann wants to merge 1 commit intopython-wheel-build:mainfrom
dhellmann:graph-suggest-base
Open

feat(graph): add suggest-base subcommand with collection impact analysis#1103
dhellmann wants to merge 1 commit intopython-wheel-build:mainfrom
dhellmann:graph-suggest-base

Conversation

@dhellmann
Copy link
Copy Markdown
Member

Summary

  • Add graph suggest-base command to identify packages shared across
    multiple collections as candidates for a base collection
  • Add collection impact analysis showing remaining packages per collection
    after removing base candidates, and cross-collection counts to help
    identify secondary base candidates
  • Output in both table and JSON formats; new collection_impact section
    in both

Test Plan

  • 13 unit tests pass: hatch run test:test tests/test_graph_commands.py
  • Lint and type checks pass: hatch run lint:fix && hatch run mypy:check src/fromager/commands/graph.py
  • Manual: fromager graph suggest-base graphs/*.json 2>/dev/null | less
  • Manual: fromager graph suggest-base --format json graphs/*.json 2>/dev/null | python3 -m json.tool | less

Closes: #973

🤖 Generated with Claude Code

@dhellmann dhellmann requested a review from a team as a code owner May 1, 2026 20:37
@coderabbitai
Copy link
Copy Markdown

coderabbitai Bot commented May 1, 2026

Warning

Rate limit exceeded

@dhellmann has exceeded the limit for the number of commits that can be reviewed per hour. Please wait 40 minutes and 6 seconds before requesting another review.

To keep reviews running without waiting, you can enable usage-based add-on for your organization. This allows additional reviews beyond the hourly cap. Account admins can enable it under billing.

⌛ How to resolve this issue?

After the wait time has elapsed, a review can be triggered using the @coderabbitai review command as a PR comment. Alternatively, push new commits to this PR.

We recommend that you space out your commits to avoid hitting the rate limit.

🚦 How do rate limits work?

CodeRabbit enforces hourly rate limits for each developer per organization.

Our paid plans have higher rate limits than the trial, open-source and free plans. In all cases, we re-allow further reviews after a brief timeout.

Please see our FAQ for further information.

ℹ️ Review info
⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

Run ID: 84da5f5b-327a-4cbb-ad5f-1884a0fe0bf5

📥 Commits

Reviewing files that changed from the base of the PR and between 99b5601 and ce90870.

📒 Files selected for processing (2)
  • src/fromager/commands/graph.py
  • tests/test_graph_commands.py
📝 Walkthrough

Walkthrough

Two files are modified to introduce a graph suggest_base CLI subcommand. The command analyzes multiple input graph files to identify packages appearing in at least a configurable threshold of collections. Implementation includes loading graphs, extracting canonical package names (excluding ROOT), filtering by collection frequency, computing per-collection impact metrics when packages are removed, and generating output in table or JSON format. Base graph support is added to mark candidate presence. Comprehensive test coverage validates candidate discovery, output formatting, impact computation, and error handling for invalid thresholds.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~25 minutes

🚥 Pre-merge checks | ✅ 4
✅ Passed checks (4 passed)
Check name Status Explanation
Title check ✅ Passed The title accurately summarizes the primary change: adding a new 'suggest-base' subcommand with collection impact analysis to the graph CLI.
Description check ✅ Passed The description clearly relates to the changeset, outlining the new command's purpose, functionality, test coverage, and linking to the resolved issue #973.
Linked Issues check ✅ Passed The PR implements all core objectives from #973: CLI subcommand with required options, package collection/filtering logic, candidate ranking, base graph support, table/JSON output formats, and comprehensive test coverage.
Out of Scope Changes check ✅ Passed All changes are directly scoped to implementing the suggest-base feature and its tests; no extraneous modifications detected in the provided summary.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.


Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share
Review rate limit: 0/1 reviews remaining, refill in 40 minutes and 6 seconds.

Comment @coderabbitai help to get the list of available commands and usage tips.

@mergify mergify Bot added the ci label May 1, 2026
@dhellmann
Copy link
Copy Markdown
Member Author

dhellmann commented May 1, 2026

Here's some sample output for some downstream collections.

Using the command:

$ hatch run fromager graph suggest-base  --format table --min-collections 6 ./experiment/graphs-unique/*.json
Output (click to expand) produced this output:
Base collection candidates (threshold: 6/14 collections)                                                                        
Collections: llama-stack-cpu-ubi9-x86_64, model-opt-cuda13.0-ubi9-x86_64, onboarding-cpu-ubi9-x86_64,                           
onboarding-cuda13.0-ubi9-x86_64, rhai-innovation-cpu-ubi9-x86_64, rhai-innovation-cuda12.9-ubi9-x86_64, rhai-spyre-ubi9-x86_64, 
rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,                    
rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64, torch-deps-cuda13.0-ubi9-x86_64                                           
                                                                                                                                
| Package                                  | Collections | Coverage | Appears In                                               |
|------------------------------------------|-------------|----------|----------------------------------------------------------|
| cython                                   |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| flit-core                                |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| maturin                                  |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| packaging                                |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pip                                      |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pyyaml                                   |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| semantic-version                         |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| setuptools                               |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| setuptools-rust                          |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| setuptools-scm                           |       14/14 |   100.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhai-spyre-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| calver                                   |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| certifi                                  |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| charset-normalizer                       |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| click                                    |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| filelock                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| hatch-fancy-pypi-readme                  |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| hatch-vcs                                |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| hatchling                                |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| idna                                     |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| jinja2                                   |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| markupsafe                               |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| meson                                    |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| meson-python                             |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| mpmath                                   |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| networkx                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| ninja                                    |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| numpy                                    |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| patchelf                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pathspec                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pillow                                   |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pluggy                                   |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| poetry-core                              |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pybind11                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pygments                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pyproject-metadata                       |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| requests                                 |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| scikit-build-core                        |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| six                                      |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| sympy                                    |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| trove-classifiers                        |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| typing-extensions                        |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| urllib3                                  |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| wheel                                    |       13/14 |    92.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| aiohappyeyeballs                         |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| aiohttp                                  |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| aiosignal                                |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| annotated-doc                            |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| annotated-types                          |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| anyio                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| attrs                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| beniget                                  |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| build                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| cffi                                     |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| dill                                     |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| expandvars                               |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| frozenlist                               |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| fsspec                                   |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| gast                                     |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| h11                                      |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| httpcore                                 |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| httpx                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| libcst                                   |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| markdown-it-py                           |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| mdurl                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| multidict                                |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pandas                                   |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pdm-backend                              |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pkgconfig                                |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| ply                                      |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| propcache                                |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| protobuf                                 |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pycparser                                |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pydantic                                 |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pydantic-core                            |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pydantic-settings                        |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pyproject-hooks                          |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| python-dateutil                          |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| python-dotenv                            |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pythran                                  |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| rich                                     |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| scipy                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| shellingham                              |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| torch                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| tqdm                                     |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| triton                                   |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| typer                                    |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| typing-inspection                        |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| versioneer                               |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| yarl                                     |       11/14 |    78.6% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| cryptography                             |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| dnspython                                |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| dunamai                                  |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| fastapi                                  |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| grpcio                                   |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| jmespath                                 |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pyjwt                                    |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| python-multipart                         |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| starlette                                |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| threadpoolctl                            |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| tomlkit                                  |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| torchvision                              |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| uvicorn                                  |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| websockets                               |       10/14 |    71.4% | llama-stack-cpu-ubi9-x86_64, onboarding-cpu-ubi9-x86_64, |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| decorator                                |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| distro                                   |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| email-validator                          |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| fastapi-cli                              |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| fastapi-cloud-cli                        |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| fastar                                   |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| hf-xet                                   |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| httptools                                |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| huggingface-hub                          |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| jiter                                    |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| joblib                                   |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| lark                                     |        9/14 |    64.3% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| openai                                   |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| platformdirs                             |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| psutil                                   |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pyarrow                                  |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pydantic-extra-types                     |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| regex                                    |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| rich-toolkit                             |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| rignore                                  |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| safetensors                              |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| scikit-learn                             |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| sentry-sdk                               |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| sniffio                                  |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| tokenizers                               |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| torchaudio                               |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| transformers                             |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| uvloop                                   |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| watchfiles                               |        9/14 |    64.3% | onboarding-cpu-ubi9-x86_64,                              |
|                                          |             |          | onboarding-cuda13.0-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| wrapt                                    |        9/14 |    64.3% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| boto3                                    |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,     |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| botocore                                 |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,     |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| cachetools                               |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| coherent-licensed                        |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| compressed-tensors                       |        8/14 |    57.1% | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| diskcache                                |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| docstring-parser                         |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| einops                                   |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| googleapis-common-protos                 |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| httpx-sse                                |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| importlib-metadata                       |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| iniconfig                                |        8/14 |    57.1% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| jsonschema                               |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| jsonschema-specifications                |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| llvmlite                                 |        8/14 |    57.1% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| loguru                                   |        8/14 |    57.1% | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| mcp                                      |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| msgpack                                  |        8/14 |    57.1% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| numba                                    |        8/14 |    57.1% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| oauthlib                                 |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| opentelemetry-api                        |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| opentelemetry-sdk                        |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| opentelemetry-semantic-conventions       |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| py-cpuinfo                               |        8/14 |    57.1% | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pyparsing                                |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pytest                                   |        8/14 |    57.1% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pytz                                     |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pyzmq                                    |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| referencing                              |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| requests-oauthlib                        |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| rpds-py                                  |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| s3transfer                               |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,     |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,    |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| sentencepiece                            |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| sse-starlette                            |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| tiktoken                                 |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| tzdata                                   |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| uv-dynamic-versioning                    |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| zipp                                     |        8/14 |    57.1% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| absl-py                                  |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| anthropic                                |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| astor                                    |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| blake3                                   |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| cbor2                                    |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| cloudpickle                              |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| contourpy                                |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| cppy                                     |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| cycler                                   |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| datasets                                 |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| depyf                                    |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| fonttools                                |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| gguf                                     |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| google-auth                              |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| ijson                                    |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| interegular                              |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| kiwisolver                               |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| llguidance                               |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| lm-format-enforcer                       |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| markdown                                 |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| matplotlib                               |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| mistral-common                           |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| model-hosting-container-standards        |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| msgspec                                  |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| multiprocess                             |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| openai-harmony                           |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| opencv-python-headless                   |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| opentelemetry-exporter-otlp              |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| opentelemetry-exporter-otlp-proto-common |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| opentelemetry-exporter-otlp-proto-grpc   |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| opentelemetry-exporter-otlp-proto-http   |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| opentelemetry-proto                      |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| outlines-core                            |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| partial-json-parser                      |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| prometheus-client                        |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| prometheus-fastapi-instrumentator        |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pyasn1                                   |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pyasn1-modules                           |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pybase64                                 |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| pycountry                                |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| python-json-logger                       |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| scikit-build                             |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| setproctitle                             |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| supervisor                               |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| tensorboard                              |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| tensorboard-data-server                  |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| timm                                     |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| vllm                                     |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| werkzeug                                 |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| xgrammar                                 |        7/14 |    50.0% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| xxhash                                   |        7/14 |    50.0% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| accelerate                               |        6/14 |    42.9% | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | rhaiis-spyre-ubi9-x86_64                                 |
| antlr4-python3-runtime                   |        6/14 |    42.9% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64   |
| apache-tvm-ffi                           |        6/14 |    42.9% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| audioread                                |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| cmake                                    |        6/14 |    42.9% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64,   |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| dataclasses-json                         |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| grpcio-reflection                        |        6/14 |    42.9% | rhai-innovation-cpu-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64, |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| imageio                                  |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| lazy-loader                              |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| librosa                                  |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| marshmallow                              |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| mypy-extensions                          |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| nanobind                                 |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| nest-asyncio                             |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64                               |
| opentelemetry-semantic-conventions-ai    |        6/14 |    42.9% | rhai-innovation-cpu-ubi9-x86_64,                         |
|                                          |             |          | rhai-innovation-cuda12.9-ubi9-x86_64,                    |
|                                          |             |          | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| poetry-dynamic-versioning                |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| pooch                                    |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| redis                                    |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64, rhaiis-cpu-ubi9-x86_64,     |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, rhaiis-spyre-ubi9-x86_64     |
| scikit-image                             |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| setuptools-git-versioning                |        6/14 |    42.9% | model-opt-cuda13.0-ubi9-x86_64,                          |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| soundfile                                |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| soxr                                     |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| tifffile                                 |        6/14 |    42.9% | rhaiis-cpu-ubi9-x86_64, rhaiis-cuda13.0-ubi9-x86_64,     |
|                                          |             |          | rhaiis-rocm6.4-ubi9-x86_64, rhaiis-rocm7.1-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cpu-ubi9-x86_64,                              |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
| typing-inspect                           |        6/14 |    42.9% | llama-stack-cpu-ubi9-x86_64,                             |
|                                          |             |          | rhaiis-cuda13.0-ubi9-x86_64, rhaiis-rocm6.4-ubi9-x86_64, |
|                                          |             |          | rhaiis-rocm7.1-ubi9-x86_64, torch-deps-cpu-ubi9-x86_64,  |
|                                          |             |          | torch-deps-cuda13.0-ubi9-x86_64                          |
                                                                                                                                

Total unique packages: 675
Packages in >= 6 collections: 246
Collection Impact                                                                    
                                                                                     
| Collection                           | Total Pkgs | In Base | Remaining | % Saved |
|--------------------------------------|------------|---------|-----------|---------|
| rhai-innovation-cuda12.9-ubi9-x86_64 |        396 |     225 |       171 |   56.8% |
| llama-stack-cpu-ubi9-x86_64          |        318 |     174 |       144 |   54.7% |
| rhai-innovation-cpu-ubi9-x86_64      |        370 |     226 |       144 |   61.1% |
| rhaiis-rocm7.1-ubi9-x86_64           |        346 |     240 |       106 |   69.4% |
| rhaiis-cuda13.0-ubi9-x86_64          |        339 |     239 |       100 |   70.5% |
| rhaiis-rocm6.4-ubi9-x86_64           |        327 |     238 |        89 |   72.8% |
| torch-deps-cuda13.0-ubi9-x86_64      |        170 |     120 |        50 |   70.6% |
| torch-deps-cpu-ubi9-x86_64           |        168 |     119 |        49 |   70.8% |
| rhaiis-cpu-ubi9-x86_64               |        273 |     225 |        48 |   82.4% |
| rhaiis-spyre-ubi9-x86_64             |        212 |     195 |        17 |   92.0% |
| model-opt-cuda13.0-ubi9-x86_64       |        110 |     105 |         5 |   95.5% |
| onboarding-cpu-ubi9-x86_64           |         90 |      87 |         3 |   96.7% |
| onboarding-cuda13.0-ubi9-x86_64      |         90 |      87 |         3 |   96.7% |
| rhai-spyre-ubi9-x86_64               |         11 |      10 |         1 |   90.9% |
                                                                                     
Remaining Packages (not in proposed base)                                
                                                                         
| Package                                      | Collections | Coverage |
|----------------------------------------------|-------------|----------|
| deprecated                                   |        5/14 |    35.7% |
| hiredis                                      |        5/14 |    35.7% |
| libnacl                                      |        5/14 |    35.7% |
| pdm-pep517                                   |        5/14 |    35.7% |
| pybind11-global                              |        5/14 |    35.7% |
| tensorizer                                   |        5/14 |    35.7% |
| torchao                                      |        5/14 |    35.7% |
| uv-build                                     |        5/14 |    35.7% |
| aenum                                        |        4/14 |    28.6% |
| affine                                       |        4/14 |    28.6% |
| aiobotocore                                  |        4/14 |    28.6% |
| aioitertools                                 |        4/14 |    28.6% |
| albucore                                     |        4/14 |    28.6% |
| albumentations                               |        4/14 |    28.6% |
| bitsandbytes                                 |        4/14 |    28.6% |
| cartopy                                      |        4/14 |    28.6% |
| cligj                                        |        4/14 |    28.6% |
| diffusers                                    |        4/14 |    28.6% |
| geobenchv2                                   |        4/14 |    28.6% |
| geopandas                                    |        4/14 |    28.6% |
| h5py                                         |        4/14 |    28.6% |
| humanize                                     |        4/14 |    28.6% |
| hydra-core                                   |        4/14 |    28.6% |
| importlib-resources                          |        4/14 |    28.6% |
| itsdangerous                                 |        4/14 |    28.6% |
| jsonargparse                                 |        4/14 |    28.6% |
| kornia                                       |        4/14 |    28.6% |
| kornia-rs                                    |        4/14 |    28.6% |
| lightly                                      |        4/14 |    28.6% |
| lightly-utils                                |        4/14 |    28.6% |
| lightning                                    |        4/14 |    28.6% |
| lightning-utilities                          |        4/14 |    28.6% |
| lxml                                         |        4/14 |    28.6% |
| nvidia-ml-py                                 |        4/14 |    28.6% |
| omegaconf                                    |        4/14 |    28.6% |
| opentelemetry-exporter-prometheus            |        4/14 |    28.6% |
| peft                                         |        4/14 |    28.6% |
| pyogrio                                      |        4/14 |    28.6% |
| pyproj                                       |        4/14 |    28.6% |
| pyshp                                        |        4/14 |    28.6% |
| pytorch-lightning                            |        4/14 |    28.6% |
| rasterio                                     |        4/14 |    28.6% |
| rioxarray                                    |        4/14 |    28.6% |
| s3fs                                         |        4/14 |    28.6% |
| segmentation-models-pytorch                  |        4/14 |    28.6% |
| shapely                                      |        4/14 |    28.6% |
| simsimd                                      |        4/14 |    28.6% |
| stringzilla                                  |        4/14 |    28.6% |
| tabulate                                     |        4/14 |    28.6% |
| tacoreader                                   |        4/14 |    28.6% |
| termcolor                                    |        4/14 |    28.6% |
| torchgeo                                     |        4/14 |    28.6% |
| torchmetrics                                 |        4/14 |    28.6% |
| typeshed-client                              |        4/14 |    28.6% |
| xarray                                       |        4/14 |    28.6% |
| zstandard                                    |        4/14 |    28.6% |
| asttokens                                    |        3/14 |    21.4% |
| av                                           |        3/14 |    21.4% |
| branca                                       |        3/14 |    21.4% |
| click-plugins                                |        3/14 |    21.4% |
| colorama                                     |        3/14 |    21.4% |
| comm                                         |        3/14 |    21.4% |
| contextily                                   |        3/14 |    21.4% |
| cuda-bindings                                |        3/14 |    21.4% |
| cuda-pathfinder                              |        3/14 |    21.4% |
| dask                                         |        3/14 |    21.4% |
| debugpy                                      |        3/14 |    21.4% |
| durationpy                                   |        3/14 |    21.4% |
| executing                                    |        3/14 |    21.4% |
| flash-attn                                   |        3/14 |    21.4% |
| folium                                       |        3/14 |    21.4% |
| geographiclib                                |        3/14 |    21.4% |
| geojson                                      |        3/14 |    21.4% |
| geopy                                        |        3/14 |    21.4% |
| gitdb                                        |        3/14 |    21.4% |
| gitpython                                    |        3/14 |    21.4% |
| google-api-core                              |        3/14 |    21.4% |
| google-cloud-core                            |        3/14 |    21.4% |
| google-cloud-storage                         |        3/14 |    21.4% |
| google-crc32c                                |        3/14 |    21.4% |
| google-resumable-media                       |        3/14 |    21.4% |
| greenlet                                     |        3/14 |    21.4% |
| h5netcdf                                     |        3/14 |    21.4% |
| intel-cmplr-lib-ur                           |        3/14 |    21.4% |
| intel-openmp                                 |        3/14 |    21.4% |
| ipykernel                                    |        3/14 |    21.4% |
| ipython                                      |        3/14 |    21.4% |
| ipython-pygments-lexers                      |        3/14 |    21.4% |
| jedi                                         |        3/14 |    21.4% |
| jsonpatch                                    |        3/14 |    21.4% |
| jsonpointer                                  |        3/14 |    21.4% |
| jupyter-client                               |        3/14 |    21.4% |
| jupyter-core                                 |        3/14 |    21.4% |
| kubernetes                                   |        3/14 |    21.4% |
| langchain-core                               |        3/14 |    21.4% |
| langchain-text-splitters                     |        3/14 |    21.4% |
| langsmith                                    |        3/14 |    21.4% |
| litellm                                      |        3/14 |    21.4% |
| locket                                       |        3/14 |    21.4% |
| matplotlib-inline                            |        3/14 |    21.4% |
| mercantile                                   |        3/14 |    21.4% |
| ml-dtypes                                    |        3/14 |    21.4% |
| nltk                                         |        3/14 |    21.4% |
| onnx                                         |        3/14 |    21.4% |
| orjson                                       |        3/14 |    21.4% |
| parso                                        |        3/14 |    21.4% |
| partd                                        |        3/14 |    21.4% |
| pexpect                                      |        3/14 |    21.4% |
| prompt-toolkit                               |        3/14 |    21.4% |
| proto-plus                                   |        3/14 |    21.4% |
| ptyprocess                                   |        3/14 |    21.4% |
| pure-eval                                    |        3/14 |    21.4% |
| pyaml                                        |        3/14 |    21.4% |
| pyclibrary                                   |        3/14 |    21.4% |
| pycocotools                                  |        3/14 |    21.4% |
| pystac                                       |        3/14 |    21.4% |
| pystac-client                                |        3/14 |    21.4% |
| pytest-asyncio                               |        3/14 |    21.4% |
| python-box                                   |        3/14 |    21.4% |
| pytortilla                                   |        3/14 |    21.4% |
| requests-toolbelt                            |        3/14 |    21.4% |
| sentence-transformers                        |        3/14 |    21.4% |
| sentinelhub                                  |        3/14 |    21.4% |
| smmap                                        |        3/14 |    21.4% |
| sqlalchemy                                   |        3/14 |    21.4% |
| stack-data                                   |        3/14 |    21.4% |
| stackstac                                    |        3/14 |    21.4% |
| tacotoolbox                                  |        3/14 |    21.4% |
| tenacity                                     |        3/14 |    21.4% |
| terrakit                                     |        3/14 |    21.4% |
| terratorch                                   |        3/14 |    21.4% |
| tomli                                        |        3/14 |    21.4% |
| tomli-w                                      |        3/14 |    21.4% |
| toolz                                        |        3/14 |    21.4% |
| tornado                                      |        3/14 |    21.4% |
| traitlets                                    |        3/14 |    21.4% |
| utm                                          |        3/14 |    21.4% |
| uuid-utils                                   |        3/14 |    21.4% |
| uv                                           |        3/14 |    21.4% |
| wcwidth                                      |        3/14 |    21.4% |
| websocket-client                             |        3/14 |    21.4% |
| xformers                                     |        3/14 |    21.4% |
| xyzservices                                  |        3/14 |    21.4% |
| aiofiles                                     |        2/14 |    14.3% |
| alembic                                      |        2/14 |    14.3% |
| altgraph                                     |        2/14 |    14.3% |
| aotriton                                     |        2/14 |    14.3% |
| async-timeout                                |        2/14 |    14.3% |
| attr                                         |        2/14 |    14.3% |
| backoff                                      |        2/14 |    14.3% |
| bashlex                                      |        2/14 |    14.3% |
| beautifulsoup4                               |        2/14 |    14.3% |
| blinker                                      |        2/14 |    14.3% |
| blis                                         |        2/14 |    14.3% |
| bracex                                       |        2/14 |    14.3% |
| catalogue                                    |        2/14 |    14.3% |
| cattrs                                       |        2/14 |    14.3% |
| cibuildwheel                                 |        2/14 |    14.3% |
| cloudpathlib                                 |        2/14 |    14.3% |
| conch-triton-kernels                         |        2/14 |    14.3% |
| confection                                   |        2/14 |    14.3% |
| coremltools                                  |        2/14 |    14.3% |
| cuda-python                                  |        2/14 |    14.3% |
| cymem                                        |        2/14 |    14.3% |
| databricks-sdk                               |        2/14 |    14.3% |
| deepspeed                                    |        2/14 |    14.3% |
| defusedxml                                   |        2/14 |    14.3% |
| delocate                                     |        2/14 |    14.3% |
| dependency-groups                            |        2/14 |    14.3% |
| docker                                       |        2/14 |    14.3% |
| docling                                      |        2/14 |    14.3% |
| docling-core                                 |        2/14 |    14.3% |
| docling-ibm-models                           |        2/14 |    14.3% |
| docling-parse                                |        2/14 |    14.3% |
| et-xmlfile                                   |        2/14 |    14.3% |
| execnet                                      |        2/14 |    14.3% |
| expecttest                                   |        2/14 |    14.3% |
| faker                                        |        2/14 |    14.3% |
| fbscribelogger                               |        2/14 |    14.3% |
| filetype                                     |        2/14 |    14.3% |
| flashinfer-cubin                             |        2/14 |    14.3% |
| flashinfer-python                            |        2/14 |    14.3% |
| flask                                        |        2/14 |    14.3% |
| flask-cors                                   |        2/14 |    14.3% |
| flatbuffers                                  |        2/14 |    14.3% |
| future                                       |        2/14 |    14.3% |
| ghstack                                      |        2/14 |    14.3% |
| google-auth-oauthlib                         |        2/14 |    14.3% |
| graphene                                     |        2/14 |    14.3% |
| graphql-core                                 |        2/14 |    14.3% |
| graphql-relay                                |        2/14 |    14.3% |
| gunicorn                                     |        2/14 |    14.3% |
| hjson                                        |        2/14 |    14.3% |
| huey                                         |        2/14 |    14.3% |
| hypothesis                                   |        2/14 |    14.3% |
| instructlab-training                         |        2/14 |    14.3% |
| instructor                                   |        2/14 |    14.3% |
| its-hub                                      |        2/14 |    14.3% |
| jsonlines                                    |        2/14 |    14.3% |
| jsonref                                      |        2/14 |    14.3% |
| junitparser                                  |        2/14 |    14.3% |
| kubeflow                                     |        2/14 |    14.3% |
| kubeflow-katib-api                           |        2/14 |    14.3% |
| kubeflow-trainer-api                         |        2/14 |    14.3% |
| langchain-protocol                           |        2/14 |    14.3% |
| latex2mathml                                 |        2/14 |    14.3% |
| latex2sympy2-extended                        |        2/14 |    14.3% |
| lintrunner                                   |        2/14 |    14.3% |
| llmcompressor                                |        2/14 |    14.3% |
| macholib                                     |        2/14 |    14.3% |
| mako                                         |        2/14 |    14.3% |
| marko                                        |        2/14 |    14.3% |
| math-verify                                  |        2/14 |    14.3% |
| mlflow                                       |        2/14 |    14.3% |
| mlflow-skinny                                |        2/14 |    14.3% |
| mlflow-tracing                               |        2/14 |    14.3% |
| monkeytype                                   |        2/14 |    14.3% |
| mpire                                        |        2/14 |    14.3% |
| murmurhash                                   |        2/14 |    14.3% |
| mypy                                         |        2/14 |    14.3% |
| nvidia-cudnn-frontend                        |        2/14 |    14.3% |
| nvidia-cutlass-dsl                           |        2/14 |    14.3% |
| nvidia-cutlass-dsl-libs-base                 |        2/14 |    14.3% |
| onnx-ir                                      |        2/14 |    14.3% |
| onnxscript                                   |        2/14 |    14.3% |
| openpyxl                                     |        2/14 |    14.3% |
| opt-einsum                                   |        2/14 |    14.3% |
| optree                                       |        2/14 |    14.3% |
| parameterized                                |        2/14 |    14.3% |
| pkginfo                                      |        2/14 |    14.3% |
| polars                                       |        2/14 |    14.3% |
| polyfactory                                  |        2/14 |    14.3% |
| preshed                                      |        2/14 |    14.3% |
| prettytable                                  |        2/14 |    14.3% |
| pulp                                         |        2/14 |    14.3% |
| pwlf                                         |        2/14 |    14.3% |
| pydoe                                        |        2/14 |    14.3% |
| pyelftools                                   |        2/14 |    14.3% |
| pygithub                                     |        2/14 |    14.3% |
| pylatexenc                                   |        2/14 |    14.3% |
| pynacl                                       |        2/14 |    14.3% |
| pynvml                                       |        2/14 |    14.3% |
| pypdfium2                                    |        2/14 |    14.3% |
| pyre-extensions                              |        2/14 |    14.3% |
| pytest-cpp                                   |        2/14 |    14.3% |
| pytest-flakefinder                           |        2/14 |    14.3% |
| pytest-rerunfailures                         |        2/14 |    14.3% |
| pytest-subtests                              |        2/14 |    14.3% |
| pytest-xdist                                 |        2/14 |    14.3% |
| python-docx                                  |        2/14 |    14.3% |
| python-pptx                                  |        2/14 |    14.3% |
| pywavelets                                   |        2/14 |    14.3% |
| pyzstd                                       |        2/14 |    14.3% |
| quack-kernels                                |        2/14 |    14.3% |
| reward-hub                                   |        2/14 |    14.3% |
| rhai-innovation-mini-trainer                 |        2/14 |    14.3% |
| rtree                                        |        2/14 |    14.3% |
| runai-model-streamer                         |        2/14 |    14.3% |
| runai-model-streamer-gcs                     |        2/14 |    14.3% |
| runai-model-streamer-s3                      |        2/14 |    14.3% |
| scons                                        |        2/14 |    14.3% |
| sdg-hub                                      |        2/14 |    14.3% |
| semchunk                                     |        2/14 |    14.3% |
| simpleeval                                   |        2/14 |    14.3% |
| skops                                        |        2/14 |    14.3% |
| smart-open                                   |        2/14 |    14.3% |
| sortedcontainers                             |        2/14 |    14.3% |
| soupsieve                                    |        2/14 |    14.3% |
| spacy                                        |        2/14 |    14.3% |
| spacy-legacy                                 |        2/14 |    14.3% |
| spacy-loggers                                |        2/14 |    14.3% |
| sqlparse                                     |        2/14 |    14.3% |
| srsly                                        |        2/14 |    14.3% |
| thinc                                        |        2/14 |    14.3% |
| thriftpy2                                    |        2/14 |    14.3% |
| tlparse                                      |        2/14 |    14.3% |
| toml                                         |        2/14 |    14.3% |
| torch-c-dlpack-ext                           |        2/14 |    14.3% |
| training-hub                                 |        2/14 |    14.3% |
| tree-sitter                                  |        2/14 |    14.3% |
| tree-sitter-c                                |        2/14 |    14.3% |
| tree-sitter-javascript                       |        2/14 |    14.3% |
| tree-sitter-python                           |        2/14 |    14.3% |
| tree-sitter-typescript                       |        2/14 |    14.3% |
| trl                                          |        2/14 |    14.3% |
| typer-slim                                   |        2/14 |    14.3% |
| types-psutil                                 |        2/14 |    14.3% |
| types-setuptools                             |        2/14 |    14.3% |
| unittest-xml-reporting                       |        2/14 |    14.3% |
| wasabi                                       |        2/14 |    14.3% |
| weasel                                       |        2/14 |    14.3% |
| xdoctest                                     |        2/14 |    14.3% |
| xlsxwriter                                   |        2/14 |    14.3% |
| z3-solver                                    |        2/14 |    14.3% |
| aiosqlite                                    |        1/14 |     7.1% |
| amd-aiter                                    |        1/14 |     7.1% |
| amd-quark                                    |        1/14 |     7.1% |
| appdirs                                      |        1/14 |     7.1% |
| asgiref                                      |        1/14 |     7.1% |
| astunparse                                   |        1/14 |     7.1% |
| asyncpg                                      |        1/14 |     7.1% |
| auto-round                                   |        1/14 |     7.1% |
| autoevals                                    |        1/14 |     7.1% |
| azure-core                                   |        1/14 |     7.1% |
| azure-identity                               |        1/14 |     7.1% |
| azure-storage-blob                           |        1/14 |     7.1% |
| causal-conv1d                                |        1/14 |     7.1% |
| chardet                                      |        1/14 |     7.1% |
| chevron                                      |        1/14 |     7.1% |
| circuitbreaker                               |        1/14 |     7.1% |
| click-option-group                           |        1/14 |     7.1% |
| cmarkgfm                                     |        1/14 |     7.1% |
| cupy-cuda13x                                 |        1/14 |     7.1% |
| cut-cross-entropy                            |        1/14 |     7.1% |
| deep-ep                                      |        1/14 |     7.1% |
| deep-gemm                                    |        1/14 |     7.1% |
| docutils                                     |        1/14 |     7.1% |
| eval-hub-sdk                                 |        1/14 |     7.1% |
| evaluate                                     |        1/14 |     7.1% |
| faiss-cpu                                    |        1/14 |     7.1% |
| fastrlock                                    |        1/14 |     7.1% |
| fire                                         |        1/14 |     7.1% |
| fla-core                                     |        1/14 |     7.1% |
| flash-linear-attention                       |        1/14 |     7.1% |
| flashinfer-jit-cache                         |        1/14 |     7.1% |
| fms-model-optimizer                          |        1/14 |     7.1% |
| google-genai                                 |        1/14 |     7.1% |
| grpcio-tools                                 |        1/14 |     7.1% |
| h2                                           |        1/14 |     7.1% |
| hatch-requirements-txt                       |        1/14 |     7.1% |
| hf-transfer                                  |        1/14 |     7.1% |
| hpack                                        |        1/14 |     7.1% |
| hyperframe                                   |        1/14 |     7.1% |
| ibm-fms                                      |        1/14 |     7.1% |
| id                                           |        1/14 |     7.1% |
| isodate                                      |        1/14 |     7.1% |
| jaraco-classes                               |        1/14 |     7.1% |
| jaraco-context                               |        1/14 |     7.1% |
| jaraco-functools                             |        1/14 |     7.1% |
| jeepney                                      |        1/14 |     7.1% |
| kernels                                      |        1/14 |     7.1% |
| keyring                                      |        1/14 |     7.1% |
| kfp                                          |        1/14 |     7.1% |
| kfp-kubernetes                               |        1/14 |     7.1% |
| kfp-pipeline-spec                            |        1/14 |     7.1% |
| kfp-server-api                               |        1/14 |     7.1% |
| langchain                                    |        1/14 |     7.1% |
| langchain-community                          |        1/14 |     7.1% |
| langchain-openai                             |        1/14 |     7.1% |
| liger-kernel                                 |        1/14 |     7.1% |
| llama-stack                                  |        1/14 |     7.1% |
| llama-stack-api                              |        1/14 |     7.1% |
| llama-stack-client                           |        1/14 |     7.1% |
| llama-stack-provider-lmeval                  |        1/14 |     7.1% |
| llama-stack-provider-ragas                   |        1/14 |     7.1% |
| llama-stack-provider-trustyai-fms            |        1/14 |     7.1% |
| llama-stack-provider-trustyai-garak          |        1/14 |     7.1% |
| mamba-ssm                                    |        1/14 |     7.1% |
| milvus-lite                                  |        1/14 |     7.1% |
| more-itertools                               |        1/14 |     7.1% |
| msal                                         |        1/14 |     7.1% |
| msal-extensions                              |        1/14 |     7.1% |
| mypy-protobuf                                |        1/14 |     7.1% |
| narwhals                                     |        1/14 |     7.1% |
| nh3                                          |        1/14 |     7.1% |
| nixl                                         |        1/14 |     7.1% |
| nixl-cu13                                    |        1/14 |     7.1% |
| oci                                          |        1/14 |     7.1% |
| olot                                         |        1/14 |     7.1% |
| onnxslim                                     |        1/14 |     7.1% |
| opentelemetry-distro                         |        1/14 |     7.1% |
| opentelemetry-instrumentation                |        1/14 |     7.1% |
| opentelemetry-instrumentation-aiohttp-client |        1/14 |     7.1% |
| opentelemetry-instrumentation-aiohttp-server |        1/14 |     7.1% |
| opentelemetry-instrumentation-asgi           |        1/14 |     7.1% |
| opentelemetry-instrumentation-asyncio        |        1/14 |     7.1% |
| opentelemetry-instrumentation-asyncpg        |        1/14 |     7.1% |
| opentelemetry-instrumentation-boto3sqs       |        1/14 |     7.1% |
| opentelemetry-instrumentation-click          |        1/14 |     7.1% |
| opentelemetry-instrumentation-dbapi          |        1/14 |     7.1% |
| opentelemetry-instrumentation-fastapi        |        1/14 |     7.1% |
| opentelemetry-instrumentation-httpx          |        1/14 |     7.1% |
| opentelemetry-instrumentation-jinja2         |        1/14 |     7.1% |
| opentelemetry-instrumentation-logging        |        1/14 |     7.1% |
| opentelemetry-instrumentation-openai-v2      |        1/14 |     7.1% |
| opentelemetry-instrumentation-psycopg2       |        1/14 |     7.1% |
| opentelemetry-instrumentation-pymongo        |        1/14 |     7.1% |
| opentelemetry-instrumentation-redis          |        1/14 |     7.1% |
| opentelemetry-instrumentation-requests       |        1/14 |     7.1% |
| opentelemetry-instrumentation-sqlalchemy     |        1/14 |     7.1% |
| opentelemetry-instrumentation-sqlite3        |        1/14 |     7.1% |
| opentelemetry-instrumentation-starlette      |        1/14 |     7.1% |
| opentelemetry-instrumentation-threading      |        1/14 |     7.1% |
| opentelemetry-instrumentation-tornado        |        1/14 |     7.1% |
| opentelemetry-instrumentation-tortoiseorm    |        1/14 |     7.1% |
| opentelemetry-instrumentation-urllib         |        1/14 |     7.1% |
| opentelemetry-instrumentation-urllib3        |        1/14 |     7.1% |
| opentelemetry-instrumentation-wsgi           |        1/14 |     7.1% |
| opentelemetry-util-genai                     |        1/14 |     7.1% |
| opentelemetry-util-http                      |        1/14 |     7.1% |
| oracledb                                     |        1/14 |     7.1% |
| oras                                         |        1/14 |     7.1% |
| plotly                                       |        1/14 |     7.1% |
| polyleven                                    |        1/14 |     7.1% |
| portalocker                                  |        1/14 |     7.1% |
| pplx-kernels                                 |        1/14 |     7.1% |
| psycopg2-binary                              |        1/14 |     7.1% |
| pymilvus                                     |        1/14 |     7.1% |
| pymongo                                      |        1/14 |     7.1% |
| pyopenssl                                    |        1/14 |     7.1% |
| pypdf                                        |        1/14 |     7.1% |
| qdrant-client                                |        1/14 |     7.1% |
| ragas                                        |        1/14 |     7.1% |
| readme-renderer                              |        1/14 |     7.1% |
| rfc3986                                      |        1/14 |     7.1% |
| runai-model-streamer-azure                   |        1/14 |     7.1% |
| secretstorage                                |        1/14 |     7.1% |
| speculators                                  |        1/14 |     7.1% |
| structlog                                    |        1/14 |     7.1% |
| twine                                        |        1/14 |     7.1% |
| typeguard                                    |        1/14 |     7.1% |
| types-protobuf                               |        1/14 |     7.1% |
| types-pyyaml                                 |        1/14 |     7.1% |
| tyro                                         |        1/14 |     7.1% |
| unsloth                                      |        1/14 |     7.1% |
| unsloth-zoo                                  |        1/14 |     7.1% |
| vllm-bart-plugin                             |        1/14 |     7.1% |
| vllm-spyre                                   |        1/14 |     7.1% |
| zentorch                                     |        1/14 |     7.1% |
                                                                         

Copy link
Copy Markdown

@coderabbitai coderabbitai Bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Actionable comments posted: 3

🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Inline comments:
In `@src/fromager/commands/graph.py`:
- Around line 1050-1082: base-only (orphan) packages from the supplied base
graph are not computed or emitted; compute orphan_packages = base_packages -
union(*collections) after base_packages is populated, then pass this
orphan_packages into the output helpers (_suggest_base_json and
_suggest_base_table) so the JSON/table include base packages that no analyzed
collection references; update the calls to _suggest_base_json and
_suggest_base_table to accept the new orphan_packages argument and update those
functions' signatures to render the orphan set (and keep existing fields like
in_base annotation intact).
- Around line 1041-1048: The collections dict is keyed by a non-unique short
name (from _get_collection_name(path)), causing collisions; instead key the dict
by a unique identifier (e.g., the collection file path or its resolved string)
while still computing and storing the short/display name from
_get_collection_name(path) for output. In the loop that iterates
collection_graphs, use a unique key like str(path.resolve()) or path.as_posix()
for collections[key] = pkgs and keep name = _get_collection_name(path) only for
logging/display, ensuring no silent overwrites of other collections.

In `@tests/test_graph_commands.py`:
- Around line 664-688: The tests test_suggest_base_too_few_graphs and
test_suggest_base_invalid_min_collections are currently catching any Exception;
change both pytest.raises calls to specifically expect click.UsageError (e.g.,
pytest.raises(click.UsageError, match="...")) so the validation path is
asserted; also ensure the test module imports click (add "import click" at top
if missing) and keep the existing match strings unchanged to verify the error
message.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

Run ID: c3d964ed-e7b1-4950-a7d6-57e1d8d093f0

📥 Commits

Reviewing files that changed from the base of the PR and between 06e6317 and 99b5601.

📒 Files selected for processing (2)
  • src/fromager/commands/graph.py
  • tests/test_graph_commands.py

Comment thread src/fromager/commands/graph.py Outdated
Comment thread src/fromager/commands/graph.py
Comment thread tests/test_graph_commands.py
Analyzes multiple collection graph files to find packages that appear
across >= N collections. These shared packages are candidates for a
"base" collection built once and reused across parallel collection builds.

Also computes collection impact analysis showing how the proposed base
would affect each input collection: remaining package counts per
collection and cross-collection counts for remaining packages, helping
identify candidates for a secondary base.

New public command: fromager graph suggest-base GRAPH [GRAPH ...]
Options:
  --min-collections INT   threshold (default: 50% of input graphs, rounded up)
  --base PATH             mark packages already in an existing base graph
  --format table|json     output format (default: table)

Implementation:
- _get_collection_packages(): load graph, return canonical names
- _find_shared_packages(): find overlap, sort by count desc then name asc
- _compute_collection_impact(): per-collection remaining package analysis
- _suggest_base_table(): rich MARKDOWN table output with impact sections
- _suggest_base_json(): structured JSON with metadata, candidates, and
  collection_impact key
- _suggest_base_impl(): testable core extracted from the click command

Tests: 13 new unit tests covering helpers, table/JSON output, --base
flag, impact analysis, and error cases.

Closes: python-wheel-build#973

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Signed-off-by: Doug Hellmann <dhellmann@redhat.com>
@dhellmann dhellmann force-pushed the graph-suggest-base branch from 99b5601 to ce90870 Compare May 1, 2026 20:57
@click.argument("collection_graphs", nargs=-1, required=True)
@click.pass_obj
def suggest_base(
wkctx: context.WorkContext,
Copy link
Copy Markdown
Contributor

@smoparth smoparth May 1, 2026

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

WorkContext is redundant for this command. All required data is captured by cli args and used in same and we don't pass it anywhere from here.

@click.option(
"--base",
"base_graph",
type=str,
Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Can we use clickext.ClickPath(exists=True) instead of type=str, it gives early validation with a clean Click error message. It also returns pathlib.Path directly, which would eliminate the manual type conversion.

default="table",
help="Output format (default: table)",
)
@click.argument("collection_graphs", nargs=-1, required=True)
Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Same suggestion as above to use clickext.ClickPath(exists=True)

raise click.UsageError("At least 2 collection graphs are required")
if min_collections is None:
min_collections = max(2, math.ceil(len(collection_graphs) / 2))
elif min_collections < 2:
Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Nit: We can delegate this check to click by using type=click.IntRange(min=2)

key = str(pathlib.Path(path).resolve())
name = _get_collection_name(path)
pkgs = _get_collection_packages(path)
if not pkgs:
Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The len(collection_graphs) >= 2 check is done before excluding empty collections, so passing 2 graphs where one is empty leaves only 1 collection. Can we add if len(collections) < 2: raise click.UsageError after the loop too.

console.print(base_only_table)


def _suggest_base_json(
Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Nit: Would it be useful to group these parameters into a dataclass (ex: SuggestBaseResult )? The signature is bit wide and it might make things easier to extend later and maintain contract between json output and table output. Just asking to to hear your thoughts.

@smoparth
Copy link
Copy Markdown
Contributor

smoparth commented May 1, 2026

I was planning to work this up, but held off because #1030 hasn't reached consensus yet and wanted to avoid churn. Also, I was thinking the two commands share some helpers, so I was waiting to align on the approach first. Thanks for getting this done though -- glad it's moving forward! 😄

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

Projects

None yet

Development

Successfully merging this pull request may close these issues.

Add graph suggest-base command to identify shared dependencies for base collection

2 participants