CMGDB

Conley Morse Graph Database

Overview

This project uses combinatorial and topological methods to compute dynamics of discrete dynamical systems.

Installation

Install the latest tagged version:

pip install CMGDB

To uninstall:

pip uninstall CMGDB

Documentation and examples

To get started on how to run the code see the examples in the Jupyter notebooks in the examples folder.

In particular the notebooks Examples.ipynb, Gaussian_Process_Example.ipynb, and Conley_Index_Examples.ipynb present basic examples on how to run the code and are a good starting point.

Here is an old survey and a talk that might be useful.

Performance options and the transition-graph cache

ComputeMorseGraph and ComputeConleyMorseGraph return a pair (morse_graph, map_graph) and accept keyword arguments controlling the transition-graph machinery (the defaults are right for most runs):

cache_transition_graph (default True) — cache the per-level transition graph used internally by the SCC/reachability passes, halving the map evaluations per subdivision level. Set False for a memory-lean run that re-evaluates the map on demand.
batch_chunk_size (default 65536) — rectangles per batched map call when a batch map is attached with model.set_batch_map (0 means one call for the whole grid). The Conley-index phase of ComputeConleyMorseGraph (and ComputeConleyIndexForCells) also gathers its map evaluations into these chunks, evaluating each rectangle exactly once — without a batch map the evaluations are scalar but still deduplicated, so attaching a batch map speeds up every phase, not just the transition graph.
max_cached_edges (default 0 = unlimited) — abandon a cache measured (or confidently projected) to exceed this many edges and fall back to on-demand evaluation.
reserve_edges / reserve_min_edges (defaults 0 / 2**24) — up-front sizing of the flat edge array. By default the final edge count is projected from the first chunk and twice that is reserved, which avoids the reallocation spikes of multi-gigabyte graphs on deep grids; a positive reserve_edges reserves exactly that many instead. Reservation only engages once the projection reaches reserve_min_edges.
cache_map_graph (default False) — eagerly cache the returned map_graph (one extra full batched map pass over the final grid, after which its adjacency queries are O(1) array lookups). The default returns a lazy map_graph that evaluates the map per adjacencies query; map_graph.build_cache() upgrades it to the cached form later. map_graph.has_cache() and map_graph.num_cached_edges() report the state.

A cached map_graph also unlocks the native post-processing queries (all of which release the GIL and refuse a lazy graph):

MorseReachabilityMasks(map_graph, morse_graph, cells) — for each queried cell, a uint64 bitmask of the Morse nodes reachable through the box dynamics (bit i = Morse node i); the basin-of-attraction primitive.
MorseSingletonReachability(map_graph, morse_graph, cells) — per cell, the single reachable Morse node id, -1 for none, -2 for several.
MorseDirectedPathCells(map_graph, morse_graph, sources, targets) — the cells lying on some directed path from the source Morse nodes to the target Morse nodes (candidate connecting-orbit regions).
ComputeConleyIndexForCells(model, morse_graph, cells) — the homological Conley index of an arbitrary cell subset of the final grid (cells of different sizes from adaptive runs are handled exactly, by common refinement).

The C++ core is silent by default; rebuild with the CMG_VERBOSE preprocessor define (uncomment it at the top of src/CMGDB/_cmgdb/CMGDB.cpp) to restore the progress and diagnostic prints.

Installing from source and dependencies

To install from source you need a C++ compiler and Boost installed. Assuming you have Boost installed in your system, you can install from source with the command:

pip install --force-reinstall --no-deps --no-cache-dir git+https://github.com/marciogameiro/CMGDB.git

Alternatively, you can clone the GitHub repository and install with:

git clone https://github.com/marciogameiro/CMGDB.git
cd CMGDB
pip install .

Metadata

Release files for CMGDB 1.5.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for CMGDB 1.5.2
File	Size	Uploaded
cmgdb-1.5.2.tar.gz	739.2 kB	Aug 31, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for CMGDB 1.5.2
File	Interpreter	ABI	Platform	Reset
cmgdb-1.5.2-cp315-cp315t-win_arm64.whl 803.7 kB Aug 31, 2026	CPython 3.15	CPython 3.15 free-threading	Windows ARM64	Details
cmgdb-1.5.2-cp315-cp315t-win_amd64.whl 652.9 kB Aug 31, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
cmgdb-1.5.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 708.4 kB Aug 31, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
cmgdb-1.5.2-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 671.4 kB Aug 31, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp315-cp315t-macosx_14_0_arm64.whl 525.7 kB Aug 31, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp315-cp315t-macosx_13_0_x86_64.whl 583.5 kB Aug 31, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp315-cp315-win_arm64.whl 796.9 kB Aug 31, 2026	CPython 3.15	CPython 3.15	Windows ARM64	Details
cmgdb-1.5.2-cp315-cp315-win_amd64.whl 646.7 kB Aug 31, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
cmgdb-1.5.2-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 706.0 kB Aug 31, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
cmgdb-1.5.2-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 668.0 kB Aug 31, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp315-cp315-macosx_14_0_arm64.whl 515.7 kB Aug 31, 2026	CPython 3.15	CPython 3.15	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp315-cp315-macosx_13_0_x86_64.whl 575.7 kB Aug 31, 2026	CPython 3.15	CPython 3.15	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp314-cp314t-win_arm64.whl 803.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
cmgdb-1.5.2-cp314-cp314t-win_amd64.whl 653.0 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
cmgdb-1.5.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 708.6 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
cmgdb-1.5.2-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 670.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp314-cp314t-macosx_14_0_arm64.whl 525.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp314-cp314t-macosx_13_0_x86_64.whl 583.6 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp314-cp314-win_arm64.whl 796.9 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
cmgdb-1.5.2-cp314-cp314-win_amd64.whl 646.6 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
cmgdb-1.5.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 706.0 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
cmgdb-1.5.2-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 668.0 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp314-cp314-macosx_14_0_arm64.whl 515.7 kB Aug 31, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp314-cp314-macosx_13_0_x86_64.whl 575.7 kB Aug 31, 2026	CPython 3.14	CPython 3.14	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp313-cp313-win_arm64.whl 771.5 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
cmgdb-1.5.2-cp313-cp313-win_amd64.whl 627.9 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
cmgdb-1.5.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 705.7 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
cmgdb-1.5.2-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 667.2 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp313-cp313-macosx_14_0_arm64.whl 515.4 kB Aug 31, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp313-cp313-macosx_13_0_x86_64.whl 575.3 kB Aug 31, 2026	CPython 3.13	CPython 3.13	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp312-cp312-win_arm64.whl 771.4 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
cmgdb-1.5.2-cp312-cp312-win_amd64.whl 627.9 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
cmgdb-1.5.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 705.7 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
cmgdb-1.5.2-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 667.2 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp312-cp312-macosx_14_0_arm64.whl 515.4 kB Aug 31, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp312-cp312-macosx_13_0_x86_64.whl 575.2 kB Aug 31, 2026	CPython 3.12	CPython 3.12	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp311-cp311-win_arm64.whl 769.5 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
cmgdb-1.5.2-cp311-cp311-win_amd64.whl 625.2 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
cmgdb-1.5.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 702.4 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
cmgdb-1.5.2-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 665.4 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp311-cp311-macosx_14_0_arm64.whl 514.3 kB Aug 31, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp311-cp311-macosx_13_0_x86_64.whl 573.1 kB Aug 31, 2026	CPython 3.11	CPython 3.11	macOS 13.0+ x86-64	Details
cmgdb-1.5.2-cp310-cp310-win_arm64.whl 768.3 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
cmgdb-1.5.2-cp310-cp310-win_amd64.whl 624.1 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
cmgdb-1.5.2-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 701.7 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
cmgdb-1.5.2-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 664.2 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
cmgdb-1.5.2-cp310-cp310-macosx_14_0_arm64.whl 512.5 kB Aug 31, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details
cmgdb-1.5.2-cp310-cp310-macosx_13_0_x86_64.whl 572.0 kB Aug 31, 2026	CPython 3.10	CPython 3.10	macOS 13.0+ x86-64	Details

Total release size: 31.9 MB

Release files / cmgdb-1.5.2.tar.gz

Download URL	cmgdb-1.5.2.tar.gz
Size	739.2 kB
Tags	Source
SHA-256 checksum How to use checksums	`a67c788540960c9e392662c17cfa6682bc2e64380f43c840760f952035213d5e`
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Publishing repository: github.com/marciogameiro/CMGDB
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Release files / cmgdb-1.5.2-cp315-cp315t-win_arm64.whl

Download URL	cmgdb-1.5.2-cp315-cp315t-win_arm64.whl
Size	803.7 kB
Tags	CPython 3.15 CPython 3.15 free-threading Windows ARM64
SHA-256 checksum How to use checksums	`447b84d956b6a5a93f2f7a6cfdf3a5adfdd2a04addbf05140631633399f20df9`
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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

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Release files / cmgdb-1.5.2-cp315-cp315t-win_amd64.whl

Download URL	cmgdb-1.5.2-cp315-cp315t-win_amd64.whl
Size	652.9 kB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`9627d83fe0896992f4f91dcbbdac55fd3e978da0caf86ab788871b6b0fa203d9`
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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	cmgdb-1.5.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`8ddaa5737968234e2cc3e4440546e688fada3a94b95523a380796476a0948c36`
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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	cmgdb-1.5.2-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	671.4 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`0990c6585be326e6ec532e7e808b9a9482eb85db8ea5dd8c325816d238901430`
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Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing configuration: github.com/marciogameiro/CMGDB/blob/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5/.github/workflows/publish_wheels.yml
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Release files / cmgdb-1.5.2-cp315-cp315t-macosx_14_0_arm64.whl

Download URL	cmgdb-1.5.2-cp315-cp315t-macosx_14_0_arm64.whl
Size	525.7 kB
Tags	CPython 3.15 CPython 3.15 free-threading macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`2b6af1dd66bfa5f9eec7d6dd8335486dcd6fe7a15d8f14efa532189f4b7c6f34`
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Upload date	Aug 31, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing configuration: github.com/marciogameiro/CMGDB/blob/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5/.github/workflows/publish_wheels.yml
Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

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Release files / cmgdb-1.5.2-cp315-cp315t-macosx_13_0_x86_64.whl

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Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

Artifact

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Release files / cmgdb-1.5.2-cp315-cp315-win_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp315-cp315-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp315-cp315-macosx_14_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp315-cp315-macosx_13_0_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp314-cp314t-win_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp314-cp314t-win_amd64.whl

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Size	653.0 kB
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

Artifact

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Release files / cmgdb-1.5.2-cp314-cp314t-macosx_14_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

Artifact

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Release files / cmgdb-1.5.2-cp314-cp314t-macosx_13_0_x86_64.whl

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Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp314-cp314-win_arm64.whl

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Size	796.9 kB
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Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

Artifact

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Release files / cmgdb-1.5.2-cp314-cp314-win_amd64.whl

Download URL	cmgdb-1.5.2-cp314-cp314-win_amd64.whl
Size	646.6 kB
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Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
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Release files / cmgdb-1.5.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp314-cp314-macosx_14_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp314-cp314-macosx_13_0_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp313-cp313-win_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp313-cp313-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp313-cp313-macosx_14_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp313-cp313-macosx_13_0_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp312-cp312-win_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp312-cp312-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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SHA-256 checksum: db8182e418475b9da1c6e80dfea73bad4e09d740d408946fc95b6ee70f14b834 Verifying attestations

Release files / cmgdb-1.5.2-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Publishing logs: github.com/marciogameiro/CMGDB/actions/runs/33355142702/attempts/1

Artifact

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Release files / cmgdb-1.5.2-cp312-cp312-macosx_14_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp312-cp312-macosx_13_0_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp311-cp311-win_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp311-cp311-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp311-cp311-macosx_14_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp311-cp311-macosx_13_0_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp310-cp310-win_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp310-cp310-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Release files / cmgdb-1.5.2-cp310-cp310-macosx_14_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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Release files / cmgdb-1.5.2-cp310-cp310-macosx_13_0_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/marciogameiro/CMGDB
Publishing commit: github.com/marciogameiro/CMGDB/tree/1e4c025d1c7b4aebddcc829cf6d9b10540f3d4b5

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Artifact

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