diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 4adbff1..4b6c204 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -35,7 +35,7 @@ jobs: strategy: fail-fast: false matrix: - python-version: ["3.10"] + python-version: ["3.11"] steps: - uses: actions/checkout@v3 diff --git a/.readthedocs.yml b/.readthedocs.yml index 3a225b1..b778381 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -8,7 +8,7 @@ version: 2 build: os: ubuntu-20.04 tools: - python: "3.10" + python: "3.11" # Build documentation in the docs/ directory with Sphinx sphinx: diff --git a/docs/source/examples/figs/dl_noma_op.png b/docs/source/examples/figs/dl_noma_op.png index e4e0584..53f7bb6 100644 Binary files a/docs/source/examples/figs/dl_noma_op.png and b/docs/source/examples/figs/dl_noma_op.png differ diff --git a/docs/source/examples/figs/dl_noma_rate.png b/docs/source/examples/figs/dl_noma_rate.png index 9d3340d..e256cd9 100644 Binary files a/docs/source/examples/figs/dl_noma_rate.png and b/docs/source/examples/figs/dl_noma_rate.png differ diff --git a/docs/source/examples/figs/op_ris.png b/docs/source/examples/figs/op_ris.png index c1f8b26..c2955a3 100644 Binary files a/docs/source/examples/figs/op_ris.png and b/docs/source/examples/figs/op_ris.png differ diff --git a/docs/source/examples/figs/rate_ris.png b/docs/source/examples/figs/rate_ris.png index 8a08d69..6925594 100644 Binary files a/docs/source/examples/figs/rate_ris.png and b/docs/source/examples/figs/rate_ris.png differ diff --git a/docs/source/examples/ris_enhanced.ipynb b/docs/source/examples/ris_enhanced.ipynb index f1d9119..62b57ca 100644 --- a/docs/source/examples/ris_enhanced.ipynb +++ b/docs/source/examples/ris_enhanced.ipynb @@ -434,7 +434,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/docs/source/examples/siso_dl_noma.ipynb b/docs/source/examples/siso_dl_noma.ipynb index 5a9758f..199f6f4 100644 --- a/docs/source/examples/siso_dl_noma.ipynb +++ b/docs/source/examples/siso_dl_noma.ipynb @@ -408,7 +408,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/docs/source/installation.md b/docs/source/installation.md index a0696b8..697029b 100644 --- a/docs/source/installation.md +++ b/docs/source/installation.md @@ -1,6 +1,6 @@ # Installing Comyx -Comyx is written in pure Python, and is compatible with Python 3.10 and above. It is tested on Linux (Ubuntu 20.04), however it should work on any platform without any issues. +Comyx is written in pure Python, and is compatible with Python 3.11 and above. It is tested on Linux (Ubuntu 22.04), however it should work on any platform without any issues. Use the following instructions to install a binary package with `pip` or build `comyx` from source. ## Installing with `pip` diff --git a/examples/ris_enhanced.ipynb b/examples/ris_enhanced.ipynb index bf864c5..c1afecd 100644 --- a/examples/ris_enhanced.ipynb +++ b/examples/ris_enhanced.ipynb @@ -328,7 +328,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -365,7 +365,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -409,7 +409,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/examples/siso_dl_noma.ipynb b/examples/siso_dl_noma.ipynb index 695ad05..861fa1d 100644 --- a/examples/siso_dl_noma.ipynb +++ b/examples/siso_dl_noma.ipynb @@ -305,7 +305,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -339,7 +339,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -383,7 +383,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 7c0f25e..e3c2803 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ requires = ["setuptools", "setuptools-scm"] [project] name = "comyx" -requires-python = ">=3.10" +requires-python = ">=3.11" description = "Comyx is an optimized and modular Python library for simulating wireless communication systems." authors = [{ name = "Muhammad Umer", email = "thisismumer@gmail.com" }] keywords = ["python", "communication", "simulator", "wireless communication"] @@ -15,6 +15,8 @@ dependencies = [ "scipy>=1.11.1", "mpmath>=1.3.0", "colorama>=0.4.6", + "matplotlib>=3.5.1", + "pyarrow>=14.0.0", ] classifiers = [ "Development Status :: 3 - Alpha", @@ -22,8 +24,8 @@ classifiers = [ "Intended Audience :: Science/Research", "Topic :: Software Development :: Build Tools", "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", "Programming Language :: Python :: 3 :: Only", "License :: OSI Approved :: MIT License", "Operating System :: OS Independent",