diff --git a/.eggs/README.txt b/.eggs/README.txt deleted file mode 100644 index 2b687f5..0000000 --- a/.eggs/README.txt +++ /dev/null @@ -1,5 +0,0 @@ -This directory contains eggs that were downloaded by setuptools to build, test, and run plug-ins. - -This directory caches those eggs to prevent repeated downloads. - -However, it is safe to delete this directory. diff --git a/.flake8 b/.flake8 index 466165d..46d73ef 100644 --- a/.flake8 +++ b/.flake8 @@ -6,9 +6,16 @@ ignore = W503 F403 F401 - D401 # Imperative mood -- doesn't work for cached-property. - N802 # TODO: remove this (function name should be lower-case) - B019 # no using lru_cache on methods + # Imperative mood -- doesn't work for cached-property. + D401 + # TODO: remove this (function name should be lower-case) + N802 + # no using lru_cache on methods + B019 + # logging uses f-string + G004 + # no docstring in __init__ + D107 max-line-length = 88 max-complexity = 18 rst-roles = diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml index 89ea5db..8164f94 100644 --- a/.github/workflows/deploy.yaml +++ b/.github/workflows/deploy.yaml @@ -1,59 +1,37 @@ -name: Deploy +name: Publish Python distributions to PyPI + on: push: - branches: - - main + tags: + - '*' jobs: - bump-version: - name: SemVer Bump + build-n-publish: + name: Build and publish to PyPI runs-on: ubuntu-latest - outputs: - new_version: ${{ steps.bump.outputs.new_version }} - new_tag: ${{ steps.bump.outputs.new_tag }} - previous_tag: ${{ steps.bump.outputs.previous_tag }} - previous_version: ${{ steps.bump.outputs.previous_version }} - release_type: ${{ steps.bump.outputs.release_type }} - changelog: ${{ steps.bump.outputs.changelog }} - + env: + ENV_NAME: publish + PYTHON: 3.8 steps: - - uses: actions/checkout@v2 - # Ensure full history is gotten. + - uses: actions/checkout@main with: fetch-depth: 0 - - name: Get New Version - id: bump - uses: mathieudutour/github-tag-action@v5.5 - with: - default_bump: false - github_token: ${{ secrets.GITHUB_TOKEN }} - - deploy: - name: Deploy - runs-on: ubuntu-latest - needs: bump-version - if: needs.bump-version.outputs.new_version != null - steps: - - uses: actions/checkout@master - # https://github.com/ansible/pylibssh/blob/1e7b17f/.github/workflows/build-test-n-publish.yml#L146-L151 - name: Set up Python - uses: actions/setup-python@v2 + uses: actions/setup-python@v3 with: - python-version: 3.x - - name: Create setuptools_scm env variable - shell: bash - run: | - version=${{ needs.bump-version.outputs.new_version }} - echo "SETUPTOOLS_SCM_PRETEND_VERSION=$version" >> $GITHUB_ENV + python-version: ${{ env.PYTHON }} + - name: Install build - run: | - python -m pip install build - python -m pip install setuptools_scm - python setup.py --version + run: pip install build + - name: Build a binary wheel and a source tarball - run: python -m build - - name: Publish distribution 📦 to PyPI + run: | + python -m build + + - name: Publish to PyPI + if: startsWith(github.event.ref, 'refs/tags') uses: pypa/gh-action-pypi-publish@master with: + user: __token__ password: ${{ secrets.pypi_password }} diff --git a/.github/workflows/run-docs-code.yaml b/.github/workflows/run-docs-code.yaml new file mode 100644 index 0000000..28872d1 --- /dev/null +++ b/.github/workflows/run-docs-code.yaml @@ -0,0 +1,56 @@ +name: Run Demo +on: [push, pull_request] + + +jobs: + tests: + name: Run Demo + runs-on: ubuntu-latest + defaults: + run: + shell: bash -l {0} + env: + ENV_NAME: testing + strategy: + fail-fast: false + matrix: + demo: ["getting_started", "understanding_21cmsense", "reproducing_pober_2015"] + steps: + - uses: actions/checkout@master + with: + fetch-depth: 1 + + - name: Setup Miniconda + uses: conda-incubator/setup-miniconda@v2.0.0 + with: + auto-update-conda: true + mamba-version: "*" + channels: conda-forge,defaults + channel-priority: true + python-version: "3.10" + environment-file: ci/${{ env.ENV_NAME }}.yaml + activate-environment: ${{ env.ENV_NAME }} + + - name: Conda Info + run: | + conda info + python --version + + - name: Install Deps + run: | + pip install . + pip install papermill ipykernel + conda list + + - name: Install ipykernel + run: python -m ipykernel install --user --name sense --display-name "sense" + + - name: Run Notebook + run: | + papermill -k sense docs/tutorials/${{ matrix.demo }}.ipynb output-${{ matrix.demo }}.ipynb + + - uses: actions/upload-artifact@v3 + if: always() + with: + name: ${{ matrix.demo }} + path: output-${{ matrix.demo }}.ipynb diff --git a/.github/workflows/test-with-warnings.yaml b/.github/workflows/test-with-warnings.yaml new file mode 100644 index 0000000..cf78940 --- /dev/null +++ b/.github/workflows/test-with-warnings.yaml @@ -0,0 +1,47 @@ +name: Warnings Test +on: [pull_request] + + +jobs: + tests: + name: Test With Warnings + runs-on: ${{ matrix.os }} + defaults: + run: + shell: bash -l {0} + env: + ENV_NAME: testing + strategy: + fail-fast: false + matrix: + os: [ubuntu-latest, macos-latest] + python-version: ["3.10"] + steps: + - uses: actions/checkout@master + with: + fetch-depth: 1 + + - name: Setup Miniconda + uses: conda-incubator/setup-miniconda@v2.0.0 + with: + auto-update-conda: true + mamba-version: "*" + channels: conda-forge,defaults + channel-priority: true + python-version: ${{ matrix.python-version }} + environment-file: ci/${{ env.ENV_NAME }}.yaml + activate-environment: ${{ env.ENV_NAME }} + + - name: Conda Info + run: | + conda info + python --version + + - name: Install Test Deps + run: | + pip install .[test] + conda list + + - name: Run Tests + run: | + python -m pytest -W error diff --git a/.github/workflows/testsuite.yaml b/.github/workflows/testsuite.yaml index 6147550..baec4ce 100644 --- a/.github/workflows/testsuite.yaml +++ b/.github/workflows/testsuite.yaml @@ -25,7 +25,7 @@ jobs: uses: conda-incubator/setup-miniconda@v2.0.0 with: auto-update-conda: true -# mamba-version: "*" + mamba-version: "*" channels: conda-forge,defaults channel-priority: true python-version: ${{ matrix.python-version }} diff --git a/.gitignore b/.gitignore index 6ce4099..c952056 100644 --- a/.gitignore +++ b/.gitignore @@ -1,24 +1,105 @@ +__pycache__/ +*.py[cod] +*$py.class -\.idea/ +# C extensions +*.so -__pycache__/ +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST -py21cmsense\.egg-info/ +# Installer logs +pip-log.txt +pip-delete-this-directory.txt -*.pyc -docs/_build/ -.ipynb_checkpoints/ -pip-wheel-metadata/ +# Unit test / coverage reports +htmlcov/ .tox/ -*.pkl -*.npz -*.png +.nox/ .coverage .coverage.* .cache +nosetests.xml coverage.xml -*,cover -.pytest_cache +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Sphinx documentation +docs/_build/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +.idea/ + + + +pip-wheel-metadata/ +.tox/ +*.pkl +*.png .vscode/ *MHz.h5 docs/reference/_autosummary diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index e12fca5..b708dfc 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -2,7 +2,7 @@ exclude: '^docs/conf.py' repos: - repo: https://github.com/pre-commit/pre-commit-hooks - rev: v4.2.0 + rev: v4.5.0 hooks: - id: trailing-whitespace - id: check-added-large-files @@ -17,7 +17,7 @@ repos: args: ['--fix=no'] - repo: https://github.com/PyCQA/flake8 - rev: 4.0.1 + rev: 6.1.0 hooks: - id: flake8 additional_dependencies: @@ -39,22 +39,22 @@ repos: - repo: https://github.com/psf/black - rev: 22.3.0 + rev: 23.11.0 hooks: - id: black - repo: https://github.com/PyCQA/isort - rev: 5.10.1 + rev: 5.12.0 hooks: - id: isort - repo: https://github.com/pre-commit/pygrep-hooks - rev: v1.9.0 + rev: v1.10.0 hooks: - id: rst-backticks - repo: https://github.com/asottile/pyupgrade - rev: v2.32.0 + rev: v3.15.0 hooks: - id: pyupgrade args: [--py38-plus] diff --git a/.readthedocs.yml b/.readthedocs.yml index b8c3275..e81964d 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -5,19 +5,23 @@ # Required version: 2 -# Build documentation in the docs/ directory with Sphinx -sphinx: - configuration: docs/conf.py - # Optionally build your docs in additional formats such as PDF and ePub formats: all +build: + os: "ubuntu-22.04" + tools: + python: "mambaforge-4.10" + jobs: + pre_build: + - echo `pandoc --version` + - conda list + +conda: + environment: docs/environment.yml + # Optionally set the version of Python and requirements required to build your docs python: - version: 3.8 - system_packages: true install: - method: pip path: . - extra_requirements: - - docs diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 2b5d6ab..4ca405a 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -5,10 +5,15 @@ Changelog Unreleased ========== +Documentation +------------- +- Added a tutorial that reproduces Pober (2015) HERA memo results. + Fixed ----- * Bug in ``dL_df`` (missing square). -* Use ``yaml.SafeLoader`` instead of ``yaml.FullyLoader``. +* Use ``yaml.SafeLoader`` instead of ``yaml.FullLoader``. +* Bug when averaging from 2D to 1D that got about half the sensitivity. Changed ------- @@ -30,6 +35,7 @@ Features * New ``calculate_sensitivity_2d_grid`` method that makes it easier to obtain a gridded cylindrical power spectrum sensitivity for arbitrary bins. * Ability to use builtin observatories that set certain parameters. +* ``antpos.hera()`` can now return a split-core configuration, and also outriggers. v2.0.0 ====== diff --git a/CONTRIBUTORS.rst b/CONTRIBUTORS.rst index 8921630..faf7e72 100644 --- a/CONTRIBUTORS.rst +++ b/CONTRIBUTORS.rst @@ -1,7 +1,7 @@ Author ====== -Jonathan Pober [``_]: (jpober uw edu) +`Jonathan Pober " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# ensure antenna positions look the same\n", - "old_antpos = np.array(orig_uvbins_data['antpos'])\n", - "\n", - "plt.scatter(sensitivity.observation.observatory.antpos[:,0], sensitivity.observation.observatory.antpos[:,1], marker='x', label=\"Mine\")\n", - "plt.scatter(old_antpos[:,0]*0.2997, old_antpos[:,1]*0.2997, label='Original', marker='.');" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:45:36.878894Z", - "start_time": "2019-11-25T23:45:36.475238Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 2, figsize=(14,7))\n", - "\n", - "img = ax[0].imshow(observation.uv_coverage, extent=(observation.ugrid.min(), observation.ugrid.max())*2)\n", - "plt.colorbar(img, ax=ax[0])\n", - "\n", - "img = ax[1].imshow(orig_grid_data['uv_coverage'])\n", - "plt.colorbar(img, ax=ax[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The difference here looks quite stark, but really just comes down to the baselines being slightly different due to using proper value of $c$, and rotation synthesis being slightly different." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:46:32.302978Z", - "start_time": "2019-11-25T23:46:32.113254Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(sensitivity.observation.baseline_group_coords[:,0] * sensitivity.observation.observatory.metres_to_wavelengths, \n", - " sensitivity.observation.baseline_group_coords[:,1]* sensitivity.observation.observatory.metres_to_wavelengths, \n", - " c=sensitivity.observation.baseline_group_counts)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:46:37.429715Z", - "start_time": "2019-11-25T23:46:37.414079Z" - } - }, - "outputs": [], - "source": [ - "with open(path.join(orig_path, 'hera127drift_mod_0.135.pkl'), 'rb') as fl:\n", - " old_sense = pickle.load(fl, encoding='latin1')" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:46:56.733757Z", - "start_time": "2019-11-25T23:46:56.518328Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/steven/miniconda3/envs/21cmSense/lib/python3.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: divide by zero encountered in true_divide\n", - " \"\"\"Entry point for launching an IPython kernel.\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(sensitivity.observation.Trms.value.T/old_sense['TRMS'])\n", - "plt.colorbar();" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:47:29.053003Z", - "start_time": "2019-11-25T23:47:29.040557Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(570137344317.549, )" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "old_sense['scalar'], sensitivity.X2Y" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These are a little different, so we expect some differences in the power spectrum." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:47:54.973411Z", - "start_time": "2019-11-25T23:47:54.952429Z" - } - }, - "outputs": [], - "source": [ - "def make_2d_power(sense2d, kparallel):\n", - " keys = list(sorted(sense2d.keys()))\n", - " x = np.array([getattr(v, 'value',v) for v in keys])\n", - " x = np.repeat(x, len(kparallel)).reshape((len(x), len(kparallel))).T\n", - " y = np.fft.fftshift(np.repeat(kparallel, x.shape[1]).reshape((len(kparallel), x.shape[1])))\n", - " C = np.array([np.fft.fftshift(sense2d[key]) for key in keys]).T\n", - " \n", - " plt.pcolormesh(x,y,np.log10(C))\n", - " cbar = plt.colorbar()\n", - " cbar.set_label(\"$\\log_{10} \\delta \\Delta^2$ [mK^2]\", fontsize=14)\n", - " plt.xlabel(\"$k_\\perp$ [h/Mpc]\", fontsize=14)\n", - " plt.ylabel(\"$k_{||}$ [h/Mpc]\", fontsize=14)\n", - " \n", - "def make_1d_powercut(sense2d, kparallel, k):\n", - " indx = np.where(kparallel>=k)[0][0]\n", - " return [v.value if hasattr(v, \"value\") else v for v in sense2d.keys()], [val[indx].value if hasattr(val[indx], \"value\") else val[indx] for val in sense2d.values()]" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:47:58.214487Z", - "start_time": "2019-11-25T23:47:57.785700Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "myk, mysense = make_1d_powercut(sense_forced.calculate_sensitivity_2d(sample=False), observation.kparallel.value, 1.0)\n", - "hisk, hissense = make_1d_powercut(old_sense['Tsense'], old_sense['kparallels'], 1.0) \n", - "plt.scatter(np.array(myk), np.array(mysense))\n", - "plt.scatter(hisk, np.array(hissense), marker='x')\n", - "plt.yscale('log')" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:48:01.996186Z", - "start_time": "2019-11-25T23:48:01.686882Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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VKpHZ6rnWu4EVwShNmiOzdVjbpm/6jsxW1XOBOjvG0tncicIwDGNJpBtu7rWJwjAMYw5UWXJa8+WzsRNFo+qmxxxeXY2/VdVBzb7ajtqNVcgbkrtrCo8+kgJWVDWFOiSkuoqRtU1SwEj1j9un7/x8cRRB1dNYp04GEaVQo/tO48q7SlKOowBxDvKlHvHq5WeapbiOlWlaVT35GAd+eHfSQdDQDVnOpV0dsJMu76ctUz3ZRGEYhmHU0Geup3XEJgrDMIw56NM9dl3ZzIlCu6uDallwHEU59qNv+WUm9YJ//K5jz6P+qYzlJmWN9Xrqi2mBi8iG/rcAkmolnkdD6r5BvNeTiGbpOyJSeER7PQkTV0AZCwwczyRfYRBfxpByCg8SVN1+PGotjzyjQJbaUZoEPaIArkq38uyxSy6FuiLVk4j8ZofD3quqV7Y5YDMnCsMwjCWywprZZ7Rsr8AtyeIzorGJwjAMYw4yr6dl1r+ocH1V/V5MQxG5rMsAGztRLKRwUaz6JLY797gFpvAQj1qr78JFtW1C9XrcADv3vKVhjK5laOfFPR/f+Y2lGvhZc80n59h0TiLo2BOc6PvMRKbwKDLSAjD2ZKbNhdLZJB6e4ab7E9JKDKAv4M5HKC/S7njAbk0Kj10d5F5PR0wp1NcCbdRI/wT8pO0gGztRGIZhLItVqZ5UtVV6D1V9QpdxNnKikL1SCtWNGSg/9fecwqP8RN8YR7EAY3Y4jmL2vWv8LWySSzNmd8VrzPY99QdKuo5L5xiRPkSS5hiUQgY3gaG3S2GSwkM86USKNUB5MaCei5+OyyecIG4KjzRpDhQhbMzeTQfBGAuAqzQzZtclDuybI8HraV2+ZoZhGHuWVJOo16IQkWuKyK+JyF3FScIlIkeLyPPm6X/tJwoROU1EviciX1i1LIZhGC6qwkiTqNciEJHbAecD7wA+BnxaRH6q1OQY4E/nGWMvqJ5eA7wceF2bgxYSR9HzWO5xSVfVU8xYK1Y9RTsCBAy0QZnU+dti7F4N4T7V01hq7/GMKOOSWqrRmF3EXVTHq8oQ02E+/kT1hMeYnbfT6raZfkpbU0CcH0dNJSpzc1D1NK6PkTicx1Es2wtpxaqnFwJnAY8Erg6cCnxcRO6lql/pY4C1nyhU9aMictNVy2EYhuFjDWwUvwDcK6+rfQXwOyLyEuBMEbkX8ON5B1j7icIwDGPdWfFEsQ9n2aiqT8ttFR8BHjbvABszUYjIKcApAFvHXKuxFKqv/GIToc9C01gh3OPKKpxkFN9PTKLM8liFI0ral+opQv0TjKNwVTPOeReOPUGVTUzRpC60/Xx4VU9VuYMpPMpqqog4ChlpRdXk9XoaB4TzoBMPs2rshd/rySeazOyvZJ3VLPttEyHPplGaBNVSME3hURdr0TcrjqMAuICs0NFMyVRVfaqIJGS2i7lYe2N2LKp6UFVPVNUTh/uPXrU4hmEcQaRI1GtBvJ3AqkFVn0wWZDfX4BuzophBQZqeyDs8cIQehPqqR1GWuU2fMbN9+cGuyUDcdoVUnIfWXNPgasy5T9V6FP7t0waN4gXxufNPbknbcrCem6Cj6udQAt+4pBxp3TT2KDM8x5RZzVYdMSczXUXICM+HKq9VUVqK+9INllcLogKJp2Sse5hHvPEosKIYJ+yOwh+0Q+k2Ix3Urjr6RpUlJyF0x9cXkhm0Q/ufCDxxnjHWfkUhIqeTWfRvLSIXicjvrVomwzCMMqlK1GuRiMj2ovpe+xWFqs5tiDEMw1gUa2CjQESOIbNFnLyI/td+ouiCAMm4frmtHW5s2JjdzSFfRrMdzhic2xizY8YqDVX0HVIxdY6j6MOYHUoKGJI1aRy6FbHXvXLNfWqfrfo0Le72Qk3VlOEiHeaGclet5ZE9GcR65OhEvyBjAbevwbTZ5AiPnFJSUuhAqzcmlagUHmkojmJUn8LjcDpklC43hQd0+z3pCxG5NvA+sqC7hbCRE4VhGMYyWVVSQBE5HvgA8B9AqwSBbbCJwjAMYw5UVxpH8THgy8BDVXVhqVA3c6LQZhVCOmivrAh9FDrHUdR4/EgLdVbS8mlmouIIXKM2ai+Yz+up4hXkqmqKOIqATJMMEXVuGW1SeERqLFxnHt8Y6cgTR1FzHpNzbLj1ST5eU+ZdyOI2KrJ6SEteT8kIUldXWOiZBmWvpmrH5SdrUar3JZWwHrLcLOD1NB4njGs8mq4cb+VeT8tUPUmtOmzB3BB4varuLHKQzZwoDMMwlkifNgoR+TpwGVkBgZGqnljT/EHAW0XkUlU9tTchHDZyopCIFUWXpHu9R2ZXnqanT2iD3fh+0qgw86nwyUjzv/4TKvbHMllR1FzTUDRusuW8D5x304qir8ScsRH77urJ99lIfHEUgQfdJGlhzCYz4lc+P55rJwOiVkkJ01WEjCFxzqdQrUg6FU4H1ZNOSsshVancF0mlsdwGkFUH9G0eDUgD+wCuHG8z0vpYi75ZUK6ne6nqJY1jq75XRO4LvFNELlPV0/oWBCImChH5zQ79vldV25TnMwzD2Jtot5RAvQ2v+nERuTfwHmA1EwVwRss+FbglcGF7cQzDMPYeLbyejhWRs0vvD6rqQaeNAv8qWXHxV3r2V1DVz4nIPWKFaEus6un6qvq9mIYictkc8vSDQrLTEEfRQekWm4YiFve48vtW6p9YP3lnnJDcIfVPiDhjtv98kl0nlsQ971wdkuz6j5+onjxqkEY8XU6eDBsuv6tm890CHVRViKFrpEn8dU/yNBiVWhee+6m7cU+75TbJ7mzKF5gmkpy5zk39Jp7UJiqI+1nwXLx0169LTIcpWmPMPjTKVE+hFCCLQNsZsy9psDkA3E1VLxaR6wIfEJH/UNWPNsqh+rVYIdoSc3avBdqokf4J+Ek3cQzDMPYeqnGvuL704vzv98gS/p00r3wicuw8xzdOFKr6GFWNXiWo6hNijDCGYRibgqpEvZrI61tfrfgf+GWgtgy0iPx/DfuvA3wo/myqbKzX0yCgqihIu4SmBDx32sQ8lKlTu4RULd7xoxw8pmMNcrVcqI5F07Wr9JyrQGrrYgSunXtMVf2iuUz+bgvVU5q2vwfe7LHRqqfZ8/GqnobV+5gEVGQqJe+5prHbqJ4GcU+y6TSDR3YP3DCKQWnsYpvnO1T2/pFEUdd9Sql+Fnzy7Qau01aC1qiVDo22GGkSVF0tgmy10JvX0/WAt+d1PYbAG1X1fQ3HPE1EvquqL3d35Ok9PkRcpp8grSYKEXkB8E1VfYWz/fHA8ar6J/MIYxiGsRfpyz1WVS8E7tjysIcAZ4jID1T1jcVGEbkmWXqPAXDPeeRqu6J4JPBgz/ZzgOcA6zFRpEqyUz+BShfjZ8AgKy3jDgrSoZsUsGxwju8zanVU6q5YMYRWAE2OAC6FMVtcC2h5+MC1GzgyDJyxJf8ChmQqnnRrExmGIoE9j9p151CmsoLxriikskJKQqs/iY/MTof4VxSeVZcmBKvqzXY6vRzefgazf4u+XcrxSTrwxVHE+V5oIMYn3Ukqlf3KHBptMdb6VcciWLF77LtE5PeBV+eTxftE5Bpkk8R+4L+q6qXzjNF2orgu8H3P9kvJlkyGYRhHFIqQrrBwEYCqvj5XM50hIg8G/gy4GnBPVfX9Zrei7UTxDeDuVGMk7gFcNK8whmEYe5EVLigmqOqpueH6XcDXyFYS3+mj77YTxSuBl+aVlP4t33YyWRm+v+xDoD4QhUGD6qliZIug73oU6VZNPYoG+cvIsPlcyiqVQo0zGPifglz1T2Pf+fnXxjKEtD/DWRkGhx3VU1rI5L8exX2sT+ERfz51sSAzcrnfHI96Kx1Ur2VYTpmoG5tSeBT30k0d43WAECGNOCfRqSE/2aVyyWJVT+X4JE2rbWJVT+lOwHEkSWrT71y5u804FdhZ4hN+v8bs1ojIO51Nu8CPgVdK6XOpqg/oOkariUJV/zr3x/0boCi7twOcqqov6iqEYRjGnma1SwrX/nB63wO0do9V1eeIyF8AtyV7TvySql7et2CGYRh7hVWuKFR1YQWLCjrFUajqFSJyfv7/+k0SqTK4st7Vo0vKh3AKj46qp0GN11Mr1VPzMrvsKTJR4wSuQXK4nct1jOoppHIZOMcMrpodu1CzuNun/ebH140dqoXhi6OIrFPiZt71eXVpkjC8qtk7qpBl6vVUL4OMAZWKytOfAkSjPPx0XFLzHa5mV45VPZVL2+qAakhvHgNS2eZuCsWbDOpT5hza2WKcJsjhZabwgDTSW27RiMj1gbuSOR6VL4Kq6t937bf1RCEiTwGeBhyfv78YeAnwMtVVOokZhmGsACXO8LJgROQRwKvIpuIfMjsFK7CciUJEXgScArwYOCvf/F+A5wE3AJ7ZVZA+EVWSKxsKPiXtnzhCNRVk3K0gxdB5apLR9DEu2YnvU7aarZVJya+86Dt0PoPDLc8nt4JqnVE9FMvgbHfHTvMEcIOr/DJNjdk1Y4dutWeRkkQ4BkB1NehdKYh4Vrb+eyXj+JVpOsie+CsrCo8TgmgStUpKh9NV5/AqzQzCJabJF0vbPKdSNvKrMMeKwi/n4LBw/vOf6t/ZAfmjZ/TSz5o8Ir8AeBHwfNVQLcVutF1RPA54nKqWU4//m4hcQOYRtRYThWEYxlJZj4ni6sBr+p4kIC57rMt5gW2rjTgxDMNYCXEJAZdg8H4D8GuL6LjtiuJ1wBOBJzvbnwC8vheJ+mCcklx2VX2bYftSiUHV06hjLVSnP9kde/9v7CbCmK3b01stO9kDR+jmJ1e2LEiRr7u1Tp0X+RiRXDn7MJRsD/LtAVViPqYbj9EVLWJLGnQJ6ZYbIOD/bAwPzZ5PKEZCxsk0DiJCj3Hm+57V2MZYIuuxonga8C8icjLwebJ4igmq+vyuHbedKPYB/09eo/UT+ba7ADcE3iAif1MS6o+6CmUYhrFn0Go24RXxB8D9gEuAW1A1Zi9tovgZ4DP5/z+V//1O/rqNI5RhGMYRwlpMFH8CPF1VX9p3x20js+/VtwALYZzCjxuK7A3bh5BIyHNn1M12lLhpX8v97MSrf2Sr+Vxka2v65nCmxhmMAvESVzV4jLnkzvNSd00ja3nI4dnzLlRmcuhwsOv3fsWSAhgrZj0ejQeAm86jF8wAbRiGMS8a+Vos/wg8fBEdRz1We5JOeZkn6VSf6GjE6Pv11Vhl0N6YXa0UX4zX0vibMzg8++Suu9N+tMWKAuBfd97Y3MgwjP5Zk4A74ADwuNyGfB5VY3Znu3Gs/uX+wH8CZ3YdyDAMY1NZk4C72wCfzf//GWffXBLGThR/BTyCrO7EP5IFdVj9CcMwDIA18HpapA05aqJQ1WeKyHPIgjkeCzxXRM4EXg28Q1W76V4WxK3ufHM+cPZbVy2GYRhHCE01RPY60cZsVR2r6jtV9UHAzYAPA38BfEtEjlmUgIZhGGtNrCF7AZOJiJwkItEGVxG5s4hsNbecpavX09HANYFjgMtZF+cwwzCMpSOZMTvm1T9nAddu0f7DwI3bDhIdTCAi+4HfAX4POBF4O/C7qvqhtoMahmFsFKt7VBbghSJyKLL9dnOTKrHusQeBhwBfIbNLPEBVf9RlwC6IyP2AU8kCSl6lqv9zWWMbhmE00q7WV598FPjpFu3PAq5sO0jsiuJxwDeAbwO/AvyKL0p5EXEUuf7tb4H7ABcBnxaRd6rql/oeyzAMozUrjKNQ1XsuY5zYieJ1rG5xdRLwVVW9EEBE3gQ8ELCJwjCMtaBPr6f84fhs4Fuqev/+eu5OrHvsoxcsRx3HA98svb+ILGOtYRjGetDvY/STgfPJChGtBVFeTyLy1yJyd5FADovF4lvTVW6LiJwiImeLyNnf//73lyCWYRhGv4jIjcji1V61alnKxP7wHwBOB74rIq8RkQflXlDL4CJm3bluBFzsNlLVg6p6oqqeeNxxxy1JNMMwjEz1FPMCji0eaPPXKU5XLyMrKb0687iHqIlCVZ+gqsVM9y2yQLtLROSdIvJYEVnkL/OngVuKyM1EZBt4KAtKpWsYhtEaJUvhEfOCS4oH2vx1sOhGRO4PfE9Vz1nVqYRopUpS1U+p6nNV9fbAHYGPAI8mi87+mIg8Q0SO71PAvFCH4f5CAAAgAElEQVT4k4D3k+nt3qKqX+xzDMMwjLnoJzL7bsADROTrwJuAe4vIP4Uai8hRuarK3X679idQT2ebg6p+VVX/WlXvQVYK9dXALwIP60u40ljvUdVbqepPq+oL+u7fMAxjHlqonoKo6nNU9UaqelMyzcm/qeojvOOJ/AbwZeDdIvJFESk7+Ly+n7Oa0rrMm4g8BDgZuC7ORLMu9Si+fM6F3Cd5cG2btahHcY1rzPZj9SgMY2+y/OCB5wF3VtXvi8iJwGtF5AWq+kYWUJe11UQhIi8GnkKWL+RiLMeTYRhG77+Eqnom9fV/tlX1+3nbs0XkHsDbROQW/UvTfkXxKOBhqnpG34IY8/ErN31qfQNPzWyOOeBv27Fmdm0d8kDNbD36qNlmVjPb2GPEqJUWwPdE5A6qeh6Aql4qIvcBXgvcoe/B2k4UCXBu30L0jQyHDK99bH2juh+1YMeBFd1o1L4vgKvNZmeXcj9tVE9bHc7FMIz+WH7hokcCMz88qroDPExEXt73YG2N2QfJKt0ZhmEYOX0Ys9ugqhep6ncC+z5ekU/kl+YZr/FRVET+pvQ2AR6eL3F6Ld5tGF2578//OTrsJ2mADvJ+Googp1vOeJ7V5ujAgK3LZleG4/3+r9x4X0Kyq1FjA5z5vmc1tjGWyBpaa/NQhceQVSW9CR2clwpiDvxZ532heuq1eHevDBK4RkOalGF7rycNqJ5kNG7dF0B6NUc/vzv2/t8oV8SPZKHrB5CdLCV9evQ+b9tku+XnKf9h06RGjsCu8TGzMiRXzo6t29l9SkLnWDemYSyD1dgovOQJBR9AlvH7l8kCpD/CnJqgxl+ERRbsNgzD2AhWPFGIyK3Jiso9CtgCzgDurar/LiK3Z9EThWEY68ddHvkSkvHsr1OyU/21Gh+VkEYsntMhpFvZinl4pTLenl09a6GRK/Wlnn7T0i+KCtWVpFL18vf8yI6ODst6/vMbPPxWgKwwM5OI/DtwZ+DdwOOBd6tqWec59zQWY6M4CThHVaN0ISJyZ+A8R9DlMkgqap0KHVQWQdXTuJvqaXz0bFVCGU0/bclOfJ/pVvMvgZZ06knefnTAX2N9MGh5bdJc9TSs8fwIXLvRgdmP4GAw266wBbjbCzSRmb9eQqfj+XLXnkP5UFcez2GjAwPE+TEf7/ffq/G2kGzFfZ8rYxtHOncjS/nxtz5Ddh/ErCjOAq4PxObu/jBwAnBhV6EMwzBC3OLFLwnuO/AzP2KcJhz6xtWWKBGrVj39HPD7wLtE5IfAG4E3qOr5fQ0QM1EspXh3n6gI6f56MbTDU1mo2mEy6pAOBBg5T5fJePro28aLJ41oW6gVYPp0Pj7gl7vttSmemuuO04CIo/2zO9xrnOYqkNC1n6wk6sYO7PIZIGPUNFA9V98Yo/1S+WyM9vuFGW8LySjf1+RxNZSsvbPoTDzXYLwvbgWiQ0iLBabK9P9i02D2L/jvaeqqpjqqnsZ+PwtGB5SkY9jSwlixMVtVzwWeKCJPBx5MZqv4YxE5lyzv0xfmHSNmolhK8W7DMIw9yxp4PanqVWQTw+vzVB6PA/4bmUZoLgljvJ7uOc8AhmEYG88aTBRlVPWrwLNF5LnA/cliKTqzmV5PiQSNhgW1xs/QMSH1x7jbp2R8lKN2KakS2siXRhhgy6qnou/RPv9xg5YVb2NUT6F8luOj3B2zY5fl9jE1Ztc2iyZW7Za63xxfwN0+IdmVyjYf420hGWTXUUIftMnYwngbdOx6Jnm8nvZJlDpNh6VzSqvnF6t60rLX06DaRtLw96jMeJ//O6VbWns+B7Z3GafCFfuW54YkrNzr6XnAWar6ARG5FvAMstIPXwROV9V3AO+YZwyLVjIMw5iHyPQdC7RjPB4o0nm8lSzg7hbAc4H/IyJPmXcAmygMwzDmpZ8Kd125Nllp6p8mW1n8rKreHTgOeCLwFyLyoHkG2EjVkwqMt+vnwC5eTyH1iY46qp62XdXTtJ/adBgOMV4tM+qp/NFmHFCDtEXyzJm1Xk8h1ZMT2OV+mSaqp4BuaaISqbtcoay/Hu+iaNWTq/7wHJZuV8+vcr6lthTqxoaPUzrM2ruRTb44n/F2nFouHYLmnk4yprPXkxuQ11X1pNsB1dN2WlG5ldm/tcNYE9hesi5otTaKH5BNFncDXlFszMtI/0Oe1uOZwL90HcBWFIZhGHOyYtXTB4GXAk8HrufZ/yFgrjranVYUInKTyKY/UtWfdBljLhIhbVhRxPrLzxCKzB50XFE4T/Ra8g+PeeqatI14Cp55khXPthJtP9CSP9lWDLwzjQJGXNdYXVlR5IcH8v0XT6xd7qfPaDw5h6b6xhFxFOlW9cncfV8w3io9fTeOnckZWii54/lSbVTaDaeGaBnlKxxnTJhdIXjjKMqfgUSrbSLjKNJh4CJsp+go/N0+MNxlpAkyPKJWFE8H/h64ALiriNwK+OdSdowHEh8w7aWr6um1EW0UeA3wuo5jGIZhrD+6Wq+nvCTqbwOISAK8BDgoIl8BjgZuCTxnnjE6TRSWUdYwDKPEmsRRqGoKPEVEXg38BnAd4M9V9fR5+t1I1ZOKR6Xhtulw5uEUHt2MwhU1hFTVQ1H9xBizZ8aSfFtAHdTy6Ug8hk6X0LVzr4Gr9ipkHAdiVaZZTTvcA0+XGq16ct77VE/D6jUOqZ5C20Njp1sQE+5SVik19lmonjwqs+L8mrLHakllpAngxnaoVG+y7+IFEiTKMK39bhSqp2RruY/461KPokBVPw98vq/+TPVkGIYxL2s2UQCIyPXIorKPJ5PwYrIU5N4SqnW0mihE5Caq+g1TPRmGYeQsNkaiEyLyBOBJwNuBi/LNNwM+JCJ/q6p/16a/tiuKt4nI3VT1sEewo/KkVKtHpllHQ3RJ+RD0ROoYjuCm3tCZ9WubFB4tx8rjB0LHtTXMFe3rrmmolkdF9eR4N03VIfVeT/2l8OjWLuT1NHa9ngLXXIfT8hhNaow0z/TqZnlJfd5DkV5PhToLMi8295iJV1lJlRSjenLTivjjKDyCB1RHyVBJaz6gB4Y7jDRhsESvJ2H9VE/AU4ATVHUmQauIvAD4HNBqomj79foqcNDdKCI3BP69ZV+GYRgbwYrjKHwocC3P9mvTYf3TdkXxWOBTIvKHqvq/AETkBOBdwMfaDr4oVJqfsjvFUYTovKJwupl56o6/lzGG3Jmx8ke68IqiZT2KYkXRxZjtHCOBJ3AJFPyLWlGETsdnzI5dUbjjBYzZriE5ZFhOh9OntoZyFOgwXwE4Y/ougQ5bRGYPp8kdq0kBi33lAauCztzPgVbaaErc9yUQmzQYjmut+PsHO4x0wNawW9XJzvQ0CYjIUWSlHfaR/T6foap/2qGrpwFnisgXgW/m224C3BZoXUu21UShqodE5LeAj4vIZ4FjyfKfv1RVn9d2cMMwjI2gv9XCYeDeqnq5iGwBHxOR96rqJ1qJo/oeEXk/cBJZJlkBvgV8KrasdZmYmtnvB84FPpv/vQA4hWwVMQR+f14fXcMwjD1Lj2olVVXg8vztVv7q1Hs+IZzlbheRu6jqJ9v0FbOi+CxZDexHkeUROUTmnzsG3gJ8WUT2+QzcKyNC9dRnPYqunxJXxmTG3ty3MXv6fyFuUA2yAGN2MKGiq+Jwxi5UHcFz7NuYHdlPTFJAHVbb9WbMHlIpCepTp+ogTs2qQ52ontKhzBili35g1jjtvVZlY7ZH9URK1PclZIweDOrjKPYPdhmlKcPB2qqejhWRs0vvD6rqjN03T+J3Dlmq8L9t+6MewVvJ1FDRxFS4e3bxf+6XeyeyieME4B5kdotURL6iqnMlnjIMw9iLtPAUvERVT6xrkK8EThCRawJvF5Hbq2qrutci8pbQLjKDdiva2ii+C7wvfxUC7SebNO7QdnDDMIxNYBEeTar6IxE5E7gf0GqiAH4JeCRTNVaBkD3gt2LuehS5n+5ZeHRhq0JpTmsR690yQ8hzJyaNp08G5+rPPJS0+OBF+cmXxir87UMqCWl7bTzpHSrjh1RPIX/94n2T11PE2CF8X+747LHOBl9thsQTbxGQcyY1RtPYeb/uQ6xPE5QOpx5LtX2WakfoQKuqp4mKr7TdG0cxlUp8KTwSjcoemwz8j+hbwzGMvLsA2JeMGIiyvUzVU48BdyJyHLCbTxL7yX7w/7JDV/8OXK6qH/GMcV7bzjaycJFhGMZS6W9FcQPgtbmdIgHeoqrvai2O6gNr9t2nbX82URiGYcxBn5HZqnoemR14rVjriUJEHgz8GXAb4CRVPbv+iOLA5oyZfabw6OpwU5GhJHOT+qFMjNfTTMGZhmyvbYMRi/inWketkNrODTp0y3s2yDqP6sl3iSf9RAS9+eQo4w24q7nmEy1NVMBdtQKQ6zGWjaeRKTym6iYdSuWzOVFfJZ5tJWaKeIXUTBGa2pDX0zCgkio4kOywq4PGdn0jvvwpS0ZETgvsUuAqsswab1bVi9v2vdYTBZkB5zeBV65aEMMwDC/rkxTwOODuZOarwvh9e7Kp+Ryy39Lni8jdVfXcNh2v9UShqueDm9oiAml+Ku5kzA7Q9dnFlbH8EBezSiiIStFQHqsh5UbrazNHCo+KMTvwBB68n6tK4RGRFNAXwxC+5jqNnWk0pGu2UnH0HepJvaKDWGO2TtJmZKsQ55hiX+k6e0sAl4zXMlCkksJDkJg4iiSwoghsLzgq2WWgKVtLjqNYk6SAHyfzcvo9VT0EICIHgH8gSwT4q2RlH/4aOLlNxz2FKa0eETlFRM4WkbNHV16xanEMwziS0MjXYnky8PxikgDI/38B8FRV3SHzoDqhbccrX1GIyAeB63t2PVdV3xHbTx7deBDgwPVuvB7zu2EYRwRrsqI4hsxr6nxn+/XzfQA/ocPv/sonClX9pYX026R6WoO1VEXtUvrfk5gzup+mNtq36qnHOAp3jdtkzO49hUfH7LF+1ZNWMvuGVGg6AC08GBrSt2QxDx5jtkcVpAONuzZlFVVCJXtrsW8mcWuDMTsZKOKoilSSqF/VkDG6SaW0L9kl0ZStZG1TeCyStwOvFpFnAp8mk+ok4EXA2/I2JwFfbtvxyicKwzCMPY22L/a1IB4PvAT4J6a/7SPgNOAZ+fvzgd9v2/FaTxQi8hvA/yKz5r9bRM5V1fuuWCzDMIwJ61LhLrdHPF5Eng78NJloX1XVK0ptWnk7Faz1RKGqbydbTrU7TppVEZ1UFR0LFAVlqFPVtHhCWRvVU5fssc4xFS+hSVqJhrF78mKL/VxEeT0lHhVVyANpxuup/ldnmm7DVQ95vJ48aiR/nzpVGyVVryfxxFG4aiXI1E3T/9OKh5NKdZuPoOopGZPWqOaOkl0GpMtN4QGN92yZ5BND6zQddaz1RGEYhrEXWIcVBUwyfD+RrJKdAl8C/i5P6NqZjZ0oGlcUPSYF7IorQ/nD1ka+mKdg74oicFxXw3AnY3bAeO2+D8q0KGN2RGK+mfe+8xvobJERCDqkaxLeV22bxTxoxZjtaZx4akL4SErVd8qri8n+7E95FeGLoygn85NESdwVRUVq/6UeBJT+W4Mxac0XcSsP7d9epjF7TQLuRORuZJm9v8s0SevDgaeKyH1VtXPi1o2dKAzDMJbFmhiz/wo4HXi8avY4KCIJ8AqyILu7du3YJgrDMIw5WZOJ4gTg0cUkAaCqqYi8hKxSaWc2c6KQiDiKHlN4dF121hlye4+jSKr/B1VPq4yjcGoNRBuz+0rhEW3Mdo20/r6iU3gkOqnv0KTvDhmovQ4QvnQcHqSkbkoHOhsvwVTlVE7J4abncLcNkpTEaZNGpvAIGbOHSUqqYbVSkcKjKdVHryjrYsz+MXAz4AJn+82AH83T8WZOFIZhGEtkTYzZb2IacPe/yaawXwT+J5lKqjM2URiGYczLekwUzyRbP59G9tsuwA7w98Cz5+l4YyeKPRFH4S7vNbyvTT9NbRprPHR0GOlU48PNLjoIpKUIZBBuVE3VDu7ZVIzXlEbDPVev6qnqceSe74QB0yy8TZ+zRNFEK0+x6npY5XK6aiQvMs30KgmVR+TJvpIaa+BRD5WzviaJVrLAJlJVPannhEPZY7cb4ii2ZJS3q6mX2jNrFHC3AzxZRJ7DbMDdofojm9nYicIwDGMpqK6scJGIvDOiDQCq+oCu42zuRLHMFUXXz4jri6/hfXVEPU23MGa3XTlNVigdKtxV4ibca9KwYtAYY3YLJv00RUe74/nGT5rPb9pWo2M4yFcJrohe43KpzkQdM7UjEp2Jh5j0AzPGad945f3DwbiyEFRV7zaXUFK/YZIyTMOG6u08jmK4bDek1a0oLl3GIJs7URiGYSyJVameVPUxyxjHJgrDMIx5UGANamYvko2cKDSiFGqX2n5B1UpPcRQz/bRJ4RGhKpopYTlR1/gF9yWXq6VY5ddc06YUHKF2jTEfk/39fFGjVVgRcRT4akGErnmiSGGMjiiFKgOttvMYs2dSc9QgiU6M0+OkGkeRTAzdpaR/nn7LRuhBol7DdVQcRagUqtQn/DtKdkgYMjwy61EsjI2cKAzDMJbJOng9LRKbKAzDMOZkVV5Py2JzJ4pFeD11HCtahtJnrZXTRts4iuL/nrLHFgqPWnVfMHusG0fhNGhUPVXrJFTaBMb2PgXGpvBw+4yMowj1LwnTto1eT5k6SdxrNfYcWIqPqEOSchxFtYRpsa+sbnLTc7jbBpIycNqMUwmFxMwQVD01xlGM87/LTuHRT1cicmPgdWR1rlPgoKqe2k/v3dncicIwDGMJZAF3va0oRsDTVfUzInI14BwR+YCqfqmvAbqwmRPFoirc9UzFAFt6Uuo/MltL/0vtcZ2vTc2Ta/Ah0PWprxiztV6mmHoUodWMNylg3Be+GpntS5DnOe9Q/0nJ8N3gnVA8/bvy+5L/JUnciiIp1Y6QRCurhWJfORrbFz3tGrOrbZI4Y3ZgRTCUlLTGUL3FGITlG7N7WsCo6reBb+f/XyYi5wPHkxUgWhmbOVEYhmEskR5XFNM+RW4K3An4ZO+dt8QmCsMwjHloZ6M4VkTOLr0/qKoH3UYicgzwz8BTVPUnc8s4Jxs7UTTFFvSqeuophUdZl+BL8BYcPuZcvMbskE9/9NA59aqsUhPPWG7yOadh8bZJTdZB7eXVgMRednc833FJNY4ipNoSmcZR+FJazPabG5fdZh4ZJFL1VFY3+Y5JchVSkzF7UNo/SFKvemqeOIqtBmP2toxBp0bt5dAq19MlqnpiXQMR2SKbJN6gqm+bV7o+2NiJwjAMY2n0pHqSLIPfq4HzVfUlvXTaA2tg0jUMw9jDaObOHvOK4G7AI4F7i8i5+etXFyp/BJu7olii11PXqMzaFB6tvJ6aBZhJ4VF4EoVUMi2vjRaC16htYlN4uBdz6vUU6LzhXOrwly+NvJkRXk9INY4idG0zLyYNduX2K4miqXMC3tKkfhWRSyJTD6WyB1RBEQ+RJG28nlISVz/m2+Yh7PU0Zlyjlp3EUSyzFCr0tqJQ1Y/Re+Wb+dncicIwDGNZbHZg9oZOFBFxFJ3m7MCjnq9CVxRuVHKpn5jo1Wk/7cbqO46iELWLMbtyDdwTbzK891yPYjJeTHS0R44yIlTvTciYnShaGEQbbr7kyfZcg7N6YznSyDiKdGrMFk8cRf6EXo60HjQlBZS0sjIRlco2n3E6FAexJSmjmiXXlqSMSRgu1ZgNUlMjYxPYzInCMAxjWSi9BdytKzZRGIZhzIGgCwm4Wyc2dqJojqPocGP7rkfhhgyU3reRL6oeRblNU+xBK73XfLEMjSVFJ8bqkOW9eexGZpwIisR89dcgJjWHJFpVB9U4EEycDBpOpVANufEWodKkvroR1T6ZSeHhGqqLyz+QemN22QidiFbiIdJI1VNI5mEyZlijZxygbDNechwFvRmz15WNnSgMwzCWhk0UhmEYRhCzUexhmlQRvZZC7fY04a6gZ/ScLVJ4RJ2LV/UUkqvd+Ujuz1+rrQlmj3X97N04irxZUwqQLl5PxVAzKr9CrKbPj6P2CaTPSN17HFIDiU46kQZdZqGmStS9Vr5YjriUGYMknaiVEqmWMB14vJ586qHyccMkrcRDjEgqx/n6CcVRDERra01sSfarvWzVk3k9GYZhGDWoqZ72IhpTj6JTHEXL7Y391cQQtOgzLjJ72mbyQBZ8um1rzI6IzI6NAq9UjisiswOyJrPtWuGTqRiv4QZUDMeBFUU1MtsvZ5Lo9BybjNlJmhXLiTCUJ56YiND40+hrrVSmK2ImymN6jdmlbUNPHMWQ6jYfW4E4isbIbBRk1ui+cBSbKAzDMIwGNlvzZBOFYRjGvFgcxQoRkRcDvw7sAF8DHqOqP4o7uGF/F+Nn7yk8nPdpzb55KdejaEp70fJ0istSqwLraMyeqKYa1H5dUnh48/gVpVUbgxka3pPXmKjEyoRTeEzUUk2lUCVLqaHOh8Sn1hLxlSOtUjZgJ6IV1c2kFKqTosOlrHqaK44ioH/bkjEjGQTPYyCQqlocRc+se5rxDwC3V9U7AF8GnrNieQzDMGZRhXEa99qjrPVEoar/qqqj/O0ngButUh7DMAwvqnGvPcpaq54cHgu8ObRTRE4BTgEYXOtazV5P86R8qIzd9cDZtzMytRAvSu0inv9D3ictr83EQ6hT9linr1DcQbCeReFx1V7t5fveysS7J9yddzyfx5HX6ynQXUn103T1JfdKqqTw8FyDJKnGRPgYSFqqR5FWzn/gK4XqG68k/VxxFAGvp4GktZlhtxAQJVmm1xPs6UkghpVPFCLyQeD6nl3PVdV35G2eC4yAN4T6yQuUHwTYd+Mbb/ZdMwxjfVAgvmb2nmTlE4Wq/lLdfhH5XeD+wMnaaGE0DMNYNgq6d+0PMax8oqhDRO4HPAv4r6p6KP5AFlNMMLL4TjTucW5py1higs1mChflh/Xk9UREwF04uM9V4bheUPXHFw4zbcu3ZgflfZS7ji1c5HozBdJnhAIIXRKZBtzFZI8tq6omfXhkGCRpJXjO32cpe6xUg+kmKTxKKh3Xo8ndlkg1c60v4M7n9TSo8Xrapc7rSUiV5Xo9KXvaUB3DWk8UwMuBfcAHJFOafkJVH79akQzDMBw2XNmx1hOFqt6i87ENT1G9lc6EzquXSj2KcqxDG/ki2pbHkp6N2ZOVUId6FBVDZuVcihQegY7nMGYXD62zhtuI1RHVFYTXkCxakSuUTkNEJ2M2JQUs0nIMnB+nUTCWI8KYXUoKOEiqT/2FkbrRmF1OCihpxSg9SgcVQ7MvI0fImJ1IGkzvAbBFApIyWHaotE0UhmEYRpi97foag00UhmEY86CApRnfUPrKNgodU9HiMWZHjOUjpm15rGKt35cxuzAKdzJm17eblAcNpb6YlEKtFzGWaTnSpjQazXEUPrVPSA00SJRxGqn2yo3EaUQ8gkg4HYZ7bHF8QlhuNzusy2wp1LQy9jAZV7alnhMeBK5TZswO/2wlCAliKTx65sidKAzDMHpBN97raa1TeBiGYaw9Cqpp1KsJETlNRL4nIl9YguTRbOyKotFrqMfCRV01T26ahLLMrdKCRPrJT98U7QOxCW1LoVb6rWvkbHZLnwaysoZjPurPpRZv4aLiT31/1YJLgfQZkYWLpKT6aVJ7DRJ/HIVPrRUbRzFI0olaSaSqVhrGpvBwvJ4qbbR6nE81FkrTMaCa2bbMlgxAl1y4CPqMzH4NWVjA6/rqsA82dqIwDMNYGj3ZKFT1oyJy014665HNnCiEZmN1j/UoOrts1xmza8o9usSsaGaeNvPlRejptu0KKSo6uskYHWjXZMwmmW3XBt+T++Q6tUwKGI6jcA4LdRcZ71C0HZQiuSfjea6BzzDtI2G6ohkkaTXquzBmS1rZNttudr8b87DriaPwEYqDSCStNVQnCANZsjFb1byeDMMwjAbiVxTHisjZpfcH84Sma41NFIZhGHOh6Dh6BXOJqp64SGkWweZOFG3rCczTZ1ffsbpymm3ki0oKOP23UFmEDOZt62tM1EJd0mg0xCNM040ER2/YXyeSJ+5gUgq14diK6snfJrYU6iBR0vy+NNlFC8N3SD3kyhVTClVEZ9J0uAn/JjEWjrHapSmOYisyjsJ3LpDHUdSWQk1IVUmWmcJD2fg04+YeaxiGMS+axr0aEJHTgbOAW4vIRSLyewuXPYLNXVEYhmEsAQW0pxWFqj6sl456ZnMnigXEUYS8gTqXQnWW4DNeQy06javF4PF6CtV4aB1HMQk+qGvkxfXUcdNS0KTWKobuS5VY1GRo+IBUPIxCqidXhVMTR1GcQ9PtLOIoXBVOKI4ipMYpM5yJo/DUkZD2cRRbklY9nDTxbnMJeS0NSIO1KgASEhLSYAqQhaBqhYsMwzCMeloYs/cksonVRUXk+8B/djz8WOCSHsXpk3WVbV3lApOtK+sqW99y/ZSqHjdPByLyPjK5YrhEVe83z3irYCMninkQkbPX1X1tXWVbV7nAZOvKusq2rnJtOub1ZBiGYdRiE4VhGIZRi00UVdY5nH5dZVtXucBk68q6yraucm00ZqMwDMMwarEVhWEYhlHLETVRiMj9ROQCEfmqiDzbs3+fiLw53//JIi+8iFxHRD4sIpeLyMvXSK77iMg5IvL5/O+910i2k0Tk3Pz1ORH5jXWRrbT/Jvk9fcY6yCUiNxWRK0vX7RV9yjWPbPm+O4jIWSLyxfwzd9Q6yCYiDy9ds3NFJBWRE/qU7YhHVY+IFzAAvgbcHNgGPgfc1mnz/wKvyP9/KPDm/P+jgV8EHg+8fI3kuhNww/z/2wPfWiPZDgDD/P8bAN8r3q9attL+fwbeCjxjHeQCbgp8YU2/A0PgPOCO+fvrAIN1kM1p87PAhYu6hkfq60haUZwEfFVVL1TVHeBNwAOdNg8EXpv/fwZwsoiIql6hqh8DrlozuT6rqhfn29GjJrAAAAZPSURBVL8IHCUi+9ZEtkOqOsq3H0WnWqWLkQ1ARB4EXEh23dZGrgUzj2y/DJynqp8DUNVLVbXPcOS+rtvDgNN7lMvgyFI9HQ98s/T+onybt03+I/djsienvSDXbwGfVdXD6yKbiNxFRL4IfB54fGniWKlsInI08Czgz3uUZ2658n03E5HPishHROTuayTbrQAVkfeLyGdE5JlrJFuZh2ATRe8cSbmefE9s7lNuTJu+mVsuEbkd8JdkT319MpdsqvpJ4HYichvgtSLyXlXta1U2j2x/DrxUVS9fwIP8PHJ9G7iJql4qIncG/kVEbqeqP1kD2YZk6tefBw4BHxKRc1T1Q2sgW7ZT5C7AIVX9Qk8yGTlH0oriIuDGpfc3Ai4OtRGRIXAN4AfrLJeI3Ah4O/AoVf3aOslWoKrnA1eQ2VHWQba7AC8Ska8DTwH+WESetGq5VPWwql4KoKrnkOnsb9WTXHPJlm//iKpeoqqHgPcAP7cmshU8FFtNLIZVG0mW9SJ7IroQuBlTY9ntnDZPZNZY9hZn/6Pp35jdWS7gmnn731q3a5YfUxizf4rsS3/sOsjmtPkz+jVmz3PNjiM3EJMZdb8FXHtNZLsW8BlyJwXgg8CvrYNs+fuEbCK5+SK+C0f6a+UCLPVk4VeBL5M9qT033/Z84AH5/0eRecF8FfhU+UMHfJ3s6eXy/AN521XLBfx3sif1c0uv667DNQMeSWYoPjf/gXnQOt3PUh9/Ro8TxZzX7Lfya/a5/Jr9+jpdM+ARuXxfAF60ZrLdE/hE3zLZK3tZZLZhGIZRy5FkozAMwzA6YBOFYRiGUYtNFIZhGEYtNlEYhmEYtdhEYRiGYdRiE4VhGIZRi00UhmEYRi02URgLQ0T+UkQ+sIB+zxQRzV+/4GzvvV5I34jIa0ry//aq5TGMJmyiMBbJCWSR2YvgH8nqXJzT9kAReYWIvDT/v/jRfpWn3Yvyfe+aX9wZnkwmu2HsCWyiMBbJHYHPLqjvQ6r6HVXdbXNQXr/g14F3lDZ/E3hInn68aDckS0PyjT6ELaOqP1bV7/Tdr2EsCpsojIUgItcHrke+ohCRo0XkTXktg5sucOhERP6HiFwiIt8Tkb8SkfLn/OfJcgZ9rLTtPOArwO+Utv0aWaGqM8ud5+qtV4jIqSLyw/z14vIYkvF0EfmKiBwWkYtE5IV9n6hhLAubKIxFcSfgSuACEbk1WRK3EXA3Vf36Asd9eD7OXYEnkaURf0hp/4OAd2u1iNKrgceW3j+WTL3lS4b2cLLvzn8B/gA4JR+n4H8AfwK8ELgd8GBmi/IYxp7CJgpjUZxAVtnuQcD/Bv5BVR+hqlcueNwvqerzVPXLqvoW4MPAyaX9DwT+xXPcG4ETReSW+WrofsBrAmN8G/gjVf2PfIwXA08DEJFjgKcCz1bV01T1q6p6lqr+XS9nZxgrwCYKY1GcANwSOA34TVV9WV1jEXlMT+Oe57y/GLhuPsYtyOo8vN89SFV/SFYA6rHA7wJnqmrIPvEJnU27fBZwvIhcHbgtsA/oq/KbYawcmyiMRXEC8DZgi7i64/ftaVzXuK1MP+cPAj6kqlcEjj0NeBTZZHFax/F7r61qGKvGJgqjd0TkAHAL4JXA44DXiUifZTO7ElI7FXwI2AGObWh3F5kttv0LwMWa1bb+EnCYWXWXYexphqsWwNhI7kj2JP8FVf20iNwG+P9F5CRV/dYqBBKR48h+0IMBbqqqInIHQFT1cE13NwReJiJ/B/ws8N+Av8j7uExETgVeKCKHgY+SrajurKp/38/ZGMZysYnCWAR3BL5SMlw/D7g18E4RubuqHlqBTL8OfFpVv1vXSFUvi+jrDcAA+CTZhPhq4KWl/c8Bfkjm+XQj4LvA6zrIbBhrgZVCNdYCEXmTqj40su2ZZKuVJ7Xo/x3Ax1X1RR1F7Dx2TV8KPFhVz5i3L8NYJGajMFaGiDxKRD4oIh8E7ln8LyJ3ijj8FBG5XER+PnK4jwOnd5e2P/KAvctXLYdhxGIrCmPPISLHA/vzt99ssCf0PfaZzLmiEJHrAlfP3367xgvLMNYCmygMwzCMWkz1ZBiGYdRiE4VhGIZRi00UhmEYRi02URiGYRi12ERhGIZh1GIThWEYhlGLTRSGYRhGLTZRGIZhGLX8X8337CXIhAWUAAAAAElFTkSuQmCC\n", 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8Pe1Iuuk0dpGAp6kb+X4tzfDKLFj5Iv9KmsDEkjGcVtCTe8cX6BZ3Ip2Eil72r6kWnp8MG99jYY+LubTkBC48tjc3/mSArhEu0omo6GXf6srh6fHY7Z/xh24/4/bS4Vx9ci6zT+yrSxqIdDIqevlflaV7z3atKuWXcfN4fEd/7joznwkjejmdTEQOg4pevq1sDTx5Jv6mWq6Kupk3K3rzyHlDOXlgitPJROQwqejlv0o+hqfPpiXMxQX2Fj6v68lfLirkqD7dnU4mIq2gope91r0Nz0+hMTqZM2t/Tll4Ks/NGMGAtHink4lIK6noBZY9A6/OoaZLHqN3X05EfBIvXXQkvbp7DvxcEQl4Wggd6j78Nbwyk13dCzl+51V06ZHGizOPUcmLBBGN6EOVtfC3m+DDhyhO+hGjS85jeJ8UHj1/OHFu3cBbJJio6EPVVyW/pud4frJhLCcPSuOBc4boBt4iQUhFH4o2vAsfPkRF3iR+umIMJ/VP5jeThhGus11FgpKKPtTUlcMrs/En9uO8bWfQ1RPGPWcNVsmLBDG9GRtKrIWFl0F9Ob/vfh2rd3m5d3yBrkApEuRU9KHksyfhi9fZMPhK7v7cxYXHZvGDfj2cTiUi7UxTN6GifCO8dS3NvY5n4oojyE12M3d0ntOpRKQDqOhDgc8LC6ZhwyO53j+bqiYfT07XChuRUKGpm1Cw6G7Y/ilL8m7gxQ2WuaPzyEvRpQ1EQoVG9MFuy0ew5D6qc8dz8dKeHJ/TjQuPyXI6lYh0IBV9MGusgpcvxib0YmrZeKIjDfeOL9DdoURCjKZugtmbV0PVNp5Mu4FPdrRw17jBJMe7nU4lIh1MRR+sVrwIy5+jNH8ON3/mYcIRGbp5iEiI0tRNMKoshdevoiWtkElfHE9mt0huHDPA6VQi4hAVfbDx++DlmVjr4w7XleyobWHBrBHEuPSjFglVmroJNh8+BFv+yacDr+WJNYYrRuVQkNHF6VQi4iAN84LJ9s/gvdupzx7DlE9zOCIrnlknZjudSkQcpqIPFs31sGA6NiaJ2VXnY4D7zx6iq1KKiKZugsY786B8A69k3cg/Slu47fRBZHTT7QBFREUfHNa+BUV/pCx/Oj9f2oWfFqRx+tB0p1OJSIBo86I3xvQxxvzBGPNiW+9b9qFmJ7w6B19yPudu/BEp8W5uO32Q06lEJIAcVNEbY/5ojCkzxqz8zuOjjTFrjTEbjDHXAlhri621U9sjrHyHtfDqbGiu48G4q9mwx8v9ZxeQEK2be4vIfx3siP5PwOhvPmCMCQceBk4BBgATjTE6K6cj/fsx2PB3Vg+6hl+vjGDWCX05sk93p1OJSIA5qKK31i4GKr7z8Ahgw1cj+GbgWWBsG+eT/Sn7Av52I029RzHp80Hkpydwxah+TqcSkQDUmjn6dKD0G59vBdKNMd2NMb8Dhhpjrtvfk40xFxtjiowxRbt27WpFjBDU0rT3RiJRsVzVNJ2mFsuDE4YQFaH31kXkf7VmHf2+Fmhba205MPNAT7bWPgo8ClBYWGhbkSP0vPsL2LmCdwp+xRsf+7jzjHz69oh1OpWIBKjWFP1WIOMbn/cEtrcujhxQ8T/go9+wZ8BkLi1K5kcDejBxRMYBnyYioas1f+t/AuQYY3obY6KACcBrbRNL9qm+Al6ehb97DlO2/pQETyR3nZmPMTr7VUT272CXVz4DfATkGmO2GmOmWmtbgEuAt4E1wPPW2lXtFzXEWQsLL4e6XTyWdD3Ly7zMP2sw3WNdTicTkQB3UFM31tqJ+3n8TeDNNk0k+7bsKVjzGsVDruGX/3JxwTFZnJib5HQqEekEHF2mYYw5zRjzaFVVlZMxAl9FMbw1F2/GsUxcWUi/5FiuPSXP6VQi0kk4WvTW2oXW2osTEhKcjBHYfC3w0sXYsHDmmUvY0+DnVxOG4o4MdzqZiHQSWngd6BbPh62f8GHeDTy/znLN6Fz6p8Y7nUpEOhFdjz6QlXwMi++hJvcspi3txXHZXbno2N5OpxKRTkZFH6iaauCl6diEDKbtOgdXJNx3dgFhupGIiBwiTd0Eqg9/A5Vb+HvebXy83csdp+eTHO92OpWIdEJadROIGqvgX4/gzx3DrZ/HUZDRhVPzU5xOJSKdlFbdBKJ/PwpNVbybdD5b9zRw2UnZOvtVRA6b5ugDTVMNfPQw/pyTuePTKAameTgpTydGicjh0xx9oPnkcWjYw+LUC9hcXs9lP8zRaF5EWkUj+kDSXAcf/hrbdxS/+MxDXkoYP+qf7HQqEenkNKIPJEVPQH05H6RfRPGuOi49KUfLKUWk1bTqJlB4G+CDX2F7n8AvPo8lJymWUwZppY2ItJ5W3QSKpX+GujI+zpjGup21XHJStkbzItImNEcfCLyN8MGD2MxjuXVFV/ok+hgzOM3pVCISJDRHHwiW/RVqdvBp1nTW7KhmzshswjWaF5E2ohG901qaYckD2IwjuWVFIr26tTB2iEbzItJ2NKJ32udPQ/VWlveZwYrt1VwyMpuIcP1YRKTtaETvJJ8XltyHTR/OzauSSe/SzBnD0p1OJSJBRkNHJy1/HipLWJ09g2Vbq5g9si+RGs2LSBvTOnqn+Fpgyb3YlMHcvKYnqQluzhre0+lUIhKEtI7eKSsXQEUxa3NnUVRSyawT++KK0H1gRaTtaZ7ACX7f3nvBJg/i1nWZJMW5OLsww+lUIhKkVPROWP0KlK9nfd5MPtpUyYwT+uKO1GheRNqHir6j+f2waD70yOO2jdkkxkYxaUQvp1OJSBBT0Xe0LxbCrjVsGjCLxRsquPgHfYiO0mheRNqPir4jWbt3NN89m9s25dItJopzj8x0OpWIBDkVfUda+xbsXEHJoNm8t66Cqcf1Jsalc9ZEpH2p6DuKtbDobuiaxe1bBpEQHcn5R2s0LyLtT0XfUdb/DXYsY1v+HN75YjdTj+tNnDvS6VQiEgJ0ZmxH+M9oPqEXd24rIM4dwZRjspxOJSIhQmfGdoTi92FbEV8WzOaNVbu58JgsEqI1mheRjqGpm/ZmLfzjbohP567tQ4mJCuei43o7nUpEQoiKvr1tXgKl/2JXwSxeXVXOlGOy6OKJcjqViIQQFX17W3QPxKZwT9kIoiPDmXZ8H6cTiUiIUdG3py0fwuYllA+ZxYLluznvqEy6xWg0LyIdS0XfnhbdAzE9uLf8aCLDw5iu0byIOEBF315KP4Hi99kzZBbPf17OuUdm0iPO5XQqEQlBKvr2svge8HTnwcpjCQ8zzDhBo3kRcYaKvj1s+xTWv0PVkIt5elkFE47IIDne7XQqEQlRKvr2sHg+uLvwUM2JAMw8oa+zeUQkpOkSCG1tx3JY+yY1Q2fw5Kd7GF+YQVqXaKdTiUgI0yUQ2tri+eBK4OG6k/BbyyyN5kXEYZq6aUs7V8Oa16gbMpUnPt3DmcPSyejmcTqViIQ4FX1bWjwfomJ5pOnHtPgtc0ZmO51IRERF32Z2rYVVL1M/dCqPL61k7JA0MrvHOJ1KRERF32aW3AeRHh7znkpzi1+jeREJGCr6tlC+EVa8QMOQC/h9USVjBqfRt0es06lERAAVfdtYch+ER/GEfwwNXh+XnKTRvIgEDhV9a1Vsgs+fpalgCr8tquHUQan0S45zOpWIyNdU9K3hbYQF07ARLq7fOVKjeREJSCr6w2UtvHYJbCvipcybWLDBzy2nDaB/arzTyUREvkVFf7iW3AsrXmB53uX8bGUvzj86k8lHZzmdSkTkf6joD8fqV+G929nd53TGrTiS47ITuWnMAKdTiYjsk4r+UG3/DF6aQVNKIT/ZNJ6MbjE8PGkYEeH6VopIYIpwOkCnUr0DnpmI39Od82ovpZEonp1yBAmeSKeTiYjsly5TfLCa6+HZidjGam7y3MhnFVE8ct4weifqMgciEth0meKD4ffDK7Ng+zKe63Uzf90cx61jB3JM30Snk4mIHJAmlg/Gorth9St8lnsl167qyYXHZnHukZlOpxIROSgq+gNZ8SIsuouyvuMYv6KQE/r1YN6p/Z1OJSJy0FT032frUnh1Do2pIzh14ziyEmP59aShWmEjIp2KGmt/qrbBsxPxxyQxsfoSfGGR/GFKIfFurbARkc5FRb8vzXXwzARscz3z3PNYWRnJ784brhuJiEinpKL/Lr8fXp4BO1fyVM+beGZLHLefPogj+3R3OpmIyGFR0X/X+3fAmoUU9buKG1anM/343pxzRC+nU4mIHDYV/Tctfx6W3MuXfc/mnBXD+GFeEteeohU2ItK5qej/o/Tf8OolNKQfzakbTye7Rxy/mjiU8DDjdDIRkVZR0QNUlsCzk/DFpTKhcjYmPIrHpxQS69KlgESk81PRN9XCMxOxLU3MjZrHmspIfj95OBndPE4nExFpE6Fd9H4/vDQdW7aGJ9Jv4cWSGH55Zj6FWd2cTiYi0mZCu+jfvRXWvsnH/a7mF6tTmHViX8YN7+l0KhGRNhW6Rb/safjgQbZlT2LS8nx+PCCZq3+c63QqEZE2F5rvNm75CF67jPqexzFm/RhyU+J54JwhhGmFjYgEodAb0e/ZDM+diy+hF2eVzyQ80sXjUwqJ0QobEQlSodVujdXw9ASsv4WrIq5jQ00Ez148nPQu0U4nExFpN6Ezovf7YMFU7O51PJZyC6+Weph/1mCG9erqdDIRkXYVOveM/dtNsP4dPug3lzu/SObSk7IZOyS9/V9XRMRhoXHP2KV/ho9+Q2nOZCYvH8Qpg1K4clS/9n1NEZEAEfxTN5uWwBtXUdfzBH6y9hQGpsVz39kFWmEjIiEjuIu+ohien0xLl96M2z0dt8vFY+cX4okKrfegRSS0BW/jNVbB0+dggSvMtWyqjeD5GYWkJmiFjYiEluAc0fta4IULsRXF/DbpZl7fFs19ZxdQkNHF6WQiIh0uOIv+nXmw8V0W5VzH/LVJXDEqhzGD05xOJSLiiOAr+k/+AB//js05F3Dh8v6MGZzK5T/McTqViIhjgmuOvngRvHk1NRknMWbtyQxOj+fe8QUYoxU2IhK6gmdEv3sDPH8+Ld2yOWPnRcS6XTx6fiHuyHCnk4mIOCo4RvQNe+CZc7Bh4cxhLtsaInlhZiHJ8W6nk4mIOK7zj+h9Xnh+CnbPFh5KvJm3t7l54JwCBqW389m2IiKdROcv+v+7FjYt4r2c63lgXSJXn5zL6EGpTqcSEQkYnbvo//0YfPI4xf2mMfXzXE4fksbsE/s6nUpEJKB03qK3FrZ/Brmn8nK3qQzt1YW7xg3WChsRke/ovG/GGgNjH4aWJn4W6WaO16cVNiIi+9B5R/Swt+wj966sUcmLiOxb5y56ERE5IBW9iEiQU9GLiAQ5Fb2ISJBT0YuIBDkVvYhIkFPRi4gEOWOtdToDxphdwJY22l0CUOXwvg71eQezfVtss7+vJwK7D7DvQNOWP+eOeJ3W7OdQnnuw27b2ePq+r+l4av/X+c9+Mq21PQ64tbU2qD6AR53e16E+72C2b4tt9vd1oMjpn5uTP+eOeJ3W7OdQnnuw27b2eDrA13Q8tfPrHOp+gnHqZmEA7OtQn3cw27fFNm35vXFaR/1b2up1WrOfQ3nuwW7b2uMpmI4lCPLjKSCmbsRZxpgia22h0zkkOOh4CjzBOKKXQ/eo0wEkqOh4CjAa0YuIBDmN6EVEgpyKXkQkyKnoRUSCnIpevpcxpo8x5g/GmBedziKdkzEmxhjzZ2PMY8aYc53OE4pU9EHMGPNHY0yZMWbldx4fbYxZa4zZYIy59vv2Ya0tttZObd+k0tkc4rF1JvCitXY68NMODysq+iD3J2D0Nx8wxoQDDwOnAAOAicaYAcaYfGPM69/5SOr4yNJJ/ImDPLaAnkDpV5v5OjCjfKXz3hxcDshau9gYk/Wdh0cAG6y1xQDGmGeBsdbaXwJjOjahdFaHcmwBW9lb9svQ4NIR+qaHnnT+O7qCvf8J0/e3sTGmuzHmd8BQY8x17R1OOrX9HVsvAeOMMY8QfJdO6BQ0og89Zh+P7fesOWttOTCz/eJIENnnsWWtrQMu7Ogw8l8a0YeerUDGNz7vCWx3KIsEFx1bAUpFH3o+AXKMMb2NMVHABOA1hzNJcNCxFaBU9EHMGPMM8BGQa4wFVndYAAAAWUlEQVTZaoyZaq1tAS4B3gbWAM9ba1c5mVM6Hx1bnYsuaiYiEuQ0ohcRCXIqehGRIKeiFxEJcip6EZEgp6IXEQlyKnoRkSCnohcRCXIqehGRIKeiFxEJcv8PL5h1We1gij4AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(sensitivity.k_21, sensitivity.delta_21)\n", - "plt.plot(old_sense['mk'], old_sense['mpk'])\n", - "plt.xscale('log')\n", - "plt.yscale('log')" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:48:14.394580Z", - "start_time": "2019-11-25T23:48:14.142018Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(sensitivity.k1d, sensitivity.calculate_sensitivity_1d(thermal=False))\n", - "plt.plot(old_sense['ks'], old_sense['C_errs'])\n", - "plt.xscale('log')\n", - "plt.yscale('log')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-25T23:48:16.554738Z", - "start_time": "2019-11-25T23:48:16.197661Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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cjIpexNNs/QJmj8YW7GZJzEQm5pxLUkIor6alkBDq73Q6cUMqehFP4SqFFY/CRw9SFBDPzfUe4u2cGMb3bMqtl7agtsYYyCmo6EU8weFdMHcs5Cxnc8zlDMwdjKkTyEujkunRIsLpdOLmVPQi7u6n92HeeGxRIa9G3c5dOcl0axbBo0OTiAyo63Q68QAqehF3VVIEH94Lnz/J0ZBWjHVNZ+W2CO7o3YLxPZpqjIGUW6UXvTHmKuBKIBJ42lr7XmV/h4jX258Ds0fBjq9ZGzuYIZv7EBwYyJvjUjinYYjT6cTDlOvqjTFmljEmzxiz5lfHextjNhhjNhljpgBYa+dba8cCI4GhlZ5YxNutmQPPdMe1bxN/D5/OldlX0711Aktu7K6Sl7NS3jP6F4GngJf+e8AYUxN4GrgEyAVWGWMWWmvX/fySu37+9yJSHkVH4N0/wtcvcSg8hWsPZvDjrhDuu6oN13ZJ1BgDOWvlKnpr7XJjTKNfHe4MbLLWZgMYY14H+htj1gMPAe9Ya7+uxKwi3mv32rIxBns38mXcdYzI7kVieBALRnekdUyg0+nEw1VkjT4O2HbSz7lAF2AScDEQZIxpZq195rfebIzJADIAEhMTKxBDxINZC5mzYOmdlPoFMCN4Bi9kNWZIajx392uLv5/2S0jFVeRP0W/9HmmttX8H/n66N1trZwIzAVJTU20Fcoh4pqMHYeEkWL+QvVHnM2j3dewtDOaJYe3onxzndDrxIhUp+lwg4aSf44EdZ/IBemas+Kxtq2D2KOzhHbwXM4HxOV1pHx/Cv9NSaBhW3+l04mUqcs/0KqC5MaaxMcYPGAYsPJMP0DNjxee4XLDiMZh1GcUuy83+DzIupxtjujdl9viuKnmpEuU6ozfG/Ae4AAg3xuQCf7bWPm+MmQgsBWoCs6y1a6ssqYinO7wb5o2D7I/YFnMZA3OHUuIXyAvpSVzYMtLpdOLFyrvrJu0Ux5cAS872y7V0Iz5j0zKYNw57/DBvRN/KlJyOdG0azmNDk4kK1BgDqVqOjrvT0o14vdJieP/P8MoAjtUOJr32w9y55Rxuu7QlL4/uopKXaqG9WyJV5cBmmD0atmfyY+wABm/pR0CDQN4Yl0KnRqFOpxMf4mjRa+lGvNba+bDwRlzWxTPhd/FIdhsubRPFI4M6EOzv53Q68THGWue3sKemptrMzEynY4hUXPFReHcqrH6Bw2FJjDg0jnVHQ7nrytaMOLehxhhIpTLGrLbWpp7udVq6EakseevhrXTYs55VsSMYnnMJCeFBzE/vSJtYjTEQ56joRSrKWvj6JXjnj5TW9ufBkBn8K7sJg8+J557+GmMgztMavUhFHMuHRZNh7Tz2RZ7HkLx0dhUG8fjQ9lyVojEG4h60vVLkbOVmwjPdsesW8kHMOFK33oB/WBxv39hdJS9uRb9TipwplwtWPgnL7qW4fjR/bPAQc3PiGN2tMXf0bkmdWjWdTijyCyp6kTNRsAfmj4dNH5AbcwmDtg/jeK1AZo1M4qJWUU6nE/lNKnqR8sr6qGyMwdGDzI6+hdtzzuHcJmE8PjSF6CDd4SruSxdjRU6ntBg+fhA+fZRjwU2Z4DeVj7dEcsslLbjhwmbUrKG98eLeHC16a+0iYFFqaupYJ3OInNLBrWVjDHK/YkPs1Qze0o/6DYJ4PSOFzo01xkA8g5ZuRE5l3QJYOAnrKmVm+DQezG7LJW2ieGRgB0Lqa4yBeA4VvcivFR+FpdMg83kKwjow4tA41u4M4+6+rbiuayONMRCPo6IXOdmeDWVjDPLWsipuBNdkX0JcWBBzR6bQLk73e4hn0sVYESgbY/DNy7DkDkpr+/NQyAyey2rCwI7x3Nu/LfXr6JxIPJcuxoocy4fFN8OaOeyLPI+he9LZURjEo0PaMaBjvNPpRCpMpyni27avhtmjsAe3sSx2PBnZ3WgTF8zbaR1pHK4HdYt3UNGLb3K5YOVTsOweiutHM6XBQ8zJjmPU+Y354+UaYyDeRUUvvucUYwyevy6JXq01xkC8j4pefEv2xzA34xdjDLo0DuOJYRpjIN5LRS++obQEPn7gxBiD6/2m8smWSG6+uAUTL9IYA/Fu2l4p3u/gVpgzBrZ9+YsxBv8Zm0yXJmFOpxOpcnrwiHi3dQvgmW64dq/lmfBpXJY9mM4tEllyY3eVvPgMLd2Id9IYA5ETVPTifU4eYxB7LdfkXEp8eBDz0lNoG6vfHsX3qOjFe1gLX78E7/zx5zEG9/FcdlMGnRPPPf00xkB8l/7ki3c4lg+LboK1c9kXeR5D8tLZVRjE40Pb60Hd4vNU9OL5clfD7HRsfi4fxIwjI6c77eJCeDsthUYaYyCiohcP5nLByidh2b0U14/mjvoPMi8nnjHdGnNH71b41XJ0U5mI21DRi2cqyIN54yFrGduiL2Hg9jRK/AJ5YWQSF7aKdDqdiFtR0YvnyfoQ5o7DHj/EG1G3MGXzOXRtGs5jQ5OJCtQYA5FfU9GL5ygtho/uhxWPcyy4GeNKp7FiWyS3Xdqc6y/QGAORU9EIBPEMBzaXjTHIXcX62KsZvLk/gQGBvJGRQmqjUKfTibg1jUAQ97d2HjzTA1fejzwddheXZw+mW+tE3pncQyUvUg5auhH3VXQElk6F1S9yKCyZEfkZrN8dyoyr2nBNl0SNMRApJxW9uKfd62D2KNizni9jRnDt5ktoGBHMwjEptIoOdDqdiEdR0Yt7sRZWvwDvTqXUL4D7gmfwYk4T0jonML1PW+r56RF/ImdKRS/u4+gBWHgjrF/InsjzGZx3HfsKg3lqeHv6dIh1Op2Ix1LRi3vY+iXMGY09vJN3oidww+auJCWE8nJaCgmh/k6nE/FoKnpxlqsUVjwGHz1AUUA8t9Z7iEWbYxnfsym3XtqC2jU1xkCkolT04pxDO2FeBuQsZ3NMbwZuG4KpG8TLo5Po3jzC6XQiXkNFL87Y+B7MH48tPsorkbfzp5xkujeP4NEhyUQE1HE6nYhXUdFL9SopgmX3wMqnOBLSijElE/gqN4Kpl7dkbPcm1NAYA5FKp6KX6rMvq2xv/M5v+T52MEM39yE8OJC3xqeQkhjidDoRr6Wil+rx/Zuw+GZcphaPhkznqexW9EuKZcbV7QisW9vpdCJerdKL3hjTBJgGBFlrB1X254uHOV4AS26H715jf3gqaftGs+1oKH8d3I6BHeM0xkCkGpRr75oxZpYxJs8Ys+ZXx3sbYzYYYzYZY6YAWGuzrbWjqyKseJgd38CzPbDfv86HUel0yp2MX2gib9/YnUHnxKvkRapJeTcpvwj0PvmAMaYm8DRwOdAGSDPGtKnUdOKZXC747An41yUUHz/Cbf4zGLXlEsb0aM6c67vSWM9xFalW5Vq6sdYuN8Y0+tXhzsAma202gDHmdaA/sK4yA4qHObwL5o2D7I/ZEtmLQTvSoF6I9saLOKgitx3GAdtO+jkXiDPGhBljngFSjDFTT/VmY0yGMSbTGJO5Z8+eCsQQt7HhHfhnV+y2r/h3+C303DqKdk0b8s7k7ip5EQdV5GLsby2wWmvtPmD86d5srZ0JzARITU21FcghTis+Cu9Ph69mUhDShvSicXy3M4rpfVqRfn4jrcWLOKwiRZ8LJJz0czyw40w+QI8S9AK718Gc0ZC3jlXRaVy7pTfx4cHMG5VC21g9OUzEHVRk6WYV0NwY09gY4wcMAxaeyQfoUYIezFr46jl47kJKD+dxd9C9DN7clwGdmrBoUjeVvIgbKdcZvTHmP8AFQLgxJhf4s7X2eWPMRGApUBOYZa1dW2VJxX0U7oMFN8DGd9gV2Z2hu0dw4Ggw/7imA1e0j3E6nYj8Snl33aSd4vgSYMnZfrmWbjxQ1kcwbzz26H7mR03ili1d6NQonNeGJRMXXM/pdCLyGxwd9q2lGw9SUlR2wfXlqzlWsz6jaj/MrVvP46aLW/Ha2C4qeRE3plk3cnonDSP7Ifpq0rb2JygwiDfGJdOpUajT6UTkNFT0cmrWwrevwZLbKalRiwfr38nzm9vRNymWGf3bEeSvYWQinsDRotcavRs7ehAW3wxr57ItsCPD9o6iqH4Mz45ox2Vto51OJyJnQGv08v9teBf+eT523QJm1bmWnnm3cG5yBz64uadKXsQDaelG/ufQTnj3j7BuAXvqNSbj+J/Z5deO59Pbc2HLSKfTichZUtELuEohcxYsuxdX8TFm+V3LwwcuZVDnJvz7ilZ6MIiIh9Mava/btQYWTYbtmWQHpDLq0HBKghvz4pgOnN8s3Ol0IlIJjLXOzxNLTU21mZmZTsfwLUVH4JOHYeVTFNcO5CE7gucPdWZk18bcfllL6tfRL3si7s4Ys9pam3q61+lvsy/a9AEsvgUObmF1yBWM3tmf4LAo3hyXROfG2hcv4m1U9L6kIA/enQprZnMkoDG3176Xd3Y1Y3T3xtxySUvq+dV0OqGIVAGt0fsClwu+eRnen44tPsL7ESOZuO1CEiNDmD2iAx0TQ5xOKCJVSGv03m7PBlh0E2z9nAMRncg4cC1fH4lkfM8m3NirOXVq6SxexFNpjd7XFR+DT/8GKx7D5Vef16PvYNrmDrSMDmJBehLt4nSTmoivUNF7o5zlZWfx+7PYntCXkTuuYvM2f266uDnXX9AUv1qO3hAtItVMRe9NCvfBe3fBd69RGtyIp2If4bGf4mkfF8SiwR1oFR3odEIRcYCK3htYC9+9DkvvxB4/xFfxI5mUezEH99bijt7NyejehFo1dRYv4qu068bT7cuCxTdBznK2+LdjYtEUftgUz8Wto5hyeUuaRQY4nVBEHKZdN56qcC+sfArXyqc5Zmtz//GhzOZiru6YwJjuTWgW2cDphCJSxbTrxlsd3oX97O+4Vs3ClB5jYel5PFlzJJf3SObTrg2JDKjrdEIRcTMqek9xcBslnz6O+eYlcJUwv7Qrc/2HcHGPHixMTdBsGhE5JbWDu9ufw/GP/0qtH17HWnirpDvLwofT78Ju/LtdtC6yishpqejd1Z6NFC57mHo/zgNbg1dKL+S7hiMZdNG5PNckDGOM0wlFxEOo6N3NrjUcXPoggTlvY6wfL7guY1urMaT16sx10dpBIyJnTtsr3YTd/jV7l9xPxPYPqGnr8Tz9KTxnHMN6diQ6SBdYReTsaXulw4pzPmfvkvuJ2bOCfOvPm7X64td1AgPOb0uAHuEnIr9D2yvdmbUUbPiQ/HcfIO5gJn42gFn1/kD4hTcwMrUFtXWBVUQqkYq+OlnLvm/f5sgHD5FQ+AOFNphXgsfR8LIbSG+dqAusIlIlVPTVweVi2xezYflfSTi2gWM2nLeib6LNFRO4tmGU0+lExMup6KuAtZYd+cfYuPMgpWvm0WLjTBKLc9hqo1jYaCod+45ncHiw0zFFxEeo6CvAWsvuQ8fZuPswG3cf5qfdBWzMO0z27nx6FX/CDbUW0LTGTnJMPO+3uo/OfcbSr0E9p2OLiI9R0ZeDtZY9BcfLinz3YTbuLuCnn8v90LGSE6+L8jeMCfiCgXXeItTsoDCkNYU9ZtA4aQCNa+gCq4g4Q0X/K/sLi9iw6zA/5R3+RakfOFJ84jXB/rVpERlAv+RYWkQF0Dzcnw47Z1M/8ynI3w6xHaHno9Rv0Rt0gVVEHOazRZ9/pJiNeYfLSv2/hZ53mL0FRSdeE1C3Fi2iAujdLpoWUQFlpR7VgIgGdX65Q8Za+HgOBCdCvyeh6UUqeBFxG15/Z+yhY8X89PNZ+Yb/rqPvPkze4eMnXlPfrybNowK4qFXkiUJvERVAVGCd8m15NAZGzIU6gSp4EXE7XnNnbOHxEn7K+3kNfddhNuaVlfvO/GMnXlOvdk2aRzWgeWQALaIanDhDjwuupz3sIuJxfOLO2Nmrc3n7+x1s3F3A9oNHTxz3q1WDZhEN6NI4lBbRAbSILDtDjw+pR40aKnQR8S0eXfRb9x9hZ/4xOjYMYVinhLJSjwogMdSfmip0ERHAi5ZuRER8TXmXbrS5W0TEy6noRUS8nIpeRMTLqehFRLycil5ExMup6EVEvJyKXkTEy6noRUS8nFvcMGWM2QNscTpHNQsC8p0OcRpOZKzK76ysz67o55zt+8/kfWfy2nBg71nk8QUmOznBAAABv0lEQVTu/ve0obU24nQvcoui90XGmJnW2gync/weJzJW5XdW1mdX9HPO9v1n8r4zfG1mee6u9EWe8Pe0PLR045xFTgcoBycyVuV3VtZnV/Rzzvb9Z/I+T/jz5Qm84n9HndGL+Did0Xs/ndGLyEynA0jV0hm9iIiX0xm9iIiXU9GLiHg5Fb2IiJfz6EcJikjlM8bUB/4BFAEfW2tfdTiSVJDO6EV8gDFmljEmzxiz5lfHextjNhhjNhljpvx8eAAw21o7FuhX7WGl0qnoRXzDi0Dvkw8YY2oCTwOXA22ANGNMGyAe2Pbzy0qrMaNUERW9iA+w1i4H9v/qcGdgk7U221pbBLwO9AdyKSt7UEd4Bf1HFPFdcfzvzB3KCj4OmAsMNMb8Ey8ZAeDrdDFWxHeZ3zhmrbWFQHp1h5GqozN6Ed+VCySc9HM8sMOhLFKFVPQivmsV0NwY09gY4wcMAxY6nEmqgIpexAcYY/4DrARaGmNyjTGjrbUlwERgKbAeeNNau9bJnFI1NNRMRMTL6YxeRMTLqehFRLycil5ExMup6EVEvJyKXkTEy6noRUS8nIpeRMTLqehFRLycil5ExMv9Hyi48/be7Cf4AAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(sensitivity.k1d, sense_forced.calculate_sensitivity_1d(sample=False))\n", - "plt.plot(old_sense['ks'], old_sense['T_errs'])\n", - "plt.xscale('log')\n", - "plt.yscale('log')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:21cmSense]", - "language": "python", - "name": "conda-env-21cmSense-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": true, - "autocomplete": true, - "bibliofile": "biblio.bib", - "cite_by": "apalike", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/conf.py b/docs/conf.py index c13177c..0df71ff 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -2,8 +2,8 @@ from __future__ import unicode_literals import os -import sys - +from datetime import datetime +from py21cmsense import __version__ extensions = [ "sphinx.ext.autodoc", @@ -20,6 +20,7 @@ "numpydoc", "nbsphinx", "IPython.sphinxext.ipython_console_highlighting", + "sphinx_design", ] if os.getenv("SPELLCHECK"): extensions += ("sphinxcontrib.spelling",) @@ -34,10 +35,10 @@ source_suffix = ".rst" master_doc = "index" project = "21cmSense" -year = "2019" +year = str(datetime.now().year) author = "Jonathan Pober and Steven Murray" copyright = "{0}, {1}".format(year, author) -version = release = "2.0.0.alpha" +version = release = __version__ templates_path = ["templates"] pygments_style = "trac" @@ -45,24 +46,31 @@ "issue": ("https://github.com/steven-murray/21cmSense/issues/%s", "#"), "pr": ("https://github.com/steven-murray/21cmSense/pull/%s", "PR #"), } -# on_rtd is whether we are on readthedocs.org -on_rtd = os.environ.get("READTHEDOCS", None) == "True" -if not on_rtd: # only set the theme if we're building docs locally - html_theme = "sphinx_rtd_theme" +html_theme = "furo" html_use_smartypants = True html_last_updated_fmt = "%b %d, %Y" html_split_index = False -html_sidebars = {"**": ["searchbox.html", "globaltoc.html", "sourcelink.html"]} -html_short_title = "%s-%s" % (project, version) + +html_sidebars = { + "**": [ + "sidebar/scroll-start.html", + "sidebar/brand.html", + "sidebar/search.html", + "sidebar/navigation.html", + "sidebar/ethical-ads.html", + "sidebar/scroll-end.html", + ] +} +html_short_title = f"{project}-{version}" napoleon_use_ivar = True napoleon_use_rtype = False napoleon_use_param = False mathjax_path = ( - "http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML" + "https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js" ) exclude_patterns = [ diff --git a/docs/environment.yml b/docs/environment.yml new file mode 100644 index 0000000..ea68551 --- /dev/null +++ b/docs/environment.yml @@ -0,0 +1,27 @@ +channels: + - conda-forge + - defaults +dependencies: + - numpy<1.22 + - scipy + - future + - click + - tqdm + - pyyaml + - astropy>=5 + - methodtools + - pyuvdata + - cached_property + - rich + - attrs + - sphinx>=5.0 + - numpydoc + - nbsphinx + - ipython + - pandoc + - pip + - python=3.10 + - setuptools_scm + - pip: + - furo + - sphinx_design diff --git a/docs/faqs.rst b/docs/faqs.rst index ba4e294..8d96371 100644 --- a/docs/faqs.rst +++ b/docs/faqs.rst @@ -1,3 +1,128 @@ === FAQ === + +How do I use my own theoretical model? +-------------------------------------- +The theoretical model is required to compute sample (or cosmic) variance. +By default, ``21cmSense`` uses a state-of-the-art model run with `21cmFAST `_ +from https://arxiv.org/abs/2110.13919. This model provides power spectra at multiple +redshifts and wavenumbers, and should be sufficient for most sensitivity calculations. + +If you would like to provide your own theoretical model, you should provide your own +implementation of the :class:`py21cmsense.theory.TheoryModel` class. This class +has two required definitions: a class variable ``use_littleh``, which determines the +units of ``k`` that are passed to it, and the method ``delta_squared``. A simple +power-law theoretical model may be implemented like this:: + + from py21cmsense.theory import TheoryModel + from astropy import units as un + + class PowerLaw(TheoryModel): + use_littleh = False + + def delta_squared(self, z: float, k: np.ndarray) -> un.Quantity[un.mK**2]: + return ((1 + z)**2 * (k / 100.0)**-2) << un.mK**2 + +Note that the ``delta_squared`` method must exactly match this signature, as it is +called from within the :class:`py21cmsense.sensitivity.PowerSpectrum` class. +The default :class:`py21cmsense.theory.EOS2021` model loads a 2D array of values +in redshift and *k* and interpolates them. You could easily set up something similar to +this. + +How do I use my custom theory function from the CLI? +---------------------------------------------------- + +If you have defined a custom theory model as in the previous question, you can use it +from the command line by adding a couple of lines to your sensitivity YAML +configuration. Imagine you wrote a package called ``my_theory``, within which there +was a module called ``module`` containing the ``PowerLaw`` class defined above (in +practice, whatever module ``PowerLaw`` resides in just has to be importable on the +``PYTHONPATH`` of your environment). You would then add the following lines to your +sensitivity YAML configuration:: + + plugins: + my_theory.module + + theory_model: + PowerLaw + + +How do I change cosmology? +-------------------------- + +You can change the cosmology in the ``Obervation`` class:: + + >>> from py21cmsense import Observation + >>> from astropy.cosmology import WMAP9 + >>> obs = Observation(cosmo=WMAP9, ...) + +In practice, the cosmology makes little difference in the calculcations. + +How do I define a new ``PrimaryBeam``? +-------------------------------------- + +First, you should consider whether you really need one. ``21cmSense`` only takes into +account the frequency, beam width and UV resolution -- not the precise shape. +The beam width specifies the beam-crossing time, which determines how long one can +integrate coherently. The UV resolution is assumed to be a single number, by default +based on the inverse of the beam width. Unless these specific quantities are significantly +different for your desired beam, there is no benefit to being more precise than this. + +If you do want to specify your own beam, you must sub-class from ``PrimaryBeam``, you +must define the same methods as defined by the following definition of the +``GaussianBeam``:: + + @attr.s(frozen=True) + class GaussianBeam(PrimaryBeam): + """ + A simple Gaussian Primary beam. + + Parameters + ---------- + frequency + The fiducial frequency at which the beam operates, assumed to be in MHz + unless otherwise defined. + dish_size + The size of the (assumed circular) dish, assumed to be in meters unless + otherwise defined. This generates the beam size. + """ + + dish_size: tp.Length = attr.ib( + validator=(tp.vld_physical_type("length"), ut.positive) + ) + + @property + def dish_size_in_lambda(self) -> float: + """The dish size in units of wavelengths.""" + return (self.dish_size / (cnst.c / self.frequency)).to("").value + + @property + def uv_resolution(self) -> un.Quantity[1 / un.radian]: + """The appropriate resolution of a UV cell given the beam size.""" + return self.dish_size_in_lambda + + @property + def area(self) -> un.Quantity[un.steradian]: + """The integral of the beam over angle, in sr.""" + return 1.13 * self.fwhm**2 + + @property + def width(self) -> un.Quantity[un.radian]: + """The width of the beam (i.e. sigma), in radians.""" + return un.rad * 0.45 / self.dish_size_in_lambda + + @property + def fwhm(self) -> un.Quantity[un.radians]: + """The full-width half maximum of the beam.""" + return 2.35 * self.width + + @property + def sq_area(self) -> un.Quantity[un.steradian]: + """The integral of the squared beam, in sr.""" + return self.area / 2 + + @property + def first_null(self) -> un.Quantity[un.radians]: + """The angle of the first null of the beam.""" + return un.rad * 1.22 / self.dish_size_in_lambda diff --git a/docs/index.rst b/docs/index.rst index 1a8d482..16b7efa 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -6,6 +6,7 @@ Contents :maxdepth: 2 tutorials + faqs reference/index contributing authors diff --git a/docs/reference/py21cmsense.rst b/docs/reference/py21cmsense.rst index 8bdd108..7ab4161 100644 --- a/docs/reference/py21cmsense.rst +++ b/docs/reference/py21cmsense.rst @@ -12,6 +12,7 @@ py21cmsense py21cmsense.sensitivity py21cmsense.observation py21cmsense.observatory + py21cmsense.theory py21cmsense.beam py21cmsense.antpos py21cmsense.conversions diff --git a/docs/tutorials.rst b/docs/tutorials.rst index bd8a80c..d342de1 100644 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -1,5 +1,5 @@ -Tutorials and FAQs -================== +Tutorials +========= The following introductory tutorials will help you get started with ``21cmSense``: @@ -8,11 +8,5 @@ The following introductory tutorials will help you get started with ``21cmSense` tutorials/getting_started tutorials/understanding_21cmsense - -If you've covered the tutorials and still have questions about "how to do stuff" in -``21cmSense``, consult the FAQs: - -.. toctree:: - :maxdepth: 2 - - faqs + tutorials/cli_tutorial + tutorials/reproducing_pober_2015 diff --git a/docs/tutorials/cli_tutorial.rst b/docs/tutorials/cli_tutorial.rst index 82671f4..1a7e867 100644 --- a/docs/tutorials/cli_tutorial.rst +++ b/docs/tutorials/cli_tutorial.rst @@ -8,7 +8,7 @@ We will assume throughout that you are working in a directory containing the fol files:: $ ls - mwa_phase2_compact_antpos.txt observation_mwa.yml observatory_mwa.yml ps_EoS_z9.24.txt sensitivity_mwa.yml + mwa_phase2_compact_antpos.txt observation_mwa.yml observatory_mwa.yml sensitivity_mwa.yml These are all the configuration and data files we will need to perform the sensitivity @@ -143,7 +143,7 @@ the same sky appears again, and these are assumed to be able to be added coheren Thus, the integration time for a given UV-cell *from a single baseline* is approximately - .. math:: n_{\rm days} * \sqrt{\frac{\rm hours}{\rm day} \frac{1}{t_{\rm LST}} t_{\rm LST}. + .. math:: n_{\rm days} * \sqrt{\frac{\rm hours}{\rm day} \frac{1}{t_{\rm LST}}}. In detail, this is modified slightly by rotation of the sky within an LST-bin, and how finely that duration is sampled (i.e. ``integration_time``), but these are second-order @@ -180,7 +180,7 @@ Let's do this:: computing UVWs: 100%|█████████████████████████████████████████████████████████████| 118/118 [00:03<00:00, 38.14times/s] gridding baselines: 100%|████████████████████████████████████████████████| 2586/2586 [00:00<00:00, 10307.26baselines/s] There are 2586 baseline types - Saving array file as ./drift_blmin0_blmax100_0.155GHz_arrayfile.pkl + Saving array file as ./blmin0_blmax100_0.155GHz_observation.h5 As we can see, the code first finds baseline redundancies, up to the default tolerance. Doing this mostly acts to improve performance in the following baseline gridding, @@ -192,53 +192,47 @@ the array phased to zenith, and it tracks around this point throughout the bin). adds the number of redundant baselines in that group to that particular UV cell. The important output information here is the array file, which we will have to use in -our sensitivity analysis. This file is in fact a pickled version of the entire -``Observation`` class, and can be loaded into a python interpreter. Essentially, it is -just the UV grid. +our sensitivity analysis. This file is in fact a serialized version of the entire +``Observation`` class, and can be loaded into a python interpreter using ``hickle``, +and its data can be read using ``h5py`` directly. Essentially, it is just the UV grid. Sensitivity ~~~~~~~~~~~ The final configuration file required is ``sensitivity_mwa.yml``. Let's look at this:: $ cat sensitivity_mwa.yml - observation: observation_hera.yml + observation: observation_mwa.yml horizon_buffer: !astropy.units.Quantity unit: !astropy.units.Unit {unit: 1/Mpc} value: 0.1 - p21: !txt ps_EoS_z9.24.txt + theory_model: EOS2021 Here the ``observation`` is of course the previously-specified file. Again, we could have specified the observation directly in this file, but it helps to separate it in order to run the gridding separately. +.. note:: The ``observation`` entry to the YAML here is only used if ``calc-sense`` is + called without specifying the ``--array-file``. If the ``--array-file`` is specified + it fully defines the observation. If ``calc-sense`` is called without ``--array-file``, + then the full sensitivity calculation is done in one hit, without writing the + intermediate array file, using the given ``observation: `` parameter. + The ``horizon_buffer`` specifies a region of kparallel which gets thrown out due to assumed high level of foregrounds, if ``foreground_model`` is ``moderate`` (which is the default). This is *in addition* to the horizon line. For small baselines, this effectively sets a "bar" below which all $k_{||}$ are thrown out. Its units are ``h/Mpc``. -Finally, ``p21`` defines a fiducial EoR power spectrum model used to determine the cosmic -variance (which is added in quadrature to the thermal variance). Note that cosmic variance -doesn't average down over time and baselines, but it does average down incoherently over -spherical modes (i.e. ``21cmSense`` assumes isotropy of the cosmic signal). - -``p21`` is not a parameter that is passable to ``Sensitivity``, which instead takes a -vector of ``k`` and ``delta``. When reading from a YAML configuration, it takes a ``p21``, -which specifies a *file* containing this information. By default, output power spectra -from 21cmFAST are of the correct format to be read here, though one can pass a ``.npz`` -or pickle file. To obtain the power spectrum file that we use, we use the excellent -`EoS project `_. In particular, we use the -``z=9.24`` power spectrum using the fiducial faint-galaxies model, since this is the -closest redshift to our observation at 155 MHz:: - - $ wget https://drive.google.com/open?id=0BzlDUW4CoPOGVE5tUXdnckF0UjA -o ps_EoS_z9.24.txt - -.. warning:: Note that if this parameter is not set, ``21cmSense`` uses a default ``21cmFAST`` power - spectrum at ``z=9.5``, which may not reflect your observation!! +Finally, ``theory_model`` specifies a theoretical model to use in order to calculate the +sample (cosmic) variance. The default value is to use +`EOS2021 `_, which is specified +over a broad range of redshifts and scales. This can be changed to your own theoretical +model quite simply (see the `FAQs `_ +for more information). Now we run the sensitivity analysis:: - $ sense calc-sense sensitivity_mwa.yml --array-file drift_blmin0_blmax100_0.155GHz_arrayfile.pkl + $ sense calc-sense sensitivity_mwa.yml --array-file blmin0_blmax100_0.155GHz_observation.h5 [14:03:33] WARNING The maximum k value is being restricted by the theoretical signal model. Losing ~23 bins. sensitivity.py:212 INFO Used 76 bins between 0.05390475507505667 littleh / Mpc and 4.096761385704307 littleh / Mpc cli.py:139 INFO Getting Thermal Variance sensitivity.py:367 @@ -252,7 +246,7 @@ Now we run the sensitivity analysis:: INFO Significance of detection: 0.12369660966702764 -This command also outputs a file ``moderate_155.000 MHz.npz``, which contains the +This command also outputs a file ``moderate_155.000 MHz.h5``, which contains the standard deviation of the dimensionless power spectrum. The output file also includes the 1D k values corresponding to the sensitivity arrays. diff --git a/docs/tutorials/data/ps_EoS_z9.24.txt b/docs/tutorials/data/ps_EoS_z9.24.txt deleted file mode 100644 index 5f1b390..0000000 --- a/docs/tutorials/data/ps_EoS_z9.24.txt +++ /dev/null @@ -1,17 +0,0 @@ -4.927983e-03 2.447759e-04 6.788861e-05 -8.278928e-03 1.116784e-03 2.233567e-04 -1.168535e-02 2.121387e-03 2.631257e-04 -1.691360e-02 6.844953e-03 4.914390e-04 -2.535557e-02 2.683565e-02 1.007124e-03 -3.823057e-02 7.347144e-02 1.535998e-03 -5.730654e-02 2.153196e-01 2.474775e-03 -8.599596e-02 5.618024e-01 3.526729e-03 -1.290740e-01 1.426482e+00 4.890922e-03 -1.936440e-01 3.178391e+00 5.948633e-03 -2.904981e-01 6.238241e+00 6.364753e-03 -4.357607e-01 1.038841e+01 5.776720e-03 -6.536269e-01 1.476645e+01 4.473338e-03 -9.804479e-01 1.927316e+01 3.179584e-03 -1.470693e+00 2.651750e+01 2.382092e-03 -2.128771e+00 3.877627e+01 2.246943e-03 -2.782628e+00 5.008471e+01 6.263452e-03 diff --git a/docs/tutorials/data/sensitivity_mwa.yml b/docs/tutorials/data/sensitivity_mwa.yml index 1fb195b..40c30ed 100644 --- a/docs/tutorials/data/sensitivity_mwa.yml +++ b/docs/tutorials/data/sensitivity_mwa.yml @@ -1,5 +1,5 @@ -observation: observation_hera.yml +observation: observation_mwa.yml horizon_buffer: !astropy.units.Quantity unit: !astropy.units.Unit {unit: 1/Mpc} value: 0.1 -p21: !txt ps_EoS_z9.24.txt +theory_model: EOS2021 diff --git a/docs/tutorials/getting_started.ipynb b/docs/tutorials/getting_started.ipynb index 915931c..f44b0a8 100644 --- a/docs/tutorials/getting_started.ipynb +++ b/docs/tutorials/getting_started.ipynb @@ -75,8 +75,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Note that this uses a default power spectrum from 21cmFAST defined at $z=9.5$. It is up to you to use a different power spectrum if your observation redshift is different.**\n", + "
\n", "\n", + "Warning\n", + "\n", + "Note that this uses a default power spectrum from 21cmFAST defined at $z=9.5$. It is up to you to use a different power spectrum if your observation redshift is different.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "If all we care about is the 1D power spectrum sensitivity (including thermal noise and sample variance):" ] }, @@ -95,12 +106,11 @@ "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: Transforming a frame instance to a frame class (as opposed to another frame instance) will not be supported in the future. Either explicitly instantiate the target frame, or first convert the source frame instance to a `astropy.coordinates.SkyCoord` and use its `transform_to()` method. [astropy.coordinates.baseframe]\n", - "finding redundancies: 100%|██████████| 126/126 [00:00<00:00, 619.51ants/s]\n", - "computing UVWs: 100%|██████████| 39/39 [00:00<00:00, 181.37times/s]\n", - "gridding baselines: 100%|██████████| 468/468 [00:00<00:00, 17140.54baselines/s]\n", - "calculating 2D sensitivity: 100%|██████████| 88/88 [00:00<00:00, 466.61uv-bins/s]\n", - "The maximum k value is being restricted by the theoretical signal model. Losing ~31 bins.\n", - "averaging to 1D: 100%|██████████| 42/42 [00:00<00:00, 3941.93kperp-bins/s]\n" + "finding redundancies: 100%|██████████| 126/126 [00:00<00:00, 538.35ants/s]\n", + "computing UVWs: 100%|██████████| 39/39 [00:00<00:00, 122.86times/s]\n", + "gridding baselines: 100%|██████████| 468/468 [00:00<00:00, 10213.19baselines/s]\n", + "calculating 2D sensitivity: 100%|██████████| 216/216 [00:00<00:00, 327.98uv-bins/s]\n", + "averaging to 1D: 100%|██████████| 66/66 [00:00<00:00, 2807.86kperp-bins/s]\n" ] } ], @@ -127,7 +137,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -167,8 +177,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "averaging to 1D: 100%|██████████| 42/42 [00:00<00:00, 2793.50kperp-bins/s]\n", - "averaging to 1D: 100%|██████████| 42/42 [00:00<00:00, 2666.84kperp-bins/s]\n" + "averaging to 1D: 100%|██████████| 66/66 [00:00<00:00, 2698.27kperp-bins/s]\n", + "averaging to 1D: 100%|██████████| 66/66 [00:00<00:00, 2642.41kperp-bins/s]\n" ] } ], @@ -189,7 +199,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -454,7 +464,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -491,7 +501,7 @@ "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -563,7 +573,7 @@ "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: Transforming a frame instance to a frame class (as opposed to another frame instance) will not be supported in the future. Either explicitly instantiate the target frame, or first convert the source frame instance to a `astropy.coordinates.SkyCoord` and use its `transform_to()` method. [astropy.coordinates.baseframe]\n", - "finding redundancies: 100%|██████████| 126/126 [00:00<00:00, 543.29ants/s]\n" + "finding redundancies: 100%|██████████| 126/126 [00:00<00:00, 817.13ants/s]\n" ] } ], @@ -595,7 +605,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -639,8 +649,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "computing UVWs: 100%|██████████| 39/39 [00:00<00:00, 116.35times/s]\n", - "gridding baselines: 100%|██████████| 468/468 [00:00<00:00, 12495.60baselines/s]\n" + "computing UVWs: 100%|██████████| 39/39 [00:00<00:00, 117.02times/s]\n", + "gridding baselines: 100%|██████████| 468/468 [00:00<00:00, 11807.98baselines/s]\n" ] } ], @@ -670,7 +680,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -777,7 +787,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -829,14 +839,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "finding redundancies: 100%|██████████| 126/126 [00:00<00:00, 505.13ants/s]\n", - "computing UVWs: 100%|██████████| 39/39 [00:00<00:00, 114.85times/s]\n", - "gridding baselines: 100%|██████████| 468/468 [00:00<00:00, 12847.61baselines/s]\n" + "finding redundancies: 100%|██████████| 126/126 [00:00<00:00, 812.29ants/s]\n", + "computing UVWs: 100%|██████████| 39/39 [00:00<00:00, 145.02times/s]\n", + "gridding baselines: 100%|██████████| 468/468 [00:00<00:00, 13602.11baselines/s]\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -978,7 +988,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "averaging to 2D grid: 100%|██████████| 42/42 [00:00<00:00, 1980.25kperp-bins/s]\n" + "averaging to 2D grid: 100%|██████████| 66/66 [00:00<00:00, 4148.86kperp-bins/s]\n" ] } ], @@ -996,7 +1006,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 30, @@ -1005,7 +1015,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1044,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1054,19 +1064,19 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "calculating 2D sensitivity: 100%|██████████| 88/88 [00:00<00:00, 437.91uv-bins/s]\n" + "calculating 2D sensitivity: 100%|██████████| 216/216 [00:00<00:00, 386.70uv-bins/s]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1084,11 +1094,8 @@ } ], "metadata": { - "interpreter": { - "hash": "c15b78f12496815421b0319d9ba4c80ffc22eba589d45e3c1f70daabb9c41ef0" - }, "kernelspec": { - "display_name": "Python [conda env:21cmSense]", + "display_name": "Python 3.10.4 ('sense')", "language": "python", "name": "python3" }, @@ -1102,7 +1109,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, @@ -1134,6 +1141,11 @@ "toc_position": {}, "toc_section_display": true, "toc_window_display": false + }, + "vscode": { + "interpreter": { + "hash": "6fa29f5e4f57cd8c712524a97e07d2162cf815d6c48daa40d8ca34da05a68238" + } } }, "nbformat": 4, diff --git a/docs/tutorials/reproducing_pober_2015.ipynb b/docs/tutorials/reproducing_pober_2015.ipynb new file mode 100644 index 0000000..c7665f3 --- /dev/null +++ b/docs/tutorials/reproducing_pober_2015.ipynb @@ -0,0 +1,469 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reproducing HERA Memo 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this demo, we are going to reproduce the results of \n", + "[Pober2015](http://reionization.org/wp-content/uploads/2015/05/HERA4_sensecalc.pdf), a \n", + "memo which estimated the sensitivity of the HERA array in its ultimate configuration. \n", + "This memo was based on [Pober+2014](https://arxiv.org/pdf/1310.7031.pdf), which looked \n", + "at the sensitivity of a \"concept HERA\" (which differs somewhat from the final \n", + "instrument), as well as a few other well-known arrays.\n", + "\n", + "The purpose of the demo is firstly to show how to estimate the sensitivity of a \n", + "realistic array in a realistic situation. Secondly, it is a regression test, to ensure\n", + "that the results given by the new code are consistent with the original code used in\n", + "that memo.\n", + "\n", + "The \"reproduction\" here is not expected to be exact -- there are several small tweaks \n", + "made in the current version that are not present in the code used for the memo (not to \n", + "mention the code used for Pober+2014, which was not released at the time), for example \n", + "cosmological calculations are done with astropy instead of approximate fitting \n", + "functions. Nevertheless, we expect reasonable consistency when the settings are \n", + "tuned to match the original code. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "A Note On The Source Data\n", + "\n", + "The data to which we compare in this notebook is precisely that used in Pober15. In that\n", + "memo, the thermal noise estimates are not presented directly (either as a table or\n", + "in plots), and only the ultimate SNR of the entire dataset is shown. We sourced the data\n", + "for this notebook by installing and running the original code used for the memo with \n", + "identical settings to those presented in the memo. This cannot be repeated easily\n", + "since the original code requires Python <= 2. We include the resulting thermal \n", + "sensitivities in this repo for posterity.\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import py21cmsense as p21c\n", + "from astropy import units as un\n", + "from astropy.cosmology.units import littleh\n", + "from astropy.cosmology import Planck15\n", + "from astropy import constants\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Original Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "memo_data = np.load(p21c.data.PATH / 'hera331drift_mod_0.135.npz')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(memo_data['ks'], memo_data['T_errs'], label='Thermal Variance')\n", + "plt.plot(memo_data['ks'], memo_data['errs'], label='Sample+Thermal Variance')\n", + "plt.yscale(\"log\")\n", + "plt.title(\"Original Variance from Pober15\")\n", + "plt.ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", + "plt.xlabel(\"k [h/Mpc]\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## HERA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "P15 used a concept version of HERA that was a perfect hexagon (with no split-core), \n", + "with 331 elements and no outriggers. It also used an approximation for the separation\n", + "between hexagon rows of 12.12 m, which is close (but not exactly) the same as\n", + "$14.0 \\sqrt{3}/2$. Let's create such an array:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "hera_ants = p21c.antpos.hera(hex_num=11, row_separation=12.12*un.m)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "assert hera_ants.shape == (331, 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will reproduce the results at $\\nu=135$ MHz (the default case in P15). \n", + "Like P15, we use a dish size of *7 wavelengths at 150 MHz*, which is close to, but not\n", + "exactly, 14 m:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "beam = p21c.GaussianBeam(frequency=135*un.MHz, dish_size=7 * (constants.c / (150 * un.MHz)).to(\"m\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "$13.990315 \\; \\mathrm{m}$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "beam.dish_size" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's create the HERA Observatory model. Here, we set the receiver temperature to 100K,\n", + "as per Table 1 of P14. We also set the latitude of the instrument to that of Green Bank (38:25:59.24),\n", + "which was the assumed location of HERA in P14 & P15:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "hera = p21c.Observatory(\n", + " antpos=hera_ants,\n", + " beam=beam,\n", + " latitude=0.6707845*un.rad,\n", + " Trcv=100*un.K,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, set up the observation itself. Here we assume a sky temperature model of \n", + "$60{\\rm K} (\\nu/300 {\\rm MHz})^{-2.6}$, which is what P15 used (though there is \n", + "no record of it in that memo, and this is slightly different from the sky model\n", + "reference in Pober+14). \n", + "\n", + "Furthermore, we set the number of days of observation to 180, with 6 hours per night, \n", + "as described in that memo. \n", + "\n", + "The coherent observation time in P15 is the \"beam crossing time\", i.e. the size\n", + "of the FWHM of the beam, *at 150 MHz*. In the modern version of the code, the observation\n", + "duration is taken to be the FWHM at the *observation* frequency. For the sake of this\n", + "comparison, we scale the observation duration back to the value at 150 MHz. \n", + "\n", + "The integration time in 21cmSense plays a negligible role to first order: it controls\n", + "how many times the UVWs are phased within the observation duration. The baselines are\n", + "gridded in the UVW plane using a delta-function kernel (i.e. nearest-neighbours), and\n", + "so changing the integration time merely changes how resolved their evolution across \n", + "the UV-plane is. In the original 21cmSense, this value was hard-coded to 1 minute, \n", + "so we set this value here.\n", + "\n", + "**Note:** the phasing of UVWs has received a significant accuracy upgrade in the new\n", + "21cmSense, as we have moved to a pyuvdata-backed method. This will cause some small \n", + "differences in the final sensitivity (sub-percent level).\n", + "\n", + "Finally, as per S3.1.2 of P14, we use 8MHz of bandwidth, with 82 channels (providing\n", + "~0.1 MHz channel width)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "obs = p21c.Observation(\n", + " observatory=hera,\n", + " tsky_amplitude=60*un.K,\n", + " tsky_ref_freq=300*un.MHz,\n", + " spectral_index=2.6,\n", + " n_days=180,\n", + " time_per_day=6*un.hour,\n", + " bandwidth=8*un.MHz,\n", + " n_channels=82,\n", + " integration_time=60*un.s,\n", + " obs_duration=beam.at(150*un.MHz).fwhm.value * 12/np.pi * 3600*un.s,\n", + " use_approximate_cosmo=True,\n", + " cosmo=Planck15.clone(H0=70.0, Om0=0.266)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "$2077.3813 \\; \\mathrm{s}$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "obs.obs_duration.to(un.s)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "finding redundancies: 100%|██████████| 330/330 [00:01<00:00, 303.03ants/s]\n", + "gridding baselines: 100%|██████████| 1260/1260 [00:00<00:00, 6204.30baselines/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "(41, 41)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "obs.uv_coverage.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now construct the sensitivity calculation. Here we use the \"moderate\" foreground model,\n", + "with a horizon buffer of 0.1 h/Mpc, as mentioned in P15. The `Legacy21cmFAST` theory \n", + "model is the same model used in the original code." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "sense_moderate = p21c.PowerSpectrum(\n", + " observation=obs,\n", + " foreground_model='moderate',\n", + " horizon_buffer=0.1 *littleh/un.Mpc,\n", + " theory_model=p21c.theory.Legacy21cmFAST(),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "calculating 2D sensitivity: 0%| | 0/569 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2, 1, sharex=True, figsize=(12, 6), constrained_layout=True, gridspec_kw={\"height_ratios\": [0.65, 0.35]})\n", + "ax[0].scatter(sense_moderate.k1d, sense1d, label='Modern 21cmSense', marker='x', color='C0')\n", + "ax[0].scatter(memo_data['ks'], memo_data['errs'], label='memo', color='C0', lw=1, facecolor='none')\n", + "\n", + "ax[0].scatter(sense_moderate.k1d, sense1d_t, label='Modern 21cmSense (Thermal Only)', marker='x', color='C1')\n", + "ax[0].scatter(memo_data['ks'], memo_data['T_errs'], label='memo (thermal Only)', color='C1', facecolor='none')\n", + "\n", + "ax[0].set_yscale(\"log\")\n", + "ax[0].set_xscale('log')\n", + "ax[0].set_ylabel(r\"$\\Delta^2$ [mK$^2$]\")\n", + "ax[1].set_ylabel(\"Fractional Difference (%)\")\n", + "ax[1].plot(memo_data['ks'], 100*(sense1d[:len(memo_data['ks'])].value- memo_data['errs'])/memo_data['errs'])\n", + "ax[1].plot(memo_data['ks'], 100*(sense1d_t[:len(memo_data['ks'])].value- memo_data['T_errs'])/memo_data['T_errs'])\n", + "ax[0].legend();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tests" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following are just assertions that the code reproduces the memo data within some\n", + "tolerances, as can be seen already by the above plots. This is just for CI testing \n", + "purposes." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "mask = ~np.isinf(memo_data['errs'])\n", + "\n", + "assert np.allclose(sense1d[:len(memo_data['ks'])][mask][:-1].value, memo_data['errs'][mask][:-1], rtol=1e-1)\n", + "assert np.allclose(sense1d_t[:len(memo_data['ks'])][mask][:-1].value, memo_data['T_errs'][mask][:-1], rtol=1e-2)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10.6 ('sense')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "6fa29f5e4f57cd8c712524a97e07d2162cf815d6c48daa40d8ca34da05a68238" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/tutorials/understanding_21cmsense.ipynb b/docs/tutorials/understanding_21cmsense.ipynb index 632a48b..ae7e2b3 100644 --- a/docs/tutorials/understanding_21cmsense.ipynb +++ b/docs/tutorials/understanding_21cmsense.ipynb @@ -29,12 +29,16 @@ "2. Segement a $uv$ plane into discrete cells, each of which has roughly the same width as $\\tilde{A}_p$ [*i.e. the Fourier-Transform of the beam*]. Roughly speaking, this width is the inverse of the instantaneous field of view of an antenna. Define a three-dimensional $uv\\eta$ space, extending the $uv$ plane into a third dimension of Fourier space. Each cell in this dimension should have an extent of 1/$B$, where $B$ is the frequency bandwidth of the observation.\n", "3. Simulate the movement of baselines through the $uv$ cells over a sidereal day of observations (or over however much time the telescope is being operated per sidereal day). Record how much time $t_u$ each baseline spends in each $uv$ cell.\n", "4. Assuming a roughly constant noise contribution across frequency channels, the uncertainty (standard deviation ) from measurement noise for a given $uv\\eta$ cell is given by\n", - "$$ \\frac{D_c^2 c(1+z)^2}{\\nu_{21}H_0 E(z)} \\frac{\\Omega_p^2}{\\Omega_{pp}} \\frac{T_{\\rm sys}^2}{2t_u},$$\n", + "\n", + "$$ \\frac{D_c^2 c(1+z)^2}{\\nu_{21}H_0 E(z)} \\frac{\\Omega_p^2}{\\Omega_{pp}} \\frac{T_{\\rm sys}^2}{2t_u} $$\n", + "\n", "where\n", + "\n", "$$ \\Omega_p \\equiv \\int d\\Omega A_p(\\mathbf{\\hat{r}});\\ \\ \\ \\Omega_{pp} \\equiv \\int d\\Omega A_p^2 (\\mathbf{\\hat{r}}) $$\n", - "and $T_{\\rm sys}$ is the *system temperature*, which is the sum of the sky brightness temperature and the reciever tmeperature. This is the uncertainty *for one baseline*. If multiple baselines spend time in a given $uv$ cell, the integration times of each baseline must be added together before being inserted in the above equation. \n", - "5. Divide the uncertainty computed above by the total number of sidereal days $t_{\\rm days}$ of observation. Note that the standard deviation scales $t_{\\rm days}^{-1}$ rather than $t_{\\rm days}^{-1/2}$ because visibility measurements repeat every day and thus can be coherently averaged prior to the squaring step of forming a power spectrum.\n", - "6. Associate each $uv\\eta$ cell with its location in $\\mathbf{k}$ space using\n", + "\n", + "and $T_\\mathrm{sys}$ is the *system temperature*, which is the sum of the sky brightness temperature and the reciever temperature. This is the uncertainty *for one baseline*. If multiple baselines spend time in a given $uv$ cell, the integration times of each baseline must be added together before being inserted in the above equation. \n", + "1. Divide the uncertainty computed above by the total number of sidereal days $t_{\\rm days}$ of observation. Note that the standard deviation scales $t_{\\rm days}^{-1}$ rather than $t_{\\rm days}^{-1/2}$ because visibility measurements repeat every day and thus can be coherently averaged prior to the squaring step of forming a power spectrum.\n", + "2. Associate each $uv\\eta$ cell with its location in $\\mathbf{k}$ space using\n", "\n", "$$ \\mathbf{k}_\\perp = \\frac{2\\pi \\mathbf{u}}{ D_c}, $$\n", "\n", @@ -61,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +73,8 @@ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import numpy as np\n", - "from astropy import units" + "from astropy import units\n", + "from astropy.cosmology.units import littleh" ] }, { @@ -95,32 +100,29 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "hera_layout = p21s.antpos.hera(\n", " hex_num=11, # number of antennas along a side\n", - " separation=14, # separation between antennas (in metres)\n", - " dl=12.12 # separation between rows\n", + " split_core = True\n", ")" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -142,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -161,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -182,19 +184,17 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -215,14 +215,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "finding redundancies: 100%|██████████| 330/330 [00:02<00:00, 152.14ants/s]\n" + "finding redundancies: 100%|██████████| 319/319 [00:02<00:00, 118.68ants/s]\n" ] } ], @@ -234,19 +234,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -265,14 +263,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1260\n" + "3002\n" ] } ], @@ -289,16 +287,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "109230" + "102080" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -353,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -362,7 +360,7 @@ "7.004845999161192" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -380,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -389,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -398,7 +396,7 @@ "(-140.09691998322387, (41,))" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -420,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -440,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -461,7 +459,7 @@ " -1. , -0.875, -0.75 , -0.625, -0.5 , -0.375, -0.25 , -0.125] 1 / MHz>" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -497,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -509,30 +507,30 @@ "" ] }, - "execution_count": 46, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "beam.fwhm() * 180/np.pi" + "beam.fwhm * 180/np.pi" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/latex": [ - "$34.599069 \\; \\mathrm{min}$" + "$0.024027131 \\; \\mathrm{d}$" ], "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -559,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -578,54 +576,42 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "finding redundancies: 100%|██████████| 330/330 [00:01<00:00, 167.59ants/s]\n", - "computing UVWs: 100%|██████████| 35/35 [00:00<00:00, 104.68times/s]\n", - "gridding baselines: 100%|██████████| 1260/1260 [00:00<00:00, 8100.51baselines/s]\n" + "finding redundancies: 0%| | 0/319 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -660,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -678,7 +664,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -690,7 +676,7 @@ "" ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -701,7 +687,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -713,7 +699,7 @@ "" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -724,7 +710,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -733,7 +719,7 @@ "2.6" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -751,25 +737,25 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/latex": [ - "$3.3351156 \\times 10^{16} \\; \\mathrm{mK^{2}}$" + "$3.5220031 \\times 10^{15} \\; \\mathrm{mK^{2}}$" ], "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sensitivity.thermal_noise(k_perp=0.1, k_par=0.1, trms=observation.Tsys)" + "sensitivity.thermal_noise(k_perp=0.1*littleh/units.Mpc, k_par=0.1*littleh/units.Mpc, trms=observation.Tsys)" ] }, { @@ -788,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -799,28 +785,32 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "finding redundancies: 100%|██████████| 330/330 [00:02<00:00, 163.94ants/s]\n", - "computing UVWs: 100%|██████████| 35/35 [00:00<00:00, 107.95times/s]\n", - "gridding baselines: 100%|██████████| 1260/1260 [00:00<00:00, 9429.86baselines/s]\n" + "finding redundancies: 0%| | 0/319 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -839,27 +829,17 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/steven/miniconda3/envs/21cmSense/lib/python3.7/site-packages/astropy/units/quantity.py:481: RuntimeWarning: divide by zero encountered in true_divide\n", - " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -873,7 +853,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 6. Associate Cosmological Scales" + "## 6. Associate Cosmological Scales" ] }, { @@ -885,71 +865,46 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [ { - "data": { - "text/latex": [ - "$[0,~0.0071156721,~0.014231344,~0.021347016,~0.028462688,~0.03557836,~0.042694033,~0.049809705,~0.056925377,~0.064041049,~0.071156721,~0.078272393,~0.085388065,~0.092503737,~0.099619409,~0.10673508,~0.11385075,~0.12096643,~0.1280821,~0.13519777,~0.14231344,~0.14942911,~0.15654479,~0.16366046,~0.17077613,~0.1778918,~0.18500747,~0.19212315,~0.19923882,~0.20635449,~0.21347016,~0.22058584,~0.22770151,~0.23481718,~0.24193285,~0.24904852,~0.2561642,~0.26327987,~0.27039554,~0.27751121,~-0.28462688,~-0.27751121,~-0.27039554,~-0.26327987,~-0.2561642,~-0.24904852,~-0.24193285,~-0.23481718,~-0.22770151,~-0.22058584,~-0.21347016,~-0.20635449,~-0.19923882,~-0.19212315,~-0.18500747,~-0.1778918,~-0.17077613,~-0.16366046,~-0.15654479,~-0.14942911,~-0.14231344,~-0.13519777,~-0.1280821,~-0.12096643,~-0.11385075,~-0.10673508,~-0.099619409,~-0.092503737,~-0.085388065,~-0.078272393,~-0.071156721,~-0.064041049,~-0.056925377,~-0.049809705,~-0.042694033,~-0.03557836,~-0.028462688,~-0.021347016,~-0.014231344,~-0.0071156721] \\; \\mathrm{\\frac{h_{100}}{Mpc}}$" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Minimum kparallel: -2.695 littleh / Mpc\n", + "Maximum kparallel: +2.628 littleh / Mpc\n", + "Delta kparallel : +0.067 littleh / Mpc\n" + ] } ], "source": [ - "observation.kparallel" + "print(f\"Minimum kparallel: {observation.kparallel.min():+.3f}\")\n", + "print(f\"Maximum kparallel: {observation.kparallel.max():+.3f}\")\n", + "print(f\"Delta kparallel : {observation.kparallel[1] - observation.kparallel[0]:+.3f}\")" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [ { - "data": { - "text/latex": [ - "$[-0.14008161,~-0.13307753,~-0.12607344,~-0.11906936,~-0.11206528,~-0.1050612,~-0.098057124,~-0.091053043,~-0.084048963,~-0.077044883,~-0.070040803,~-0.063036722,~-0.056032642,~-0.049028562,~-0.042024482,~-0.035020401,~-0.028016321,~-0.021012241,~-0.014008161,~-0.0070040803,~0,~0.0070040803,~0.014008161,~0.021012241,~0.028016321,~0.035020401,~0.042024482,~0.049028562,~0.056032642,~0.063036722,~0.070040803,~0.077044883,~0.084048963,~0.091053043,~0.098057124,~0.1050612,~0.11206528,~0.11906936,~0.12607344,~0.13307753,~0.14008161] \\; \\mathrm{\\frac{h_{100}}{Mpc}}$" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Minimum kperp: -0.140 littleh / Mpc\n", + "Maximum kperp: +0.140 littleh / Mpc\n", + "Delta kperp : +0.007 littleh / Mpc\n" + ] } ], "source": [ - "observation.ugrid * p21s.conversions.dk_du(observation.redshift)" + "kperp = observation.ugrid * p21s.conversions.dk_du(observation.redshift)\n", + "\n", + "print(f\"Minimum kperp: {kperp.min():+.3f}\")\n", + "print(f\"Maximum kperp: {kperp.max():+.3f}\")\n", + "print(f\"Delta kperp : {kperp[1] - kperp[0]:+.3f}\")" ] }, { @@ -963,32 +918,38 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Cosmic variance comes from the fact that measuring the power spectrum in a finite volume of the Universe doesn't necessarily reveal the true underlying power spectrum of the Universe -- its a random realization of the power. \n", + "Cosmic variance comes from the fact that measuring the power spectrum in a finite volume of the Universe doesn't necessarily reveal the true underlying power spectrum of the Universe -- it's a random realization of the power. \n", "You can show that the uncertainty on the power is proportional to the power itself. Since it's independent of the thermal noise, it just gets added in quadrature.\n", "\n", - "To obtain this quantity requires having some model of the power spectrum itself. In-built into `21cmSense` is a fiducial 21cmFAST model:" + "To obtain this quantity requires having some model of the power spectrum itself. In-built into `21cmSense` is a fiducial 21cmFAST model from [EOS2021](https://scholar.harvard.edu/julianbmunoz/eos-21):" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/steven/work/eor/21cmSense/py21cmsense/sensitivity.py:522: UserWarning: Extrapolating above the simulated theoretical k: 3.605864257424534 > 3.3903453170721027\n", + " return self.theory_model.delta_squared(self.observation.redshift, k)\n" + ] + }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plt.plot(sensitivity.k_21, sensitivity.delta_21)\n", + "plt.plot(sensitivity.k1d, sensitivity.delta_squared)\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.xlabel(\"Scale, k [h/Mpc]\")\n", @@ -1020,14 +981,14 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "calculating 2D sensitivity: 100%|██████████| 563/563 [00:02<00:00, 246.71uv-bins/s]\n" + "calculating 2D sensitivity: 100%|██████████| 561/561 [00:01<00:00, 425.27uv-bins/s]\n" ] } ], @@ -1037,19 +998,17 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1066,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1078,14 +1037,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "calculating 2D sensitivity: 100%|██████████| 563/563 [00:02<00:00, 242.44uv-bins/s]\n" + "calculating 2D sensitivity: 100%|██████████| 561/561 [00:01<00:00, 402.44uv-bins/s]\n" ] } ], @@ -1095,19 +1054,17 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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[astropy.units.quantity]\n", - "/home/steven/miniconda3/envs/21cmSense/lib/python3.7/site-packages/astropy/units/quantity.py:481: RuntimeWarning: divide by zero encountered in power\n", - " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "averaging to 1D: 100%|██████████| 157/157 [00:00<00:00, 2131.22kperp-bins/s]\n" + "averaging to 1D: 100%|██████████| 153/153 [00:00<00:00, 174.69kperp-bins/s]\n", + "averaging to 1D: 100%|██████████| 153/153 [00:00<00:00, 163.10kperp-bins/s]\n", + "averaging to 1D: 100%|██████████| 153/153 [00:01<00:00, 140.65kperp-bins/s]\n" ] } ], @@ -1147,38 +1102,64 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "sense_high = sensitivity.clone(observation = observation.clone(observatory=observation.observatory.clone(beam=p21s.GaussianBeam(frequency=200*units.MHz, dish_size=14*units.m))))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plt.plot(sensitivity.k1d, sense_1d_both, label='sample+thermal')\n", - "plt.plot(sensitivity.k1d, sense_1d_thermal, label='thermal')\n", - "plt.plot(sensitivity.k1d, sense_1d_sample, label='sample')\n", - "plt.legend()\n", + "p21s.config.PROGRESS = False\n", "\n", - "plt.xscale('log')\n", - "plt.yscale('log')" + "fix, ax = plt.subplots(5, 5, sharex=True, sharey=True, figsize=(15, 15), gridspec_kw={\"hspace\": 0.05, \"wspace\": 0.05})\n", + "\n", + "redshifts = np.linspace(5, 25, 25)\n", + "for i, z in enumerate(redshifts):\n", + " sense_high = sensitivity.clone(\n", + " observation = observation.clone(\n", + " observatory=observation.observatory.clone(\n", + " beam=p21s.GaussianBeam(\n", + " frequency=1420*units.MHz / ( 1 + z), \n", + " dish_size=14*units.m\n", + " )\n", + " )\n", + " )\n", + " )\n", + "\n", + " ax.flatten()[i].plot(sense_high.k1d, sense_high.calculate_sensitivity_1d(), label='sample+thermal')\n", + " ax.flatten()[i].plot(sense_high.k1d, sense_high.calculate_sensitivity_1d(sample=False), label='thermal')\n", + " ax.flatten()[i].plot(sense_high.k1d, sense_high.calculate_sensitivity_1d(thermal=False), label='sample')\n", + " ax.flatten()[i].set_xscale('log')\n", + " ax.flatten()[i].set_yscale('log')\n", + " ax.flatten()[i].set_title(f\"{z:.2f}\")\n", + "\n", + "ax[0,0].legend();\n", + "\n" ] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:21cmSense]", + "display_name": "Python 3.10.4 ('sense')", "language": "python", - "name": "conda-env-21cmSense-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1190,7 +1171,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.10.6" + }, + "vscode": { + "interpreter": { + "hash": "6fa29f5e4f57cd8c712524a97e07d2162cf815d6c48daa40d8ca34da05a68238" + } } }, "nbformat": 4, diff --git a/example_configs/observation_hera.yml b/example_configs/observation_hera.yml index 4b85013..279e532 100644 --- a/example_configs/observation_hera.yml +++ b/example_configs/observation_hera.yml @@ -12,3 +12,4 @@ observatory: observatory_hera.yml integration_time: !astropy.units.Quantity unit: !astropy.units.Unit {unit: s} value: 10.7 +n_channels: 60 diff --git a/example_configs/sensitivity_hera.yml b/example_configs/sensitivity_hera.yml index a1b2036..6e8893c 100644 --- a/example_configs/sensitivity_hera.yml +++ b/example_configs/sensitivity_hera.yml @@ -3,10 +3,15 @@ # for that object, or use `help(PowerSpectrum)` in an interpreter to see available # options. +# One option that is extra to the PowerSpectrum options is the "plugins" option below. +# This should be a list of dot-pathed modules that should be imported in order to have +# your custom plugins loaded (example, TheoryModel subclasses). +plugins: + - py21cmsense.theory +# - my_custom_package.module + # The observation. # Either a file containing configuration options for the observation, or a dict # of key: value pairs. observation: observation_hera.yml - -# In this YAML file, instead of specifying optional k_21 and delta_21, you should -# specify p21: a path to a file containing both k and delta. +theory_model: EOS2021 diff --git a/py21cmsense/__init__.py b/py21cmsense/__init__.py index da14e0b..83fbb54 100644 --- a/py21cmsense/__init__.py +++ b/py21cmsense/__init__.py @@ -1,7 +1,14 @@ """A package for calculate sensitivies of 21-cm interferometers.""" -__version__ = "2.0.0.beta" +from importlib.metadata import PackageNotFoundError, version -from . import yaml +try: + __version__ = version("21cmSense") +except PackageNotFoundError: # pragma: no cover + __version__ = "unknown" +finally: + del version, PackageNotFoundError + +from . import data, yaml from .antpos import hera from .beam import GaussianBeam from .observation import Observation diff --git a/py21cmsense/_utils.py b/py21cmsense/_utils.py index 9b6de9f..6c44f15 100644 --- a/py21cmsense/_utils.py +++ b/py21cmsense/_utils.py @@ -1,8 +1,7 @@ """Utility functions for 21cmSense.""" import numpy as np -import tqdm from astropy import units as un -from astropy.coordinates import ICRS, EarthLocation, SkyCoord +from astropy.coordinates import EarthLocation, SkyCoord from astropy.time import Time from pyuvdata import utils as uvutils @@ -33,87 +32,10 @@ def find_nearest(array, value): return np.abs(array.reshape(-1, 1) - value).argmin(0) -def trunc(x, ndecimals=0): - """Truncate a floating point number to a given number of decimals.""" - decade = 10**ndecimals - return np.trunc(x * decade) / decade - - -def phase(jd, ra, dec, telescope_location, uvws0): - """ - Compute UVWs phased to a given RA/DEC at a particular epoch. - - This function was copied from the pyuvdata.UVData.phase method, and modified to be - simpler. - - Parameters - ---------- - jd : float or array_like of float - The Julian date of the observation. - ra : float - The ra to phase to in radians. - dec : float - The dec to phase to in radians. - telescope_location : :class:`astropy.coordinates.EarthLocation` - The location of the reference point of the telescope, in geodetic frame (i.e. - it has lat, lon, height attributes). - uvws0 : array - The UVWs when phased to zenith. - - Returns - ------- - uvws : array - Array of the same shape as `uvws0`, with entries modified to the new phase - center. - """ - frame_phase_center = SkyCoord(ra=ra, dec=dec, unit="radian", frame="icrs") - - obs_time = Time(np.atleast_1d(jd), format="jd") - - itrs_telescope_location = telescope_location.get_itrs(obstime=obs_time) - - frame_telescope_location = itrs_telescope_location.transform_to(ICRS) - frame_telescope_location.representation_type = "cartesian" - - uvw_ecef = uvutils.ECEF_from_ENU( - uvws0, - telescope_location.lat.rad, - telescope_location.lon.rad, - telescope_location.height, - ) - unique_times, r_inds = np.unique(obs_time, return_inverse=True) - uvws = np.zeros((uvw_ecef.shape[0], unique_times.size, 3), dtype=np.float64) - for ind, jd in tqdm.tqdm( - enumerate(unique_times), - desc="computing UVWs", - total=len(unique_times), - unit="times", - disable=not config.PROGRESS or unique_times.size == 1, - ): - itrs_uvw_coord = SkyCoord( - x=uvw_ecef[:, 0] * un.m, - y=uvw_ecef[:, 1] * un.m, - z=uvw_ecef[:, 2] * un.m, - frame="itrs", - obstime=jd, - ) - frame_uvw_coord = itrs_uvw_coord.transform_to("icrs") - - # this takes out the telescope location in the new frame, - # so these are vectors again - frame_rel_uvw = ( - frame_uvw_coord.cartesian.get_xyz().value.T - - frame_telescope_location[ind].cartesian.get_xyz().value - ) - - uvws[:, ind, :] = uvutils.phase_uvw( - frame_phase_center.ra.rad, frame_phase_center.dec.rad, frame_rel_uvw - ) - return uvws[:, r_inds, :] - - @un.quantity_input -def phase_past_zenith(time_past_zenith: un.day, uvws0: np.ndarray, latitude: un.rad): +def phase_past_zenith( + time_past_zenith: un.day, bls_enu: np.ndarray, latitude, use_apparent: bool = True +): """Compute UVWs phased to a point rotated from zenith by a certain amount of time. This function specifies a longitude and time of observation without loss of @@ -151,12 +73,39 @@ def phase_past_zenith(time_past_zenith: un.day, uvws0: np.ndarray, latitude: un. ) zenith_coord = zenith_coord.transform_to("icrs") - # Get the RA that was the meridian at jd - time_past_zenith + obstimes = zenith_coord.obstime + time_past_zenith + lsts = obstimes.sidereal_time("apparent", longitude=0.0).rad + + if not hasattr(lsts, "__len__"): + lsts = np.array([lsts]) + + if use_apparent: + app_ra, app_dec = uvutils.calc_app_coords( + zenith_coord.ra.to_value("rad"), + zenith_coord.dec.to_value("rad"), + time_array=obstimes.utc.jd, + telescope_loc=telescope_location, + ) - return phase( - jd + time_past_zenith.value, - zenith_coord.ra.rad, - zenith_coord.dec.rad, - telescope_location, - uvws0, + app_ra = np.tile(app_ra, len(bls_enu)) + app_dec = np.tile(app_dec, len(bls_enu)) + + else: + app_ra = zenith_coord.ra.to_value("rad") * np.ones(len(bls_enu) * len(lsts)) + app_dec = zenith_coord.dec.to_value("rad") * np.ones(len(bls_enu) * len(lsts)) + + # Now make everything nbls * ntimes big. + _lsts = np.tile(lsts, len(bls_enu)) + uvws = np.repeat(bls_enu, len(lsts), axis=0) + + out = uvutils.calc_uvw( + app_ra=app_ra, + app_dec=app_dec, + lst_array=_lsts, + uvw_array=uvws, + telescope_lat=latitude.to_value("rad"), + telescope_lon=0.0, + from_enu=True, + use_ant_pos=False, ) + return out.reshape((len(bls_enu), len(lsts), 3)) diff --git a/py21cmsense/antpos.py b/py21cmsense/antpos.py index 5dccbcf..384a265 100644 --- a/py21cmsense/antpos.py +++ b/py21cmsense/antpos.py @@ -4,6 +4,8 @@ a single array of shape (Nant, 3) with units of meters, corresponding to (x,y,z) positions of antennae centred at zero. """ +from __future__ import annotations + import numpy as np from astropy import units as un from typing import Optional @@ -13,9 +15,12 @@ @yaml.yaml_func() -@un.quantity_input(equivalencies=tp.time_as_distance) def hera( - hex_num, separation: tp.Length = 14 * un.m, dl: Optional[tp.Length] = None + hex_num, + separation: tp.Length = 14 * un.m, + split_core: bool = False, + outriggers: bool = False, + row_separation: tp.Length | None = None, ) -> tp.Meters: """ Produce a simple regular hexagonal array. @@ -30,29 +35,82 @@ def hera( The distance between antennas along a side. May have units of distance or time, the latter interpreted as a distance travelled by light. - dl - The distance between rows of antennas. - May have units of distance or time, the latter interpreted as a distance travelled - by light. If not provided, assume sin(60) * separation (i.e. equilateral triangles). + split_core + Whether to split the hex into three offset segments. + outriggers + Whether to add outrigger antennas. Returns ------- antpos A 2D array of antenna positions, shape ``(Nants, 3)``. """ - if dl is None: - dl = np.sin(60) * separation - - separation = separation.to_value("m") - dl = dl.to_value("m") - - antpos = [] - cen_z = 0 - for row in np.arange(hex_num): - for cen_x in np.arange((2 * hex_num - 1) - row): - dx = row / 2.0 - antpos.append(((cen_x + dx) * separation, row * dl, cen_z)) - if row != 0: - antpos.append(((cen_x + dx) * separation, -row * dl, cen_z)) - - return np.array(antpos) * un.m + sep = separation.to_value("m") + + if row_separation is None: + row_sep = sep * np.sqrt(3) / 2 + else: + row_sep = row_separation.to_value("m") + + # construct the main hexagon + positions = [] + for row in range(hex_num - 1, -hex_num + split_core, -1): + # adding split_core deletes a row if it's true + for col in range(2 * hex_num - abs(row) - 1): + x_pos = sep * ((2 - (2 * hex_num - abs(row))) / 2 + col) + y_pos = row * row_sep + positions.append([x_pos, y_pos, 0]) + + # basis vectors (normalized to sep) + up_right = sep * np.asarray([0.5, row_sep / sep, 0]) + up_left = sep * np.asarray([-0.5, row_sep / sep, 0]) + + # split the core if desired + if split_core: + new_pos = [] + for pos in positions: + # find out which sector the antenna is in + theta = np.arctan2(pos[1], pos[0]) + if pos[0] == 0 and pos[1] == 0: + new_pos.append(pos) + elif -np.pi / 3 < theta < np.pi / 3: + new_pos.append(np.asarray(pos) + (up_right + up_left) / 3) + elif np.pi / 3 <= theta < np.pi: + new_pos.append(np.asarray(pos) + up_left - (up_right + up_left) / 3) + else: + new_pos.append(pos) + + # update the positions + positions = new_pos + + # add outriggers if desired + if outriggers: + # The specific displacements of the outrigger sectors are + # designed specifically for redundant calibratability and + # "complete" uv-coverage, but also to avoid specific + # obstacles on the HERA site (e.g. a road to a MeerKAT antenna) + exterior_hex_num = outriggers + 2 + for row in range(exterior_hex_num - 1, -exterior_hex_num, -1): + for col in range(2 * exterior_hex_num - abs(row) - 1): + x_pos = ( + ((2 - (2 * exterior_hex_num - abs(row))) / 2 + col) + * sep + * (hex_num - 1) + ) + y_pos = row * (hex_num - 1) * row_sep + theta = np.arctan2(y_pos, x_pos) + if np.sqrt(x_pos**2 + y_pos**2) > sep * (hex_num + 1): + if 0 < theta <= 2 * np.pi / 3 + 0.01: + positions.append( + np.asarray([x_pos, y_pos, 0]) - 4 * (up_right + up_left) / 3 + ) + elif 0 >= theta > -2 * np.pi / 3: + positions.append( + np.asarray([x_pos, y_pos, 0]) - 2 * (up_right + up_left) / 3 + ) + else: + positions.append( + np.asarray([x_pos, y_pos, 0]) - 3 * (up_right + up_left) / 3 + ) + + return np.array(positions) * un.m diff --git a/py21cmsense/beam.py b/py21cmsense/beam.py index f94f4f0..f9d22a0 100644 --- a/py21cmsense/beam.py +++ b/py21cmsense/beam.py @@ -5,14 +5,24 @@ from abc import ABCMeta, abstractmethod, abstractproperty from astropy import constants as cnst from astropy import units as un +from hickleable import hickleable from . import _utils as ut from . import types as tp -@attr.s(frozen=True) +@hickleable(evaluate_cached_properties=True) +@attr.s class PrimaryBeam(metaclass=ABCMeta): - """A Base class defining a Primary Beam and the methods it requires to define.""" + """A Base class defining a Primary Beam and the methods it requires to define. + + Required methods on subclasses are :meth:`area`, :meth:`width`, :meth:`first_null`, + :meth:`sq_area` and :meth:`uv_resolution`.. + + Note that 21cmSense currently only uses the beam width as a means to calculate + the beam-crossing time, so precise shape is not very important. For that reason, + it is not very important to implement beam sub-classes. + """ frequency: tp.Frequency = attr.ib( validator=(tp.vld_physical_type("frequency"), ut.positive), @@ -60,10 +70,9 @@ def uv_resolution(self) -> un.Quantity[1 / un.radians]: pass @classmethod - @abstractmethod def from_uvbeam(cls) -> PrimaryBeam: """Generate the beam object from a :class:`pyuvdata.UVBeam` object.""" - pass + raise NotImplementedError() @attr.s(frozen=True) @@ -85,6 +94,11 @@ class GaussianBeam(PrimaryBeam): validator=(tp.vld_physical_type("length"), ut.positive) ) + @property + def wavelength(self) -> un.Quantity[un.m]: + """The wavelength of the observation.""" + return (cnst.c / self.frequency).to("m") + @property def dish_size_in_lambda(self) -> float: """The dish size in units of wavelengths.""" diff --git a/py21cmsense/cli.py b/py21cmsense/cli.py index 75781bb..50cc56b 100644 --- a/py21cmsense/cli.py +++ b/py21cmsense/cli.py @@ -6,6 +6,7 @@ import pickle import tempfile from astropy.io.misc import yaml +from hickle import hickle from os import path from pathlib import Path from rich.logging import RichHandler @@ -51,14 +52,13 @@ def grid_baselines(configfile, direc, outfile): if outfile is None: outfile = Path(direc) / ( - f"drift_blmin{obs.bl_min.value:.3f}_blmax{obs.bl_max.value:.3f}_" - f"{obs.frequency.to('GHz').value:.3f}GHz_arrayfile.pkl" + f"blmin{obs.bl_min.value:.3f}_blmax{obs.bl_max.value:.3f}_" + f"{obs.frequency.to('GHz').value:.3f}GHz_observation.h5" ) elif not Path(outfile).is_absolute(): outfile = Path(direc) / outfile - with open(outfile, "wb") as fl: - pickle.dump(obs, fl) + hickle.dump(obs, outfile) logger.info(f"There are {len(obs.baseline_groups)} baseline types") logger.info(f"Saving array file as {outfile}") @@ -123,9 +123,15 @@ def calc_sense( This is the primary command of 21cmSense, and can be run independently for a complete sensitivity calculation. """ + if plot and not HAVE_MPL: # pragma: no cover + raise click.ClickException( + "matplotlib is required for plotting, but it is not installed. " + "Use --no-plot to disable plotting." + ) + # If given an array-file, overwrite the "observation" parameter - # in the config with the pickled array file, which has already - # calculated the uv_coverage, hopefully. + # in the config with the hickled array file, which has already + # calculated the uv_coverage. if array_file is not None: with open(configfile) as fl: cfg = yaml.load(fl) @@ -140,7 +146,9 @@ def calc_sense( f"Used {len(sensitivity.k1d)} bins between " f"{sensitivity.k1d.min()} and {sensitivity.k1d.max()}" ) - sensitivity.write(filename=fname, thermal=thermal, sample=samplevar, prefix=prefix) + sensitivity.write( + filename=fname, thermal=thermal, sample=samplevar, direc=direc, prefix=prefix + ) if write_significance: sig = sensitivity.calculate_significance(thermal=thermal, sample=samplevar) @@ -150,8 +158,8 @@ def calc_sense( fig = sensitivity.plot_sense_1d(thermal=thermal, sample=samplevar) if plot_title: plt.title(plot_title) - prefix + "_" if prefix else "" + f"{prefix}_" if prefix else "" fig.savefig( - f"{prefix}{sensitivity.foreground_model}_" + f"{direc}/{prefix}{sensitivity.foreground_model}_" f"{sensitivity.observation.frequency:.3f}.png" ) diff --git a/py21cmsense/config.py b/py21cmsense/config.py index 9b3db4c..3d2aa98 100644 --- a/py21cmsense/config.py +++ b/py21cmsense/config.py @@ -1,5 +1,2 @@ """Some global configuration options for 21cmSense.""" -from astropy.cosmology import Planck15 as _Planck15 - PROGRESS = True # whether to display progress bars for some calculations. -COSMO = _Planck15 diff --git a/py21cmsense/conversions.py b/py21cmsense/conversions.py index 43b747f..ee37b21 100644 --- a/py21cmsense/conversions.py +++ b/py21cmsense/conversions.py @@ -51,7 +51,9 @@ def z2f(z: Union[float, np.array]) -> un.Quantity[un.GHz]: def dL_dth( - z: Union[float, np.array], cosmo: FLRW = Planck15 + z: Union[float, np.array], + cosmo: FLRW = Planck15, + approximate=False, ) -> un.Quantity[un.Mpc / un.rad / littleh]: """ Return the factor to convert radians to transverse distance at redshift z. @@ -70,11 +72,20 @@ def dL_dth( ----- From Furlanetto et al. (2006) """ - return cosmo.h * cosmo.comoving_transverse_distance(z) / un.rad / littleh + if approximate: + return ( + (1.9 * (1.0 / un.arcmin) * ((1 + z) / 10.0) ** 0.2).to(1 / un.rad) + * un.Mpc + / littleh + ) + else: + return cosmo.h * cosmo.comoving_transverse_distance(z) / un.rad / littleh def dL_df( - z: Union[float, np.array], cosmo: FLRW = Planck15 + z: Union[float, np.array], + cosmo: FLRW = Planck15, + approximate=False, ) -> un.Quantity[un.Mpc / un.MHz / littleh]: """ Get the factor to convert bandwidth to line-of-sight distance in Mpc/h. @@ -84,13 +95,25 @@ def dL_df( z : float The redshift """ - return (cosmo.h * cnst.c * (1 + z) / (z2f(z) * cosmo.H(z) * littleh)).to( - "Mpc/(MHz*littleh)" - ) + if approximate: + return ( + (1.7 / 0.1) + * ((1 + z) / 10.0) ** 0.5 + * (cosmo.Om0 / 0.15) ** -0.5 + * un.Mpc + / littleh + / un.MHz + ) + else: + return (cosmo.h * cnst.c * (1 + z) / (z2f(z) * cosmo.H(z) * littleh)).to( + "Mpc/(MHz*littleh)" + ) def dk_du( - z: Union[float, np.array], cosmo: FLRW = Planck15 + z: Union[float, np.array], + cosmo: FLRW = Planck15, + approximate=False, ) -> un.Quantity[littleh / un.Mpc]: """ Get factor converting bl length in wavelengths to h/Mpc. @@ -105,11 +128,13 @@ def dk_du( Valid for u >> 1 """ # from du = 1/dth, which derives from du = d(sin(th)) using the small-angle approx - return 2 * np.pi / dL_dth(z, cosmo) / un.rad + return 2 * np.pi / dL_dth(z, cosmo, approximate=approximate) / un.rad def dk_deta( - z: Union[float, np.array], cosmo: FLRW = Planck15 + z: Union[float, np.array], + cosmo: FLRW = Planck15, + approximate=False, ) -> un.Quantity[un.MHz * littleh / un.Mpc]: """ Get gactor converting inverse frequency to inverse distance. @@ -119,12 +144,14 @@ def dk_deta( z: float Redshift """ - return 2 * np.pi / dL_df(z, cosmo) + return 2 * np.pi / dL_df(z, cosmo, approximate=approximate) def X2Y( - z: Union[float, np.array], cosmo: FLRW = Planck15 -) -> un.Quantity[un.Mpc**3 / littleh**3 / un.steradian / un.GHz]: + z: Union[float, np.array], + cosmo: FLRW = Planck15, + approximate=False, +) -> un.Quantity[un.Mpc**3 / littleh**3 / un.steradian / un.MHz]: """ Obtain the conversion factor between observing co-ordinates and cosmological volume. @@ -137,6 +164,8 @@ def X2Y( Returns ------- - astropy.Quantity: the conversion factor. Units are Mpc^3/h^3 / (sr GHz). + astropy.Quantity: the conversion factor. Units are Mpc^3/h^3 / (sr MHz). """ - return dL_dth(z, cosmo) ** 2 * dL_df(z, cosmo) + return dL_dth(z, cosmo, approximate=approximate) ** 2 * dL_df( + z, cosmo, approximate=approximate + ) diff --git a/py21cmsense/data/__init__.py b/py21cmsense/data/__init__.py index 2d5e2a3..171d1f3 100644 --- a/py21cmsense/data/__init__.py +++ b/py21cmsense/data/__init__.py @@ -1 +1,4 @@ """Built-in data for py21cmsense.""" +from pathlib import Path + +PATH = Path(__file__).parent diff --git a/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_P21.bin b/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_P21.bin new file mode 100644 index 0000000..3bf561c Binary files /dev/null and b/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_P21.bin differ diff --git a/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_kbins.bin b/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_kbins.bin new file mode 100644 index 0000000..dbfccbe Binary files /dev/null and b/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_kbins.bin differ diff --git a/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_zlist.bin b/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_zlist.bin new file mode 100644 index 0000000..3b0f573 Binary files /dev/null and b/py21cmsense/data/eos2021/1pt5Gpc_EOS_coeval_pow_zlist.bin differ diff --git a/py21cmsense/data/hera331drift_mod_0.135.npz b/py21cmsense/data/hera331drift_mod_0.135.npz new file mode 100644 index 0000000..9487292 Binary files /dev/null and b/py21cmsense/data/hera331drift_mod_0.135.npz differ diff --git a/py21cmsense/observation.py b/py21cmsense/observation.py index b48a0f8..f3a7e02 100755 --- a/py21cmsense/observation.py +++ b/py21cmsense/observation.py @@ -5,11 +5,14 @@ import collections import numpy as np from astropy import units as un +from astropy.cosmology import LambdaCDM, Planck15 from astropy.io.misc import yaml -from attr import converters as cnv from attr import validators as vld -from cached_property import cached_property +from collections import defaultdict +from functools import cached_property +from hickleable import hickleable from os import path +from typing import Any from . import _utils as ut from . import conversions as conv @@ -17,7 +20,8 @@ from . import types as tp -@attr.s(kw_only=True, frozen=True) +@hickleable(evaluate_cached_properties=True) +@attr.s(kw_only=True) class Observation: """ A class defining an interferometric Observation. @@ -76,6 +80,12 @@ class Observation: tsky_ref_freq : float or Quantity Frequency at which the foreground model is equal to `tsky_amplitude`. See `spectral_index`. Default assumed to be in MHz. + use_approximate_cosmo : bool + Whether to use approximate cosmological conversion factors. Doing so will give + the same results as the original 21cmSense code, but non-approximate versions + that use astropy are preferred. + cosmo : LambdaCDM + An astropy cosmology object to use. """ observatory: obs.Observatory = attr.ib(validator=vld.instance_of(obs.Observatory)) @@ -121,11 +131,8 @@ class Observation: validator=ut.nonnegative, ) tsky_ref_freq: tp.Frequency = attr.ib(default=150 * un.MHz, validator=ut.positive) - - # TODO: there should be validation on this, but it's a bit tricky, because - # the validation depends on properties of the observatory class. - # This is here to make it easier to create a fully-specified class from file - _uv_cov = attr.ib(default=None) + use_approximate_cosmo: bool = attr.ib(default=False, converter=bool) + cosmo: LambdaCDM = attr.ib(default=Planck15, converter=Planck15.from_format) @classmethod def from_yaml(cls, yaml_file): @@ -152,6 +159,19 @@ def from_yaml(cls, yaml_file): observatory = obs.Observatory.from_yaml(data.pop("observatory")) return cls(observatory=observatory, **data) + def __gethstate__(self) -> dict[str, Any]: + """Get the hickle state.""" + d = attr.asdict(self, recurse=False) + d["cosmo"] = d["cosmo"].to_format("mapping") + del d["cosmo"]["cosmology"] # The class. + return d + + def __sethstate__(self, d: dict[str, Any]) -> None: + """Set the hickle state.""" + d["cosmo"]["cosmology"] = type(Planck15) + d["cosmo"] = Planck15.from_format(d["cosmo"]) + self.__dict__.update(d) + @obs_duration.validator def _obs_duration_vld(self, att, val): if val > self.time_per_day: @@ -192,6 +212,19 @@ def baseline_groups( bl_min=self.bl_min, bl_max=self.bl_max, ndecimals=self.redundancy_tol ) + def __getstate__(self): + """Get state so that defaultdict is not used.""" + d = dict(self.__dict__.items()) + if "baseline_groups" in d: + d["baseline_groups"] = dict(d["baseline_groups"]) + return d + + def __setstate__(self, state): + """Set state so that defaultdict is restored.""" + if "baseline_groups" in state: + state["baseline_groups"] = defaultdict(list, state["baseline_groups"]) + self.__dict__.update(state) + @cached_property def baseline_group_coords(self) -> un.Quantity[un.m]: """Co-ordinates of baseline groups in metres.""" @@ -209,14 +242,12 @@ def frequency(self) -> un.Quantity[un.MHz]: @cached_property def uv_coverage(self) -> np.ndarray: + # sourcery skip: assign-if-exp, swap-if-expression """A 2D array specifying the effective number of baselines in a grid of UV. Defined after earth rotation synthesis for a particular LST bin. The u-values on each side of the grid are given by :func:`ugrid`. """ - if self._uv_cov is not None: - return self._uv_cov - if not self.coherent: fnc = self.observatory.grid_baselines_incoherent else: @@ -274,7 +305,12 @@ def kparallel(self) -> un.Quantity[un.littleh / un.Mpc]: Order of the values is the same as `fftfreq` (i.e. zero-first) """ - return conv.dk_deta(self.redshift) * self.eta + return ( + conv.dk_deta( + self.redshift, self.cosmo, approximate=self.use_approximate_cosmo + ) + * self.eta + ) @cached_property def total_integration_time(self) -> un.Quantity[un.s]: @@ -317,12 +353,3 @@ def ugrid_edges(self) -> np.ndarray: def clone(self, **kwargs) -> Observation: """Create a clone of this instance, with arbitrary changes to parameters.""" return attr.evolve(self, **kwargs) - - def __getstate__(self): - """Get the pickelable state of the instance.""" - # This is defined so that when writing out a pickled version of the - # class, the method which actually "does stuff" (i.e. uv_coverage) is run - # and its output is saved in the pickle. - d = self.__dict__ - d["uv_cov"] = self.uv_coverage - return d diff --git a/py21cmsense/observatory.py b/py21cmsense/observatory.py index a9e820e..38635f4 100644 --- a/py21cmsense/observatory.py +++ b/py21cmsense/observatory.py @@ -17,6 +17,7 @@ from attr import validators as vld from cached_property import cached_property from collections import defaultdict +from hickleable import hickleable from pathlib import Path from . import _utils as ut @@ -34,7 +35,8 @@ def get_builtin_profiles() -> list[str]: return [fl.stem for fl in fls] -@attr.s(frozen=True, kw_only=True, order=False) +@hickleable(evaluate_cached_properties=True) +@attr.s(kw_only=True, order=False) class Observatory: """ A class defining an interferometric Observatory and its properties. @@ -289,7 +291,11 @@ def get_redundant_baselines( bl_min = bl_min.to("m") * self.metres_to_wavelengths bl_max = bl_max.to("m") * self.metres_to_wavelengths - uvw = self.projected_baselines() + # Everything here is in wavelengths + uvw = self.projected_baselines()[:, :, :2].value + uvw = np.round(uvw, decimals=ndecimals) + bl_lens = np.round(self.baseline_lengths.value, decimals=ndecimals) + # group redundant baselines for i in tqdm.tqdm( range(self.n_antennas - 1), @@ -298,22 +304,15 @@ def get_redundant_baselines( disable=not config.PROGRESS, ): for j in range(i + 1, self.n_antennas): - - bl_len = self.baseline_lengths[i, j] # in wavelengths + bl_len = bl_lens[i, j] # in wavelengths if bl_len < bl_min or bl_len > bl_max: continue - u, v = uvw[i, j][:2] - - uvbin = ( - ut.trunc(u, ndecimals=ndecimals), - ut.trunc(v, ndecimals=ndecimals), - ut.trunc(bl_len, ndecimals=ndecimals), - ) + u, v = uvw[i, j] # add the uv point and its inverse to the redundant baseline dict. - uvbins[uvbin].append((i, j)) - uvbins[(-uvbin[0], -uvbin[1], uvbin[2])].append((j, i)) + uvbins[(u, v, bl_len)].append((i, j)) + uvbins[(-u, -v, bl_len)].append((j, i)) return uvbins diff --git a/py21cmsense/sensitivity.py b/py21cmsense/sensitivity.py index 26ba995..7447524 100644 --- a/py21cmsense/sensitivity.py +++ b/py21cmsense/sensitivity.py @@ -1,29 +1,32 @@ """ -Classes fro which sensitivities can be obtained. +Classes from which sensitivities can be obtained. This module modularizes the previous version's `calc_sense.py`, and enables -multiple sensitivity kinds to be defined. By default, a PowerSpectrum sensitivity class -is provided, which offers the same results as previous versions. +multiple sensitivity kinds to be defined. By default, a :class:`PowerSpectrum` +sensitivity class is provided, which offers the same results as previous versions. +In the future, we may provide things like ``ImagingSensitivity`` or +``WaveletSensitivity`` for example. """ from __future__ import annotations import attr import h5py +import hickle +import importlib import logging import numpy as np -import os -import pickle import tqdm from astropy import units as un +from astropy.cosmology import LambdaCDM from astropy.cosmology.units import littleh, with_H0 from astropy.io.misc import yaml from attr import validators as vld from cached_property import cached_property from collections.abc import Mapping +from hickleable import hickleable from methodtools import lru_cache from os import path from pathlib import Path -from scipy import interpolate from typing import Callable from . import _utils as ut @@ -31,31 +34,12 @@ from . import conversions as conv from . import observation as obs from . import types as tp - - -def _kconverter(val, allow_unitless=False): - if hasattr(val, "unit"): - return val.to(littleh / un.Mpc, with_H0(config.COSMO.H0)) - if not allow_unitless: - raise ValueError("no units supplied!") - # Assume it has the 1/Mpc units (default from 21cmFAST) - return (val / un.Mpc).to(littleh / un.Mpc, with_H0(config.COSMO.H0)) - - -# Get default k, power -_K21_DEFAULT, _D21_DEFAULT = np.genfromtxt( - os.path.join( - os.path.dirname(os.path.abspath(__file__)), - "data/ps_no_halos_nf0.521457_z9.50_useTs0_zetaX-1.0e+00_200_400Mpc_v2", - ) -).T[:2] - -_K21_DEFAULT = _kconverter(_K21_DEFAULT, allow_unitless=True) -_D21_DEFAULT <<= un.mK**2 +from .theory import _ALL_THEORY_POWER_SPECTRA, EOS2021, TheoryModel logger = logging.getLogger(__name__) +@hickleable(evaluate_cached_properties=True) @attr.s(kw_only=True) class Sensitivity: """ @@ -101,12 +85,11 @@ def from_yaml(cls, yaml_file) -> Sensitivity: if obsfile.endswith(".yml"): observation = obs.Observation.from_yaml(obsfile) - elif obsfile.endswith(".pkl"): - with open(obsfile, "rb") as fl: - observation = pickle.load(fl) + elif h5py.is_hdf5(obsfile): + observation = hickle.load(obsfile) else: raise ValueError( - "observation must be a filename with extension .yml or .pkl" + "observation must be a filename with extension .yml or .h5" ) return klass(observation=observation, **data) @@ -115,12 +98,23 @@ def clone(self, **kwargs): """Clone the object with new parameters.""" return attr.evolve(self, **kwargs) + @property + def cosmo(self) -> LambdaCDM: + """The cosmology to use in the sensitivity calculations.""" + return self.observation.cosmo + @attr.s(kw_only=True) class PowerSpectrum(Sensitivity): """ A Power Spectrum sensitivity calculator. + Note that the sensitivity calculation contains two major parts: thermal variance + and sample variance (aka cosmic variance). The latter requires a model of the power + spetrum itself, which you should provide via ``k_21`` and ``delta_21``. + Remember that the power spectrum is redshift dependent, and so should be supplied + differently at each frequency being calculated. + Parameters ---------- horizon_buffer : float or Quantity @@ -140,32 +134,22 @@ class PowerSpectrum(Sensitivity): A function that takes a single kperp and an array of kpar, and returns a boolean array specifying which of the k's are useable after accounting for systematics. that is, it returns False for k's affected by systematics. + """ - horizon_buffer: tp.Wavenumber = attr.ib( - default=0.1 * littleh / un.Mpc, - validator=( - tp.vld_unit(littleh / un.Mpc, with_H0(config.COSMO.H0)), - ut.nonnegative, - ), - converter=_kconverter, - ) + horizon_buffer: tp.Wavenumber = attr.ib(default=0.1 * littleh / un.Mpc) foreground_model: str = attr.ib( default="moderate", validator=vld.in_(["moderate", "optimistic"]) ) - k_21: tp.Wavenumber = attr.ib( - _K21_DEFAULT, - validator=tp.vld_unit(littleh / un.Mpc, with_H0(config.COSMO.H0)), - converter=_kconverter, - eq=attr.cmp_using(np.array_equal), - ) - delta_21: tp.Delta = attr.ib( - _D21_DEFAULT, - validator=(tp.vld_unit(un.mK**2)), - eq=attr.cmp_using(np.array_equal), - ) + theory_model: TheoryModel = attr.ib() + systematics_mask: Callable | None = attr.ib(None) + @horizon_buffer.validator + def _horizon_buffer_validator(self, att, val): + tp.vld_unit(littleh / un.Mpc, with_H0(self.cosmo.H0))(self, att, val) + ut.nonnegative(self, att, val) + @classmethod def from_yaml(cls, yaml_file) -> Sensitivity: """ @@ -176,10 +160,20 @@ def from_yaml(cls, yaml_file) -> Sensitivity: """ data = cls._load_yaml(yaml_file) - p21 = data.pop("p21", None) - if p21 is not None: - data["k_21"] = p21[:, 0] << 1 / un.Mpc - data["delta_21"] = p21[:, 1] << un.mK**2 + if "plugins" in data: + if not isinstance(data["plugins"], list): + raise ValueError( + "plugins in YAML file must be a list of modules." + ) # pragma: no cover + + for mdl in data.pop("plugins"): + try: + importlib.import_module(mdl) + except Exception as e: + raise ImportError(f"Could not import {mdl}") from e + + if "theory_model" in data: + data["theory_model"] = _ALL_THEORY_POWER_SPECTRA[data["theory_model"]]() if isinstance(yaml_file, str): obsfile = path.join(path.dirname(yaml_file), data.pop("observation")) @@ -190,62 +184,36 @@ def from_yaml(cls, yaml_file) -> Sensitivity: return super().from_yaml(data) - @k_21.validator - def _p21k_validator(self, att, val): - assert val.ndim == 1 - - @delta_21.validator - def _delta21_validator(self, att, val): - assert val.ndim == 1 - assert val.shape == self.k_21.shape - - @cached_property - def p21(self): - """An interpolation function defining the cosmological power spectrum.""" - fnc = interpolate.interp1d( - self.k_21.to_value(littleh / un.Mpc), - self.delta_21.to_value(un.mK**2), - kind="linear", - ) - return lambda k: fnc(k) * un.mK**2 - - @cached_property - def k_min(self) -> tp.Wavenumber: - """Minimum k value to use in estimates.""" - return self.k_21.min() + @theory_model.default + def _theory_model_default(self): + return EOS2021() - @cached_property - def k_max(self) -> tp.Wavenumber: - """Maximum k value to use in estimates.""" - return self.k_21.max() + @theory_model.validator + def _theory_model_validator(self, att, val): + if not isinstance(val, TheoryModel): + raise ValueError("The theory_model must be an instance of TheoryModel") @cached_property def k1d(self) -> tp.Wavenumber: """1D array of wavenumbers for which sensitivities will be generated.""" - delta = conv.dk_deta(self.observation.redshift) / self.observation.bandwidth - if self.k_max.value < delta.value * self.observation.n_channels: - logger.warning( - "The maximum k value is being restricted by the theoretical signal " - "model. Losing ~" - f"{int((delta.value * self.observation.n_channels - self.k_max.value)/delta.value)}" - " bins." - ) - if self.k_min > delta: - logger.warning( - "The minimum k value is being restricted by the theoretical signal " - f"model. Losing ~{int((self.k_min - delta)/delta)} bins between {delta}" - f" and {self.k_min}." + delta = ( + conv.dk_deta( + self.observation.redshift, + self.cosmo, + approximate=self.observation.use_approximate_cosmo, ) - mn = self.k_min - else: - mn = delta - assert delta.unit == self.k_max.unit - return np.arange(mn.value, self.k_max.value, delta.value) * delta.unit + / self.observation.bandwidth + ) + dv = delta.value + return np.arange(dv, dv * self.observation.n_channels, dv) * delta.unit @cached_property def X2Y(self) -> un.Quantity[un.Mpc**3 / littleh**3 / un.steradian / un.GHz]: """Cosmological scaling factor X^2*Y (eg. Parsons 2012).""" - return conv.X2Y(self.observation.redshift) + return conv.X2Y( + self.observation.redshift, + approximate=self.observation.use_approximate_cosmo, + ) @cached_property def uv_coverage(self) -> np.ndarray: @@ -266,7 +234,9 @@ def uv_coverage(self) -> np.ndarray: def power_normalisation(self, k: tp.Wavenumber) -> float: """Normalisation constant for power spectrum.""" + assert hasattr(k, "unit") assert k.unit.is_equivalent(littleh / un.Mpc) + return ( self.X2Y * self.observation.observatory.beam.b_eff @@ -285,11 +255,11 @@ def thermal_noise( def sample_noise(self, k_par: tp.Wavenumber, k_perp: tp.Wavenumber) -> tp.Delta: """Sample variance contribution at a particular k mode.""" - k = np.sqrt(k_par**2 + k_perp**2) - vals = np.full(k.size, np.inf) * un.mK**2 - good_ks = np.logical_and(k >= self.k_min, k <= self.k_max) - vals[good_ks] = self.p21(k[good_ks]) - return vals + k = np.sqrt(k_par**2 + k_perp**2).to_value( + littleh / un.Mpc if self.theory_model.use_littleh else un.Mpc**-1, + with_H0(self.cosmo.H0), + ) + return self.theory_model.delta_squared(self.observation.redshift, k) @cached_property def _nsamples_2d( @@ -315,7 +285,11 @@ def _nsamples_2d( continue umag = np.sqrt(u**2 + v**2) - k_perp = umag * conv.dk_du(self.observation.redshift) + k_perp = umag * conv.dk_du( + self.observation.redshift, + self.cosmo, + approximate=self.observation.use_approximate_cosmo, + ) hor = self.horizon_limit(umag) @@ -429,15 +403,6 @@ def calculate_sensitivity_2d_grid( assert np.all(np.diff(kperp_edges) > 0) assert np.all(np.diff(kpar_edges) > 0) - if np.sqrt(kpar_edges.min() ** 2 + kperp_edges.min() ** 2) < self.k_min: - logger.warning( - "The minimum kbin is being restricted by the theoretical model. Some values will be zero." - ) - if np.sqrt(kpar_edges.max() ** 2 + kperp_edges.max() ** 2) > self.k_max: - logger.warning( - "The maximum kbin is being restricted by the theoretical model. Some values will be zero." - ) - for k_perp in tqdm.tqdm( sense.keys(), desc="averaging to 2D grid", @@ -450,11 +415,8 @@ def calculate_sensitivity_2d_grid( # Get the kperp bin it's in. kperp_indx = np.where(k_perp >= kperp_edges)[0][-1] - k = np.sqrt(self.observation.kparallel**2 + k_perp**2) - good_ks = np.logical_and(self.k_min <= k, k <= self.k_max) - - kpar_indx = np.digitize(k, kpar_edges) - 1 - good_ks &= kpar_indx >= 0 + kpar_indx = np.digitize(self.observation.kparallel, kpar_edges) - 1 + good_ks = kpar_indx >= 0 good_ks &= kpar_indx < len(kpar_edges) - 1 sense2d_inv[kperp_indx][kpar_indx[good_ks]] += ( @@ -482,7 +444,13 @@ def horizon_limit(self, umag: float) -> tp.Wavenumber: Horizon limit, in h/Mpc. """ horizon = ( - conv.dk_deta(self.observation.redshift) * umag / self.observation.frequency + conv.dk_deta( + self.observation.redshift, + self.cosmo, + approximate=self.observation.use_approximate_cosmo, + ) + * umag + / self.observation.frequency ) # calculate horizon limit for baseline of length umag if self.foreground_model in ["moderate", "pessimistic"]: @@ -506,13 +474,11 @@ def _average_sense_to_1d( ): k = np.sqrt(self.observation.kparallel**2 + k_perp**2) - good_ks = np.logical_and(self.k_min <= k, k <= self.k_max) - good_ks &= k >= k1d.min() + good_ks = k >= k1d.min() good_ks &= k < k1d.max() - sense1d_inv[ut.find_nearest(k1d, k[good_ks])] += ( - 1.0 / sense[k_perp][good_ks] ** 2 - ) + for cnt, kbin in enumerate(ut.find_nearest(k1d, k[good_ks])): + sense1d_inv[kbin] += 1.0 / sense[k_perp][good_ks][cnt] ** 2 # invert errors and take square root again for final answer sense1d = np.ones(sense1d_inv.shape) * un.mK**2 * np.inf @@ -549,7 +515,11 @@ def calculate_sensitivity_1d_binned(self, k: tp.Wavenumber, **kwargs): @property def delta_squared(self) -> tp.Delta: """The fiducial 21cm power spectrum evaluated at :attr:`k1d`.""" - return self.p21(self.k1d) + k = self.k1d.to_value( + littleh / un.Mpc if self.theory_model.use_littleh else un.Mpc**-1, + with_H0(self.cosmo.H0), + ) + return self.theory_model.delta_squared(self.observation.redshift, k) @lru_cache() def calculate_significance( @@ -570,13 +540,13 @@ def calculate_significance( float : Significance of detection (in units of sigma). """ - mask = np.logical_and(self.k1d >= self.k_min, self.k1d <= self.k_max) sense1d = self.calculate_sensitivity_1d(thermal=thermal, sample=sample) - snr = self.delta_squared[mask] / sense1d[mask] + snr = self.delta_squared / sense1d return np.sqrt(float(np.dot(snr, snr.T))) def plot_sense_2d(self, sense2d: dict[tp.Wavenumber, tp.Delta]): + # sourcery skip: raise-from-previous-error """Create a colormap plot of the sensitivity un UV bins.""" try: import matplotlib.pyplot as plt @@ -609,6 +579,7 @@ def write( thermal: bool = True, sample: bool = True, prefix: str = None, + direc: str | Path = ".", ) -> Path: """Save sensitivity results to HDF5 file. @@ -618,17 +589,21 @@ def write( The path to the file that is written. """ out = self._get_all_sensitivity_combos(thermal, sample) - prefix = prefix + "_" if prefix else "" + prefix = f"{prefix}_" if prefix else "" if filename is None: filename = Path( - f"{prefix}{self.foreground_model}_{self.observation.frequency:.3f}.h5" + f"{prefix}{self.foreground_model}_{self.observation.frequency:.3f}.h5".replace( + " ", "" + ) ) else: filename = Path(filename) + if direc is not None: + filename = Path(direc) / filename + logger.info(f"Writing sensitivies to '{filename}'") with h5py.File(filename, "w") as fl: - # TODO: We should be careful to try and write everything into this file # i.e. all the parameters etc. @@ -636,11 +611,9 @@ def write( fl[k] = v fl[k.replace("noise", "snr")] = self.delta_squared / v - fl["k"] = self.k1d.to("1/Mpc", with_H0(config.COSMO.H0)).value + fl["k"] = self.k1d.to("1/Mpc", with_H0(self.cosmo.H0)).value fl["delta_squared"] = self.delta_squared - fl.attrs["k_min"] = self.k_min - fl.attrs["k_max"] = self.k_max fl.attrs["total_snr"] = self.calculate_significance() fl.attrs["foreground_model"] = self.foreground_model fl.attrs["horizon_buffer"] = self.horizon_buffer @@ -660,8 +633,8 @@ def plot_sense_1d(self, sample: bool = True, thermal: bool = True): plt.plot(self.k1d, value, label=key) plt.xscale("log") plt.yscale("log") - plt.xlabel("k [1/Mpc]") - plt.ylabel(r"$\Delta^2_N \ [{\rm mK}^2/{\rm Mpc}^3$") + plt.xlabel("k [h/Mpc]") + plt.ylabel(r"$\Delta^2_N \ [{\rm mK}^2$") plt.legend() plt.title(f"z={conv.f2z(self.observation.frequency):.2f}") diff --git a/py21cmsense/theory.py b/py21cmsense/theory.py new file mode 100644 index 0000000..489452a --- /dev/null +++ b/py21cmsense/theory.py @@ -0,0 +1,161 @@ +"""A module defining an interface for theoretical predictions, eg. power spectra. + +This is simply so that one can calculate sample variance values for a particular +theoretical model, with a uniform interface. + +To register a class as a theory power spectrum, simply make it a subclass of +``TheoryModel``. You must define two things on the class: (1) a class attribute +"use_littleh" which says whether the function that evaluates the power spectrum expects +the wavenumber in h/Mpc or 1/Mpc, and (2) a ``__call__`` method, which takes in a float +redshift and an array of wavenumbers, and returns Delta^2 as an astropy Quantity with +units mK^2. +""" +import abc +import numpy as np +import warnings +from astropy import units as un +from pathlib import Path +from scipy.interpolate import InterpolatedUnivariateSpline, RectBivariateSpline + +_ALL_THEORY_POWER_SPECTRA = {} + + +class TheoryModel(abc.ABC): + """Abstract base class for theory models. + + Subclasses must implement the :meth:`delta_squared` method. + """ + + #: Whether the theory model uses little-h units for wavenumbers. + use_littleh: bool = False + + def __init_subclass__(cls) -> None: + """Add the subclass to the plugin dict.""" + _ALL_THEORY_POWER_SPECTRA[cls.__name__] = cls + return super().__init_subclass__() + + @abc.abstractmethod + def delta_squared(self, z: float, k: np.ndarray) -> un.Quantity[un.mK**2]: + """Compute Delta^2(k, z) for the theory model. + + Parameters + ---------- + z + The redshift (should be a float). + k + The wavenumbers, either in units of 1/Mpc if use_littleh=False, or + h/Mpc if use_littleh=True. + + Returns + ------- + delta_squared + An array of delta_squared values in units of mK^2. + """ + pass # pragma: no cover + + +class EOS2021(TheoryModel): + """Theory model from EOS2021 (https://arxiv.org/abs/2110.13919).""" + + use_littleh = False + + def __init__(self): + pth = Path(__file__).parent / "data/eos2021" + z = np.fromfile(pth / "1pt5Gpc_EOS_coeval_pow_zlist.bin") + # TODO: we divide by 2.5 here as the k values on the EOS2021 GDrive are wrong -- + # they are for the 600 Mpc box instead of the 1.5 Gpc box. Later when that's + # fixed we should just fix the data here. + self.k = np.fromfile(pth / "1pt5Gpc_EOS_coeval_pow_kbins.bin") / 2.5 + coeval_ps = np.fromfile(pth / "1pt5Gpc_EOS_coeval_pow_P21.bin").reshape( + (z.size, self.k.size) + ) + + # Sort in order of ascending redshift + order = np.argsort(z) + self.z = z[order] + self.coeval_ps = coeval_ps[order] + + self.spline = RectBivariateSpline(self.z, self.k, self.coeval_ps, ky=1) + + def delta_squared(self, z: float, k: np.ndarray) -> un.Quantity[un.mK**2]: + """Compute Delta^2(k, z) for the theory model. + + Parameters + ---------- + z + The redshift (should be a float). + k + The wavenumbers, either in units of 1/Mpc if use_littleh=False, or + h/Mpc if use_littleh=True. + + Returns + ------- + delta_squared + An array of delta_squared values in units of mK^2. + """ + if np.any(k > self.k.max()): + warnings.warn( + f"Extrapolating above the simulated theoretical k: {k.max()} > {self.k.max()}", + stacklevel=2, + ) + if np.any(k < self.k.min()): + warnings.warn( + f"Extrapolating below the simulated theoretical k: {k.min()} < {self.k.min()}", + stacklevel=2, + ) + if not self.z.min() <= z <= self.z.max(): + warnings.warn( + f"Extrapolating beyond simulated redshift range: {z} not in range ({self.z.min(), self.z.max()})", + stacklevel=2, + ) + + return self.spline(z, k, grid=False) << un.mK**2 + + +class Legacy21cmFAST(TheoryModel): + """Simple 21cmFAST-based theory model explicitly for z=9.5, from 21cmSense v1.""" + + use_littleh: bool = False + + def __init__(self) -> None: + pth = ( + Path(__file__).parent + / "data/ps_no_halos_nf0.521457_z9.50_useTs0_zetaX-1.0e+00_200_400Mpc_v2" + ) + self.k, self.delta_squared_raw = np.genfromtxt(pth).T[:2] + + self.spline = InterpolatedUnivariateSpline(self.k, self.delta_squared_raw, k=1) + + def delta_squared(self, z: float, k: np.ndarray) -> un.Quantity[un.mK**2]: + """Compute Delta^2(k, z) for the theory model. + + Parameters + ---------- + z + The redshift (should be a float). + k + The wavenumbers, either in units of 1/Mpc if use_littleh=False, or + h/Mpc if use_littleh=True. + + Returns + ------- + delta_squared + An array of delta_squared values in units of mK^2. + """ + if np.any(k > self.k.max()): + warnings.warn( + f"Extrapolating above the simulated theoretical k: {k.max()} > {self.k.max()}", + stacklevel=2, + ) + if np.any(k < self.k.min()): + warnings.warn( + f"Extrapolating below the simulated theoretical k: {k.min()} < {self.k.min()}", + stacklevel=2, + ) + if not 9 < z < 10: + warnings.warn( + f"Theory power corresponds to z=9.5, not z={z:.2f}", + stacklevel=2, + ) + + return self.spline(k) << un.mK**2 diff --git a/py21cmsense/types.py b/py21cmsense/types.py index 3e3775c..ded9556 100644 --- a/py21cmsense/types.py +++ b/py21cmsense/types.py @@ -5,10 +5,10 @@ import numpy as np from astropy import constants as cnst from astropy import units as un -from astropy.cosmology.units import littleh +from astropy.cosmology.units import littleh, redshift from typing import Any, Callable, Type, Union -un.add_enabled_units([littleh]) +un.add_enabled_units([littleh, redshift]) class UnitError(ValueError): diff --git a/py21cmsense/yaml.py b/py21cmsense/yaml.py index 45e7495..331822a 100644 --- a/py21cmsense/yaml.py +++ b/py21cmsense/yaml.py @@ -3,6 +3,7 @@ import numpy as np import pickle import yaml +from astropy import units as un from astropy.io.misc.yaml import AstropyLoader from functools import wraps @@ -18,7 +19,12 @@ class LoadError(IOError): def data_loader(tag=None): - """A decorator that turns a function into a YAML tag for loading external datafiles.""" + """A decorator that turns a function into a YAML tag for loading external datafiles. + + The form of the tag is:: + + ! [| ] + """ def inner(fnc): _DATA_LOADERS[fnc.__name__] = fnc @@ -39,7 +45,18 @@ def wrapper(data): raise LoadError(str(e)) def yaml_fnc(loader, node): - return wrapper(node.value) + args = node.value.split("|") + if len(args) == 1: + return wrapper(node.value) + elif len(args) == 2: + # Return with a unit + return wrapper(args[0].strip()) * getattr(un, args[1].strip()) + else: + raise ValueError( + f"Too many arguments in {new_tag} tag. " + "Should be of the form: " + f"!{new_tag} | " + ) for loader in _YAML_LOADERS: yaml.add_constructor(f"!{new_tag}", yaml_fnc, Loader=loader) diff --git a/pyproject.toml b/pyproject.toml index e948fa3..fe81e7e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,5 +1,8 @@ [build-system] -requires = ["setuptools>=30.3.0", "wheel", "setuptools_scm"] +requires = ["setuptools>=45", "setuptools_scm[toml]>=6.2"] +build-backend = "setuptools.build_meta" + +[tool.setuptools_scm] [tool.black] line-length = 88 diff --git a/setup.cfg b/setup.cfg index a405d65..c42e5ce 100644 --- a/setup.cfg +++ b/setup.cfg @@ -21,7 +21,7 @@ include_package_data = True # Add here dependencies of your project (semicolon/line-separated), e.g. install_requires = - numpy<1.22 + numpy scipy future click @@ -33,6 +33,7 @@ install_requires = cached_property rich attrs + hickleable>=0.1.1 setup_requires = setuptools_scm @@ -49,6 +50,7 @@ test = pre-commit pytest matplotlib + pytest-cov dev = pre-commit pytest diff --git a/setup.py b/setup.py index 76755a4..c823345 100644 --- a/setup.py +++ b/setup.py @@ -1,4 +1,4 @@ #!/usr/bin/env python from setuptools import setup -setup(use_scm_version=True) +setup() diff --git a/tests/conftest.py b/tests/conftest.py index efc31ef..6b83bf9 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,6 +1,8 @@ import pytest +from pathlib import Path + @pytest.fixture(scope="session") def tmpdirec(tmpdir_factory): - return tmpdir_factory.mktemp("configs") + return Path(tmpdir_factory.mktemp("configs")) diff --git a/tests/test_antpos.py b/tests/test_antpos.py new file mode 100644 index 0000000..0382aaf --- /dev/null +++ b/tests/test_antpos.py @@ -0,0 +1,36 @@ +import pytest + +import numpy as np +from astropy import units as un + +from py21cmsense.antpos import hera + + +@pytest.mark.parametrize("n", [3, 5, 8, 1]) +def test_hera_split_core(n): + # https://en.wikipedia.org/wiki/Centered_hexagonal_number + # 3*n^2 - 3n + 1 + antpos1 = hera(hex_num=n) + assert len(antpos1) == 3 * n**2 - 3 * n + 1 + antpos2 = hera(hex_num=n, split_core=True) + assert len(antpos2) == len(antpos1) - n + + +@pytest.mark.parametrize("n", [3, 5, 8, 1]) +def test_hera_outriggers(n): + # https://en.wikipedia.org/wiki/Centered_hexagonal_number + # 3*n^2 - 3n + 1 + antpos1 = hera(hex_num=n) + assert len(antpos1) == 3 * n**2 - 3 * n + 1 + antpos2 = hera(hex_num=n, outriggers=1) + assert len(antpos2) >= len(antpos1) + + +def test_hera_set_row_sep(): + antpos1 = hera(4) + antpos2 = hera(4, row_separation=14 * np.sin(np.pi / 3) * un.m) + + assert np.allclose(antpos1, antpos2) + + antpos3 = hera(4, row_separation=12.12 * un.m) + assert not np.allclose(antpos1, antpos3) diff --git a/tests/test_beam.py b/tests/test_beam.py index 1b035d8..e4b4e13 100644 --- a/tests/test_beam.py +++ b/tests/test_beam.py @@ -32,5 +32,6 @@ def test_gaussian_beam(): assert bm.sq_area < bm.area assert bm.fwhm > bm.width assert bm.first_null < np.pi * units.rad / 2 + assert bm.wavelength.unit == units.m assert bm.new() == bm diff --git a/tests/test_cli.py b/tests/test_cli.py index 5b51d71..17b1fa4 100644 --- a/tests/test_cli.py +++ b/tests/test_cli.py @@ -49,53 +49,25 @@ def sensitivity_config(tmpdirec, observation_config): return path.join(tmpdirec, "sensitivity.yml") -@pytest.fixture(scope="module") -def sensitivity_config_defined_p21(tmpdirec, observation_config, sensitivity_config): - with open(sensitivity_config) as fl: - sensitivity = yaml.load(fl) - - pfile = path.join( - example_configs, - "../py21cmsense/data/ps_no_halos_nf0.521457_z9.50_useTs0_zetaX-1.0e+00_200_400Mpc_v2", +def test_gridding_baselines(runner, observation_config, tmpdirec): + output = runner.invoke( + cli.main, ["grid-baselines", observation_config, "--direc", str(tmpdirec)] ) - - sensitivity["observation"] = observation_config - - with open(path.join(tmpdirec, "sensitivity_with_p21.yml"), "w") as fl: - dump(sensitivity, fl) - - fl.write(f"p21: !txt {pfile}\n") - - return path.join(tmpdirec, "sensitivity_with_p21.yml") - - -def test_gridding_baselines(runner, observation_config): - - output = runner.invoke(cli.main, ["grid-baselines", observation_config]) - if output.exception: - traceback.print_exception(*output.exc_info) - - assert output.exit_code == 0 - - -def test_calc_sense(runner, sensitivity_config): - output = runner.invoke(cli.main, ["calc-sense", sensitivity_config]) if output.exception: traceback.print_exception(*output.exc_info) assert output.exit_code == 0 -def test_calc_sense_with_p21(runner, sensitivity_config_defined_p21): - output = runner.invoke(cli.main, ["calc-sense", sensitivity_config_defined_p21]) +def test_calc_sense(runner, sensitivity_config, tmpdirec): + output = runner.invoke( + cli.main, ["calc-sense", sensitivity_config, "--direc", str(tmpdirec)] + ) if output.exception: traceback.print_exception(*output.exc_info) assert output.exit_code == 0 - # ensure a plot was created - assert glob.glob("*.png") - def test_both(runner, tmpdirec, observation_config, sensitivity_config): output = runner.invoke( @@ -106,7 +78,7 @@ def test_both(runner, tmpdirec, observation_config, sensitivity_config): "--direc", tmpdirec, "--outfile", - "arrayfile.pkl", + "arrayfile.h5", ], ) @@ -119,7 +91,7 @@ def test_both(runner, tmpdirec, observation_config, sensitivity_config): "calc-sense", sensitivity_config, "--array-file", - path.join(tmpdirec, "arrayfile.pkl"), + path.join(tmpdirec, "arrayfile.h5"), "--plot-title", "MYTITLE", ], diff --git a/tests/test_conversions.py b/tests/test_conversions.py index 48dae5b..b80f5a2 100644 --- a/tests/test_conversions.py +++ b/tests/test_conversions.py @@ -44,3 +44,11 @@ def test_X2Y(): cnv.X2Y(10).to("Mpc^3 / (littleh^3 sr GHz)") cosmo = Planck15.clone(H0=Planck15.H0 / 1.1) assert cnv.X2Y(10, cosmo) < cnv.X2Y(10) + + +def test_approx_dL_dth(): + assert np.isclose(cnv.dL_dth(10), cnv.dL_dth(10.0, approximate=True), rtol=0.02) + + +def test_approx_dL_df(): + assert np.isclose(cnv.dL_df(10), cnv.dL_df(10.0, approximate=True), rtol=0.02) diff --git a/tests/test_io.py b/tests/test_io.py new file mode 100644 index 0000000..85105f4 --- /dev/null +++ b/tests/test_io.py @@ -0,0 +1,28 @@ +import hickle +import numpy as np +from astropy import units as un + +from py21cmsense import GaussianBeam, Observation, Observatory + +beam = GaussianBeam(frequency=150 * un.MHz, dish_size=14 * un.m) +obs = Observatory(beam=beam, antpos=np.random.random((25, 3)) * 30 * un.m) +observation = Observation(observatory=obs) + + +def test_beam(tmpdirec): + hickle.dump(beam, tmpdirec / "beam.h5") + new = hickle.load(tmpdirec / "beam.h5") + + assert new == beam + + +def test_observatory(tmpdirec): + hickle.dump(obs, tmpdirec / "observatory.h5") + new = hickle.load(tmpdirec / "observatory.h5") + assert new == obs + + +def test_observation(tmpdirec): + hickle.dump(observation, tmpdirec / "observation.h5") + new = hickle.load(tmpdirec / "observation.h5") + assert new == observation diff --git a/tests/test_observation.py b/tests/test_observation.py index c61a6aa..dae11f3 100644 --- a/tests/test_observation.py +++ b/tests/test_observation.py @@ -4,6 +4,7 @@ import numpy as np import pickle from astropy import units +from astropy.cosmology.units import littleh from py21cmsense import GaussianBeam, Observation, Observatory @@ -39,7 +40,7 @@ def test_units(observatory): assert obs.Tsys.to("mK").unit == units.mK assert obs.Trms.to("mK").unit == units.mK assert 6 < obs.redshift < 12 - assert obs.kparallel.unit == units.littleh / units.Mpc + assert obs.kparallel.unit == littleh / units.Mpc assert obs.total_integration_time.to("s").unit == units.s assert len(obs.ugrid_edges) == len(obs.ugrid) + 1 assert obs.clone() == obs @@ -64,3 +65,22 @@ def test_uvcov(observatory): def test_equality(observatory): new_observatory = copy.deepcopy(observatory) assert new_observatory == observatory + + +def test_from_yaml(observatory): + obs = Observation.from_yaml( + { + "observatory": { + "antpos": np.random.random((20, 3)) * units.m, + "beam": { + "class": "GaussianBeam", + "frequency": 150 * units.MHz, + "dish_size": 14 * units.m, + }, + } + } + ) + assert obs.observatory.antpos.shape == (20, 3) + + with pytest.raises(ValueError, match="yaml_file must be a string filepath"): + Observation.from_yaml(3) diff --git a/tests/test_observatory.py b/tests/test_observatory.py index 16a69a2..433a61c 100644 --- a/tests/test_observatory.py +++ b/tests/test_observatory.py @@ -71,12 +71,6 @@ def test_observatory(bm): ) -@pytest.mark.skip -def test_projected_baselines(): - obs = Observatory() - assert obs.projected_baselines() == obs.baselines_metres - - def test_grid_baselines(bm): a = Observatory( antpos=np.random.normal(loc=0, scale=50, size=(20, 3)) * units.m, beam=bm @@ -179,11 +173,29 @@ def test_longest_used_baseline(bm): a = Observatory( antpos=np.array([[0, 0, 0], [1, 0, 0], [2, 0, 0]]) * units.m, beam=bm ) + assert np.isclose( - a.longest_used_baseline() / a.metres_to_wavelengths, 2 * units.m, atol=1e-4 + a.longest_used_baseline() / a.metres_to_wavelengths, 2 * units.m, atol=1e-3 ) assert np.isclose( a.longest_used_baseline(bl_max=1.5 * units.m) / a.metres_to_wavelengths, 1 * units.m, atol=1e-4, ) + + +def test_from_yaml(bm): + obs = Observatory.from_yaml( + { + "antpos": np.random.random((20, 3)) * units.m, + "beam": { + "class": "GaussianBeam", + "frequency": 150 * units.MHz, + "dish_size": 14 * units.m, + }, + } + ) + assert obs.beam == bm + + with pytest.raises(ValueError): + Observatory.from_yaml(3) diff --git a/tests/test_sensitivity.py b/tests/test_sensitivity.py index 85bc36b..71b808d 100644 --- a/tests/test_sensitivity.py +++ b/tests/test_sensitivity.py @@ -1,10 +1,12 @@ import pytest import numpy as np +import warnings from astropy import units +from astropy.cosmology.units import littleh from py21cmsense import GaussianBeam, Observation, Observatory, PowerSpectrum -from py21cmsense.sensitivity import Sensitivity, _kconverter +from py21cmsense.sensitivity import Sensitivity @pytest.fixture(scope="module") @@ -28,28 +30,10 @@ def observation(observatory): def test_units(observation): ps = PowerSpectrum(observation=observation) - assert ps.horizon_buffer.to("littleh/Mpc").unit == units.littleh / units.Mpc - assert ps.k_21.to("littleh/Mpc").unit == units.littleh / units.Mpc - assert ps.delta_21.to("mK^2").unit == units.mK**2 - assert callable(ps.p21) - assert ps.k_min.to("littleh/Mpc").unit == units.littleh / units.Mpc - assert ps.k_max.to("littleh/Mpc").unit == units.littleh / units.Mpc - assert ps.k1d.to("littleh/Mpc").unit == units.littleh / units.Mpc - assert isinstance(ps.power_normalisation(0.1 * units.littleh / units.Mpc), float) - assert ps.horizon_limit(10).to("littleh/Mpc").unit == units.littleh / units.Mpc - - ps = PowerSpectrum( - observation=observation, - k_21=np.array([1, 2, 3]) * units.littleh / units.Mpc, - delta_21=np.array([1, 2, 3]) * units.mK**2, - ) - ps2 = PowerSpectrum( - observation=observation, - k_21=np.array([1, 2, 3]) / units.Mpc, - delta_21=np.array([1, 2, 3]) * units.mK**2, - ) - - assert np.all(ps.k_21 < ps2.k_21) + assert ps.horizon_buffer.to("littleh/Mpc").unit == littleh / units.Mpc + assert ps.k1d.to("littleh/Mpc").unit == littleh / units.Mpc + assert isinstance(ps.power_normalisation(0.1 * littleh / units.Mpc), float) + assert ps.horizon_limit(10).to("littleh/Mpc").unit == littleh / units.Mpc def test_sensitivity_2d(observation): @@ -75,14 +59,6 @@ def test_sensitivity_2d_grid(observation, caplog): ) assert sense.shape == (9, len(ps.k1d) - 1) - ps.calculate_sensitivity_2d_grid( - kperp_edges=np.linspace(ps.k_21.min().value / 2, ps.k_21.max().value * 2, 10) - * ps.k_21.unit, - kpar_edges=ps.k_21 / 2, - ) - assert "minimum kbin is being restricted" in caplog.text - assert "maximum kbin is being restricted" in caplog.text - def test_sensitivity_1d_binned(observation): ps = PowerSpectrum(observation=observation) @@ -103,20 +79,6 @@ def test_sensitivity_optimistic(observation): assert ps.horizon_limit(10.0) > ps.horizon_limit(5.0) -def test_limited_k_range(observation, caplog): - ps = PowerSpectrum( - observation=observation, - k_21=np.array([1, 2, 3]) * units.littleh / units.Mpc, - delta_21=np.array([1, 2, 3]) * units.mK**2, - ) - - ps.k1d - - assert any( - "The minimum k value is being restricted" in rec.msg for rec in caplog.records - ) - - def test_infs_in_trms(observation): # default dumb layout should have lots of infs.. assert np.any(np.isinf(observation.Trms)) @@ -127,16 +89,13 @@ def test_infs_in_trms(observation): def test_write_to_custom_filename(observation, tmp_path): out = tmp_path / "outfile.h5" - ps = PowerSpectrum(observation=observation) - out2 = ps.write(filename=out) + with warnings.catch_warnings(): + warnings.simplefilter("ignore") + ps = PowerSpectrum(observation=observation) + out2 = ps.write(filename=out) assert out2 == out -def test_kconverter(): - with pytest.raises(ValueError, match="no units supplied!"): - _kconverter(1) - - def test_load_yaml_bad(): with pytest.raises( ValueError, @@ -144,6 +103,21 @@ def test_load_yaml_bad(): ): Sensitivity.from_yaml(1) + with pytest.raises(ImportError, match="Could not import"): + PowerSpectrum.from_yaml( + { + "plugins": ["this.is.not.a.module"], + "observatory": { + "antpos": np.random.random((20, 3)) * units.m, + "beam": { + "class": "GaussianBeam", + "frequency": 150 * units.MHz, + "dish_size": 14 * units.m, + }, + }, + } + ) + def test_systematics_mask(observation): ps = PowerSpectrum( @@ -168,3 +142,10 @@ def test_clone(observation): ps2 = ps.clone() assert ps2 == ps + + +def test_bad_theory(observation): + with pytest.raises( + ValueError, match="The theory_model must be an instance of TheoryModel" + ): + PowerSpectrum(observation=observation, theory_model=3) diff --git a/tests/test_theory.py b/tests/test_theory.py new file mode 100644 index 0000000..e1301cd --- /dev/null +++ b/tests/test_theory.py @@ -0,0 +1,42 @@ +import pytest + +import numpy as np + +from py21cmsense.theory import EOS2021, Legacy21cmFAST + + +def test_eos_extrapolation(): + eos = EOS2021() + + with pytest.warns( + UserWarning, match="Extrapolating above the simulated theoretical k" + ): + eos.delta_squared(15, np.array([0.1, 1e6])) + + with pytest.warns( + UserWarning, match="Extrapolating below the simulated theoretical k" + ): + eos.delta_squared(15, np.array([0.0001, 0.1])) + + with pytest.warns( + UserWarning, match="Extrapolating beyond simulated redshift range" + ): + eos.delta_squared(50, np.array([0.1])) + + +def test_legacy(): + theory = Legacy21cmFAST() + assert theory.delta_squared(9.1, 1.0) == theory.delta_squared(9.9, 1.0) + + with pytest.warns(UserWarning, match="Theory power corresponds to z=9.5, not z"): + theory.delta_squared(1.0, 1.0) + + with pytest.warns( + UserWarning, match="Extrapolating above the simulated theoretical k" + ): + theory.delta_squared(9.5, np.array([0.1, 1e6])) + + with pytest.warns( + UserWarning, match="Extrapolating below the simulated theoretical k" + ): + theory.delta_squared(9.5, np.array([0.0001, 0.1])) diff --git a/tests/test_uvw.py b/tests/test_uvw.py new file mode 100644 index 0000000..b64a3d4 --- /dev/null +++ b/tests/test_uvw.py @@ -0,0 +1,133 @@ +"""Tests of the phasing code for calculating UVWs.""" +import pytest + +import numpy as np +from astropy import units as un +from astropy.coordinates import EarthLocation, SkyCoord +from astropy.time import Time +from pyuvdata import utils as uvutils + +from py21cmsense._utils import phase_past_zenith + + +@pytest.mark.parametrize("lat", [-1.0, -0.5, 0, 0.5, 1.0]) +@pytest.mark.parametrize("use_apparent", [True, False]) +def test_phase_at_zenith(lat, use_apparent): + bls_enu = np.array( + [ + [1, 0, 0], + [0, 1, 0], + ] + ) + + uvws = phase_past_zenith( + time_past_zenith=0.0 * un.day, + bls_enu=bls_enu, + latitude=lat * un.rad, + use_apparent=use_apparent, + ) + + assert np.allclose(np.squeeze(uvws), bls_enu, atol=5e-3) + + +@pytest.mark.parametrize("use_apparent", [True, False]) +def test_phase_past_zenith(use_apparent): + bls_enu = np.array( + [ + [1, 0, 0], + [0, 1, 0], + ] + ) + + # Almost rotated to the horizon. + uvws = np.squeeze( + phase_past_zenith( + time_past_zenith=0.2 * un.day, + bls_enu=bls_enu, + latitude=0 * un.rad, + use_apparent=use_apparent, + ) + ) + + assert uvws[0][0] < 0.35 # Much foreshortened + assert np.isclose(uvws[1][1], 1) # N-S direction doesn't get foreshortened. + + +def test_phase_past_zenith_shape(): + bls_enu = np.array( + [ + [1, 0, 0], + [0, 1, 0], + [1, 0, 0], + [0, 10, 0], + [10, 0, 0], + ] + ) + + times = np.array([0, 0.1, 0, 0.1]) * un.day + + # Almost rotated to the horizon. + uvws = phase_past_zenith( + time_past_zenith=times, bls_enu=bls_enu, latitude=0 * un.rad + ) + + assert uvws.shape == (5, 4, 3) + assert np.allclose(uvws[0], uvws[2]) # Same baselines + assert np.allclose(uvws[:, 0], uvws[:, 2]) # Same times + assert np.allclose(uvws[:, 1], uvws[:, 3]) # Same times + + +@pytest.mark.parametrize("lat", [-1.0, -0.5, 0, 0.5, 1.0]) +def test_use_apparent(lat): + bls_enu = np.array( + [ + [1, 0, 0], + [0, 1, 0], + ] + ) + + times = np.linspace(-1, 1, 3) * un.hour + + # Almost rotated to the horizon. + uvws = phase_past_zenith( + time_past_zenith=times, bls_enu=bls_enu, latitude=lat * un.rad + ) + uvws0 = phase_past_zenith( + time_past_zenith=times, + bls_enu=bls_enu, + latitude=lat * un.rad, + use_apparent=True, + ) + + np.testing.assert_allclose(uvws, uvws0, atol=1e-2) + + +@pytest.mark.parametrize("lat", [-1.0, -0.5, 0, 0.5, 1.0]) +@pytest.mark.parametrize("time_past_zenith", [-1 * un.hour, 0 * un.hour, 1 * un.hour]) +def test_calc_app_coords(lat, time_past_zenith): + # Generate ra/dec of zenith at time in the phase_frame coordinate system + # to use for phasing + telescope_location = EarthLocation.from_geodetic(lon=0, lat=lat * un.rad) + + # JD is arbitrary + jd = 2454600 + + zenith_coord = SkyCoord( + alt=90 * un.deg, + az=0 * un.deg, + obstime=Time(jd, format="jd"), + frame="altaz", + location=telescope_location, + ) + zenith_coord = zenith_coord.transform_to("icrs") + + obstime = zenith_coord.obstime + time_past_zenith + + ra = zenith_coord.ra.to_value("rad") + dec = zenith_coord.dec.to_value("rad") + app_ra, app_dec = uvutils.calc_app_coords( + ra, dec, time_array=obstime.utc.jd, telescope_loc=telescope_location + ) + + assert np.isclose(app_ra, ra, atol=0.02) # give it 1 degree wiggle room. + assert np.isclose(app_dec, dec, atol=0.02) diff --git a/tests/test_yaml.py b/tests/test_yaml.py index 9905998..087c62b 100644 --- a/tests/test_yaml.py +++ b/tests/test_yaml.py @@ -2,6 +2,7 @@ import numpy as np import pickle +from astropy import units as un from astropy.io.misc import yaml from py21cmsense.yaml import LoadError @@ -46,3 +47,15 @@ def test_npz_loader(tmpdirec): for k, v in d.items(): assert k in obj assert np.allclose(v, obj[k]) + + +def test_txt_loader_with_unit(tmpdirec): + txt = tmpdirec / "test-txt.txt" + + obj = np.linspace(0, 1, 10) + + np.savetxt(txt, obj) + + d = yaml.load(f"!txt {txt} | m") + assert d.unit == un.m + assert np.allclose(d, obj * un.m)