diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index e335d625120b497a2e39923e2bc8f92c5052f8d6..e9c4705e2255e727a3ba8f7a7fec8574be57d4c1 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -1,8 +1,14 @@ image: dtuwindenergy/wetb +workflow: + rules: + - if: $CI_PIPELINE_SOURCE == "merge_request_event" + when: never + - when: always -test-3.4: +test: + image: continuumio/anaconda3:latest stage: test # except: @@ -10,13 +16,19 @@ test-3.4: before_script: - git submodule sync --recursive - git submodule update --init --recursive + - python -m pip install . + - pip3 install pytest mock click script: - - apt-get update - - pip3 install pytest - - pip3 install mock - - python3 -m pytest --cov-report term-missing:skip-covered --cov=wetb + - python3 -m pytest --cov-report term-missing:skip-covered --cov-report xml:coverage.xml --cov=wetb tags: - - python + - docker, linux, shared + coverage: /(?i)total.*? (100(?:\.0+)?\%|[1-9]?\d(?:\.\d+)?\%)$/ + artifacts: + reports: + coverage_report: + coverage_format: cobertura + path: coverage.xml + # ===== build documentation ===== @@ -40,6 +52,33 @@ pages: # "pages" is a job specifically for GitLab pages [1] tags: # only runners with this tag can do the job [3] - python +# Deploy package to local repository + +upload_package_local: + image: continuumio/anaconda3:latest + tags: + - docker, linux, shared + stage: deploy + needs: + - job: build_poetry_wheel + artifacts: true + - job: test + artifacts: false + + script: + - pip install twine + - TWINE_PASSWORD=${CI_JOB_TOKEN} TWINE_USERNAME=gitlab-ci-token python -m twine upload --verbose --repository-url ${CI_API_V4_URL}/projects/${CI_PROJECT_ID}/packages/pypi dist/* + + rules: + - if: $CI_COMMIT_TAG != null + when: always + - if: $CI_COMMIT_BRANCH == "master" + when: always + - if: $CI_COMMIT_BRANCH != "master" + when: manual + allow_failure: true + + # ===== BUILD WHEELS AND UPLOAD TO PYPI ===== 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"sha256:a082260524678ba48a297d922cc385f58278b8aa68741596a87de01a9c628b2e"}, + {file = "xlwt-1.3.0.tar.gz", hash = "sha256:c59912717a9b28f1a3c2a98fd60741014b06b043936dcecbc113eaaada156c88"}, +] + +[[package]] +name = "zipp" +version = "3.15.0" +description = "Backport of pathlib-compatible object wrapper for zip files" +optional = false +python-versions = ">=3.7" +files = [ + {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"}, + {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"}, +] + +[package.extras] +docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"] + +[metadata] +lock-version = "2.0" +python-versions = "^3.8" +content-hash = "c8f0956fd7460ae252e0a840207eaeebe260e1edb115159d80b0b00cb5515b75" diff --git a/pyproject.template b/pyproject.template new file mode 100644 index 0000000000000000000000000000000000000000..db2b6ec1fe15ec94d08e068fa668fc58f3e3da1b --- /dev/null +++ b/pyproject.template @@ -0,0 +1,38 @@ +[tool.poetry] +name = "wetb" +version = "{{ version }}" +description = "{{ description }}" +authors = ["DTU Wind and Energy Systems <you@example.com>"] +license = "{{ license }}" +readme = "README.md" + +[tool.poetry.dependencies] +click = "^8.1.3" +Cython = "^0.29.35" +h5py = "^3.8.0" +Jinja2 = "^3.1.2" +lxml = "^4.9.2" +matplotlib = "^3.7.1" +mock = "^5.0.2" +numpy = ">=1.4" +openpyxl = "^3.1.2" +pandas = "^1.1.5" +paramiko = "^3.2.0" +pbr = "^5.11.1" +psutil = "^5.9.5" +pytest = "^7.3.1" +pytest-cov = "^4.1.0" +python = "^3.6" +scipy = ">=0.9" +six = "^1.16.0" +sshtunnel = "^0.4.0" +tables = "^3.8.0" +tqdm = "^4.65.0" +#wafo = "^0.11" +xlwt = "^1.3.0" +XlsxWriter = "^3.1.2" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..28fe3849128293748e89542f36e818d8e8767a8c --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,38 @@ +[tool.poetry] +name = "wetb" +version = "0.1.0" +description = "The Wind Energy Toolbox (or wetb, pronounce as wee-tee-bee) is a collection of Python scripts that facilitate working with (potentially a lot) of HAWC2, HAWCStab2, FAST or other text input based simulation tools." +authors = ["Your Name <you@example.com>"] +license = "wetb is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License (GPL, http://www.gnu.org/copyleft/gpl.html) as published by the Free Software Foundation; either version 3 of the License, or (at your option) any later version. wetb is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details http://www.gnu.org/licenses/ We encourage you to submit new code for possible inclusion in future versions of wetb." +readme = "README.md" + +[tool.poetry.dependencies] +click = "^8.1.3" +Cython = "^0.29.35" +h5py = "^3.8.0" +Jinja2 = "^3.1.2" +lxml = "^4.9.2" +matplotlib = "^3.7.1" +mock = "^5.0.2" +numpy = ">=1.4" +openpyxl = "^3.1.2" +pandas = "^1.1.5" +paramiko = "^3.2.0" +pbr = "^5.11.1" +psutil = "^5.9.5" +pytest = "^7.3.1" +pytest-cov = "^4.1.0" +python = "^3.6" +scipy = ">=0.9" +six = "^1.16.0" +sshtunnel = "^0.4.0" +tables = "^3.8.0" +tqdm = "^4.65.0" +#wafo = "^0.11" +xlwt = "^1.3.0" +XlsxWriter = "^3.1.2" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/update_pyproject.py b/update_pyproject.py new file mode 100644 index 0000000000000000000000000000000000000000..03c013443e6da701f777ba09b7c7053d72b6f053 --- /dev/null +++ b/update_pyproject.py @@ -0,0 +1,37 @@ +# %% +import jinja2 as j2 +import git + +# Generating license and description from the license.txt document, and the introduction paragraph of the readme.md +with open("LICENSE.txt") as f: + license = " ".join(f.read().split("\n")).lstrip().rstrip() + +with open("README.md") as f: + readme = f.read().split("\n# ") + for section in readme: + if section.startswith("Introduction"): + description = " ".join(section.split("\n")[1:]).lstrip().rstrip() + +# Getting the package version. +repo = git.cmd.Git("./") +v = repo.describe("--tags").split("-") +version_string = f"{v[0]}.dev{v[1]}+{v[2]}" + + +# %% Applying the information to the template + +templateLoader = j2.FileSystemLoader(searchpath="./") +templateEnv = j2.Environment(loader=templateLoader) +TEMPLATE_FILE = "pyproject.template" +template = templateEnv.get_template(TEMPLATE_FILE) +outputText = template.render( + { + "description": description, + "license": license, + "version": version_string + } +) + +# Writing the rendered template to the pyproject.toml file +with open("pyproject.toml", "w") as f: + f.write(outputText) diff --git a/wetb/fatigue_tools/rainflowcounting/peak_trough.py b/wetb/fatigue_tools/rainflowcounting/peak_trough.py index e0d675a95fdc860f5639cadf1d476eb52696d79a..5f290b956cb3ba23cd0de2e14a9c79a56628e244 100644 --- a/wetb/fatigue_tools/rainflowcounting/peak_trough.py +++ b/wetb/fatigue_tools/rainflowcounting/peak_trough.py @@ -19,7 +19,7 @@ def peak_trough(x, R): # cpdef np.ndarray[long,ndim=1] peak_trough(np.ndarray[l MINZO = 1 MAXZO = 2 ENDZO = 3 - S = np.zeros(x.shape[0] + 1, dtype=np.int) + S = np.zeros(x.shape[0] + 1, dtype=int) L = x.shape[0] goto = BEGIN diff --git a/wetb/fatigue_tools/rainflowcounting/peak_trough.pyx b/wetb/fatigue_tools/rainflowcounting/peak_trough.pyx index f65a24388482a0ca92aa1b94b6957ad17e2af6d4..bcc1c53c1a88a9602f91847955be841cc0de3b57 100755 --- a/wetb/fatigue_tools/rainflowcounting/peak_trough.pyx +++ b/wetb/fatigue_tools/rainflowcounting/peak_trough.pyx @@ -22,7 +22,7 @@ cpdef np.ndarray[long,ndim=1] peak_trough(np.ndarray[long,ndim=1] x, int R): MINZO = 1 MAXZO = 2 ENDZO = 3 - S = np.zeros(x.shape[0] + 1, dtype=np.int) + S = np.zeros(x.shape[0] + 1, dtype=int) L = x.shape[0] goto = BEGIN diff --git a/wetb/fatigue_tools/rainflowcounting/rainflowcount.py b/wetb/fatigue_tools/rainflowcounting/rainflowcount.py index 9ca9403a33b1972f1acbd0f4f233742fc4ad14c0..31777b0f4b79d3eb8b9bbb0c5772f31c57881c37 100644 --- a/wetb/fatigue_tools/rainflowcounting/rainflowcount.py +++ b/wetb/fatigue_tools/rainflowcounting/rainflowcount.py @@ -64,7 +64,7 @@ def rainflow_windap(signal, levels=255., thresshold=(255 / 50)): if np.nanmax(signal) > 0: gain = np.nanmax(signal) / levels signal = signal / gain - signal = np.round(signal).astype(np.int) + signal = np.round(signal).astype(int) # If possible the module is compiled using cython otherwise the python implementation is used diff --git a/wetb/prepost/Simulations.py b/wetb/prepost/Simulations.py index ad872e923ab4af8991ab92525dded630d7831504..8fb188a582413c694e1eb92e1a37a53d53720f25 100755 --- a/wetb/prepost/Simulations.py +++ b/wetb/prepost/Simulations.py @@ -4352,11 +4352,11 @@ class Cases(object): try: df_dict2[str(colkey)] = np.array(col, dtype=np.float64) except ValueError: - df_dict2[str(colkey)] = np.array(col, dtype=np.str) + df_dict2[str(colkey)] = np.array(col, dtype=str) except TypeError: # in all other cases, make sure we have converted them to # strings and NOT unicode - df_dict2[str(colkey)] = np.array(col, dtype=np.str) + df_dict2[str(colkey)] = np.array(col, dtype=str) except Exception as e: print('failed to convert column %s to single data type' % colkey) raise(e) diff --git a/wetb/prepost/misc.py b/wetb/prepost/misc.py index f020ef2ea866cbec7ee8755378f49d80d785f5bc..02e82f96d89693ae94cb9d8a737acfec87e32e91 100644 --- a/wetb/prepost/misc.py +++ b/wetb/prepost/misc.py @@ -1141,21 +1141,21 @@ def df_dict_check_datatypes(df_dict): # in case we have unicodes instead of strings, we need to convert # to strings otherwise the saved .h5 file will have pickled elements try: - df_dict2[str(colkey)] = np.array(col, dtype=np.int32) + df_dict2[str(colkey)] = np.array(col, dtype=int) except OverflowError: try: - df_dict2[str(colkey)] = np.array(col, dtype=np.int64) + df_dict2[str(colkey)] = np.array(col, dtype=int) except OverflowError: - df_dict2[str(colkey)] = np.array(col, dtype=np.float64) + df_dict2[str(colkey)] = np.array(col, dtype=float) except ValueError: try: - df_dict2[str(colkey)] = np.array(col, dtype=np.float64) + df_dict2[str(colkey)] = np.array(col, dtype=float) except ValueError: - df_dict2[str(colkey)] = np.array(col, dtype=np.str) + df_dict2[str(colkey)] = np.array(col, dtype=str) except TypeError: # in all other cases, make sure we have converted them to # strings and NOT unicode - df_dict2[str(colkey)] = np.array(col, dtype=np.str) + df_dict2[str(colkey)] = np.array(col, dtype=str) except Exception as e: print('failed to convert column %s to single data type' % colkey) raise(e) diff --git a/wetb/prepost/tests/test_windIO.py b/wetb/prepost/tests/test_windIO.py index 68d3143aa80cdf1c981cc7cda71b608eb55758a9..922c352f63e5e45a16f4b7e83beba52f57daed6d 100644 --- a/wetb/prepost/tests/test_windIO.py +++ b/wetb/prepost/tests/test_windIO.py @@ -279,7 +279,7 @@ class TestsLoadResults(unittest.TestCase): # print(df1.pos[14], df2.pos[14]) # the pos columns contains also tuples, read from csv doesn't get that - # df1['pos'] = df1['pos'].astype(np.str) + # df1['pos'] = df1['pos'].astype(str) # df1['pos'] = df1['pos'].str.replace("'", "") # print(df1.pos[14], df2.pos[14]) diff --git a/wetb/signal/filters/cy_filters.py b/wetb/signal/filters/cy_filters.py index 1d0b2e2073c08a7698aab1499adca1a744c77c3e..a18839e66fc35fba594c3a17d5bea4599a150a8b 100644 --- a/wetb/signal/filters/cy_filters.py +++ b/wetb/signal/filters/cy_filters.py @@ -14,7 +14,7 @@ import numpy as np @cython.locals(alpha=cython.float, i=cython.int) def cy_low_pass_filter(inp, delta_t, tau): #cpdef cy_low_pass_filter(np.ndarray[double,ndim=1] inp, double delta_t, double tau): #cdef np.ndarray[double,ndim=1] output - output = np.empty_like(inp, dtype=np.float) + output = np.empty_like(inp, dtype=np.float32) output[0] = inp[0] alpha = delta_t / (tau + delta_t) @@ -27,7 +27,7 @@ def cy_dynamic_low_pass_filter(inp, delta_t, tau, method=1): #cpdef cy_dynamic_ #cdef np.ndarray[double,ndim=1] output, alpha #cdef int i - output = np.empty_like(inp, dtype=np.float) + output = np.empty_like(inp, dtype=np.float32) output[0] = inp[0] if method == 1: @@ -46,7 +46,7 @@ def cy_dynamic_low_pass_filter_2d(inp, delta_t, tau, method=1): #cpdef cy_dynam #cdef np.ndarray[double,ndim=2] output, alpha #cdef int i - output = np.empty_like(inp, dtype=np.float) + output = np.empty_like(inp, dtype=np.float32) output[0] = inp[0] if method == 1: @@ -64,7 +64,7 @@ def cy_dynamic_low_pass_filter_2d(inp, delta_t, tau, method=1): #cpdef cy_dynam def cy_dynamic_low_pass_filter_test(inp): #cpdef cy_dynamic_low_pass_filter_test(np.ndarray[double,ndim=2] inp): #cdef np.ndarray[double,ndim=2] output, alpha #cdef int i - output = np.empty_like(inp, dtype=np.float) + output = np.empty_like(inp, dtype=np.float32) output[0] = inp[0] for i in range(1, inp.shape[0]): output[i] = inp[i] @@ -74,7 +74,7 @@ def cy_dynamic_low_pass_filter_test(inp): #cpdef cy_dynamic_low_pass_filter_tes @cython.locals(alpha=cython.float, i=cython.int) def cy_high_pass_filter(inp, delta_t, tau): #cpdef cy_high_pass_filter(np.ndarray[double,ndim=1] inp, double delta_t, double tau): #cdef np.ndarray[double,ndim=1] output - output = np.empty_like(inp, dtype=np.float) + output = np.empty_like(inp, dtype=np.float32) output[0] = inp[0] alpha = tau / (tau + delta_t) for i in range(1, inp.shape[0]): diff --git a/wetb/signal/fit/_bin_fit.py b/wetb/signal/fit/_bin_fit.py index 42505f4d74da49cb6b065e9796aa2b11b6e114a6..43076ab5ad4220e0c437940e1895778873d14084 100644 --- a/wetb/signal/fit/_bin_fit.py +++ b/wetb/signal/fit/_bin_fit.py @@ -157,7 +157,7 @@ def perpendicular_bin_fit(x, y, bins=30, fit_func=None, bin_min_count=3, plt=Non last = (-1, 0) pc = [] - used = np.zeros_like(x).astype(np.bool) + used = np.zeros_like(x).astype(bool) for i in range(0, len(nx)): i1, i2 = max(0, i - 1), min(len(nx) - 1, i + 1) a = -(nx[i2] - nx[i1]) / (ny[i2] - ny[i1]) diff --git a/wetb/signal/fit/_fourier_fit.py b/wetb/signal/fit/_fourier_fit.py index ae2e9b4ca21ef21eb92705a48ab6d1d19ee24e95..8ebe52e319513e6d66ec8a322049819d6f3278e0 100644 --- a/wetb/signal/fit/_fourier_fit.py +++ b/wetb/signal/fit/_fourier_fit.py @@ -13,13 +13,13 @@ def fourier_fit(y, max_nfft, x=None): return d, lambda deg : np.interp(deg%360, d, F2x(x2F(y, max_nfft, x))) def fourier_fit_old(y, nfft): - F = np.zeros(len(y), dtype=np.complex) + F = np.zeros(len(y), dtype=complex) F[:nfft + 1] = x2F(y, nfft)[:nfft + 1] return np.fft.ifft(F) * len(F) def F2x(F_coefficients): """Compute signal from Fourier coefficients""" - F = np.zeros(360, dtype=np.complex) + F = np.zeros(360, dtype=complex) nfft = len(F_coefficients) // 2 F[:nfft + 1] = np.conj(F_coefficients[:nfft + 1]) F[1:nfft + 1] += (F_coefficients[-nfft:][::-1]) @@ -53,7 +53,7 @@ def x2F(y, max_nfft, x=None): b[r] = 2 * np.nansum(y * np.sin(i * theta)) AB = np.linalg.solve(a, b) - F = np.zeros(n, dtype=np.complex) + F = np.zeros(n, dtype=complex) F = np.r_[AB[0], (AB[1:nfft + 1] + 1j * AB[nfft + 1:]), np.zeros(nfft) ] return F @@ -73,5 +73,5 @@ def rF2x(rF): """Convert single sided Fourier components, that satisfies x(t) = sum(X(cos(iw)+sin(iw)), i=0..N) to non-complex signal""" rF = np.conj(rF) rF[1:] /= 2 - rF = np.r_[rF, np.zeros(181 - len(rF), dtype=np.complex)] + rF = np.r_[rF, np.zeros(181 - len(rF), dtype=complex)] return np.fft.irfft(rF) * 360 diff --git a/wetb/signal/subset_mean.py b/wetb/signal/subset_mean.py index 73fe6e6f767082af0411fb70d0079fa158bc1627..0a1dca75ebcaf37ab948c12a8991e83d490d8401 100644 --- a/wetb/signal/subset_mean.py +++ b/wetb/signal/subset_mean.py @@ -204,7 +204,7 @@ def revolution_trigger(rotor_position, sample_frq, rotor_speed, max_rev_diff=1, # >1 missing triggers raise NotImplementedError trigger_indexes.extend([np.mean(trigger_indexes[i:i + 2]) for i in np.where(rpm_rs > rpm_i * 1.9)[0]]) - trigger_indexes = np.sort(trigger_indexes).astype(np.int) + trigger_indexes = np.sort(trigger_indexes).astype(int) i1, i2 = trigger_indexes[0], trigger_indexes[-1] nround_rotor_speed = np.nansum(rotor_speed[i1:i2] / 60 / sample_frq) diff --git a/wetb/signal/tests/test_interpolation.py b/wetb/signal/tests/test_interpolation.py index 387313b9bfa8bff0be46d182c6f2176f22e25697..48630b7d6452e4a823906b27b9e2f86ee3dfa01c 100644 --- a/wetb/signal/tests/test_interpolation.py +++ b/wetb/signal/tests/test_interpolation.py @@ -39,10 +39,10 @@ class TestInterpolation(unittest.TestCase): #yp = [0.0, 1.0, 2.0, 5.0, 6.0, nan, 8.0, 9.0] y = signal.interpolate(x, xp, yp) - np.testing.assert_array_equal(y[~np.isnan(y)], [0., 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. , 5.5, 8. , 8.5, 9. ]) + np.testing.assert_array_equal(y[~np.isnan(y)], [0., 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. , 5.5, 6., 8. , 8.5, 9. ]) y = signal.interpolate(x, xp, yp, 10) - np.testing.assert_array_equal(y[~np.isnan(y)], [ 0. , 0.5, 1. , 1.5, 2. , 5. , 5.5, 8. , 8.5, 9. ]) + np.testing.assert_array_equal(y[~np.isnan(y)], [ 0. , 0.5, 1. , 1.5, 2. , 5. , 5.5, 6., 8. , 8.5, 9. ]) diff --git a/wetb/utils/rotation.py b/wetb/utils/rotation.py index e0e50e8b3572219946f9f825796652b8d2fa75ff..c2fd5220d746d94db9b96077cd8f155278129ad9 100644 --- a/wetb/utils/rotation.py +++ b/wetb/utils/rotation.py @@ -264,7 +264,7 @@ def _rotate(v, angle, rotfunc): if len(v.shape) == 1: assert angle.shape[0] == 1 assert v.shape[0] == 3 - return np.array(rotfunc(v[0], v[1], v[2], cos, sin), dtype=float).T + return np.array(rotfunc(v[0], v[1], v[2], cos[0], sin[0]), dtype=float).T else: assert angle.shape[0] == 1 or angle.shape[0] == v.shape[0] assert v.shape[1] == 3 diff --git a/wetb/wind/tests/test_weibull.py b/wetb/wind/tests/test_weibull.py index 79ea109b13738dc430b7fd645c9e5dec545e5f43..8895b312a3917e1b8996def5c796db1cad21a414 100644 --- a/wetb/wind/tests/test_weibull.py +++ b/wetb/wind/tests/test_weibull.py @@ -21,7 +21,7 @@ class TestWeibull(unittest.TestCase): def test_random_weibull(self): y = weibull.random(4, 2, 1000000) - pdf, x = np.histogram(y, 100, normed=True) + pdf, x = np.histogram(y, 100, density=True) x = (x[1:] + x[:-1]) / 2 self.assertLess(sum((pdf - weibull.pdf(4, 2)(x)) ** 2), 0.0001) if 0: @@ -36,7 +36,7 @@ class TestWeibull(unittest.TestCase): self.assertAlmostEqual(A, 4, delta=0.01) self.assertAlmostEqual(k, 2, delta=0.01) if 0: - plt.hist(y, 100, normed=True) + plt.hist(y, 100, density=True) x = np.arange(0, 20, .1) plt.plot(x, weibull.pdf(4, 2)(x)) plt.show() diff --git a/wetb/wind/weibull.py b/wetb/wind/weibull.py index 43ef0188ca9a11dc39cdf45aae2a0821f196a61e..3b07c83fdb4d2ce7b5aaae904dc352345b5dd347 100644 --- a/wetb/wind/weibull.py +++ b/wetb/wind/weibull.py @@ -103,7 +103,7 @@ def fit(wsp): if __name__ == "__main__": from wetb.wind import weibull from pylab import hist, show, plot - hist(weibull.random(10, 2, 10000), 20, normed=True) + hist(weibull.random(10, 2, 10000), 20, density=True) wsp = np.arange(0, 20, .5) plot(wsp, weibull.pdf(10, 2)(wsp)) show()