From eed4b37e31e7e744dc601bec758fa819617ccce7 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Sat, 18 Dec 2021 12:02:45 +0530 Subject: [PATCH 01/16] v0.4.0 --- .github/ISSUE_TEMPLATE/bug_report.yaml | 16 +- .github/ISSUE_TEMPLATE/feature_request.yaml | 19 +- .../ISSUE_TEMPLATE/maintenance_request.yaml | 5 +- .github/workflows/checks.yml | 1 + mllib/lib/timeseries.py | 196 +----------------- 5 files changed, 28 insertions(+), 209 deletions(-) diff --git a/.github/ISSUE_TEMPLATE/bug_report.yaml b/.github/ISSUE_TEMPLATE/bug_report.yaml index eecb60a..c7b9e16 100644 --- a/.github/ISSUE_TEMPLATE/bug_report.yaml +++ b/.github/ISSUE_TEMPLATE/bug_report.yaml @@ -4,7 +4,7 @@ title: "[Bug]: " labels: ["bug"] assignees: - octocat -body: +body: - type: input id: contact attributes: @@ -13,7 +13,7 @@ body: placeholder: ex. email@example.com validations: required: false - + - type: textarea id: bug-description attributes: @@ -21,7 +21,7 @@ body: placeholder: A clear and concise description of what the bug is. validations: required: true - + - type: textarea id: bug-reproduce attributes: @@ -34,7 +34,7 @@ body: 4. See error validations: required: true - + - type: textarea id: expected attributes: @@ -42,14 +42,14 @@ body: placeholder: A clear and concise description of what you expected to happen. validations: required: true - + - type: dropdown id: version attributes: label: Version description: What version of our product are you running? options: - - v0.1.0 (Default) + - v0.4.0 (Default) validations: required: true @@ -59,11 +59,11 @@ body: label: Relevant log output/screenshots description: Please copy and paste any relevant log output. This will be automatically formatted into code, so no need for backticks. render: shell - + - type: textarea id: add-context attributes: label: Additional context placeholder: Add any other context about the bug report here. validations: - required: false + required: false diff --git a/.github/ISSUE_TEMPLATE/feature_request.yaml b/.github/ISSUE_TEMPLATE/feature_request.yaml index c688daf..9a5f0ec 100644 --- a/.github/ISSUE_TEMPLATE/feature_request.yaml +++ b/.github/ISSUE_TEMPLATE/feature_request.yaml @@ -12,7 +12,7 @@ body: placeholder: A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] validations: required: true - + - type: textarea id: solution attributes: @@ -20,7 +20,7 @@ body: placeholder: A clear and concise description of what you want to happen. validations: required: true - + - type: textarea id: input attributes: @@ -31,7 +31,7 @@ body: render: python validations: required: true - + - type: textarea id: output attributes: @@ -42,26 +42,26 @@ body: render: python validations: required: true - + - type: textarea id: add-context attributes: label: Additional context placeholder: Add any other context or screenshots about the feature request here. validations: - required: false - + required: false + - type: textarea id: accept attributes: label: Acceptance criteria placeholder: | NOTE: Acceptance criteria should be measurable and should be based on maximum possible limit. - + Example: If the acceptance criteria for an application is based on response time, specify the response time such that post which the application will not be adopted/used at all i.e. a deal breaker. Meaning if the acceptance criteria for response time is 1 minute, the end user will NOT use the application at all if the response time is more than 1 minute. validations: - required: true - + required: true + - type: dropdown id: version attributes: @@ -71,4 +71,3 @@ body: - v0.4.0 (Default) validations: required: true - diff --git a/.github/ISSUE_TEMPLATE/maintenance_request.yaml b/.github/ISSUE_TEMPLATE/maintenance_request.yaml index 1ede47b..b64324f 100644 --- a/.github/ISSUE_TEMPLATE/maintenance_request.yaml +++ b/.github/ISSUE_TEMPLATE/maintenance_request.yaml @@ -27,7 +27,7 @@ body: label: Version description: What version of our product are you running? options: - - v0.1.0 (Default) + - v0.4.0 (Default) validations: required: true @@ -37,5 +37,4 @@ body: label: Additional context placeholder: Add any other context or screenshots about the maintenance request here. validations: - required: false - + required: false diff --git a/.github/workflows/checks.yml b/.github/workflows/checks.yml index 85e756a..d81d358 100644 --- a/.github/workflows/checks.yml +++ b/.github/workflows/checks.yml @@ -21,6 +21,7 @@ on: branches: - 'stable' - 'testing' + - 'feature*' pull_request: branches: - 'stable' diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index fd1dffe..792b6c6 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -13,11 +13,10 @@ - Diptesh - Madhu - Date: Oct 03, 2021 + Date: Dec 18, 2021 """ # pylint: disable=invalid-name -# pylint: disable=R0902,R0903,R0913,C0413,R0205 from typing import List, Dict, Any @@ -31,55 +30,12 @@ import pandas as pd import numpy as np -import pystan -from fbprophet import Prophet - path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+\/)(.+.py)", "\\1", path) sys.path.insert(0, path) import metrics # noqa: F841 -__all__ = ["pystan", ] - -os.environ['NUMEXPR_MAX_THREADS'] = '8' - - -class suppress_stdout_stderr(object): - """ - Suppress fbprophet stdout. - - A context manager for doing a "deep suppression" of stdout and stderr in - Python, i.e. will suppress all print, even if the print originates in a - compiled C/Fortran sub-function. - This will not suppress raised exceptions, since exceptions are printed - to stderr just before a script exits, and after the context manager has - exited (at least, I think that is why it lets exceptions through). - - """ - - def __init__(self): - """Initialize variables.""" - # Open a pair of null files - self.null_fds = [os.open(os.devnull, os.O_RDWR) for x in range(2)] - # Save the actual stdout (1) and stderr (2) file descriptors. - self.save_fds = (os.dup(1), os.dup(2)) - - def __enter__(self): - """Enter statements.""" - # Assign the null pointers to stdout and stderr. - os.dup2(self.null_fds[0], 1) - os.dup2(self.null_fds[1], 2) - - def __exit__(self, *_): - """Exit statements.""" - # Re-assign the real stdout/stderr back to (1) and (2) - os.dup2(self.save_fds[0], 1) - os.dup2(self.save_fds[1], 2) - # Close the null files - os.close(self.null_fds[0]) - os.close(self.null_fds[1]) - class TimeSeries(): """Time series module. @@ -102,14 +58,6 @@ class TimeSeries(): Column name of the date variable (the default is None). - k_fold: int, optional, Not implemented yet - - Number of cross validations folds (the default is None). - - uid: str, optional, Not implemented yet - - Description of parameter `uid` (the default is None). - param: dict, optional, Not implemented yet Time series parameters (the default is None). @@ -131,11 +79,11 @@ class TimeSeries(): Example ------- - >> > mod = TimeSeries(df=df_ip, + >>> mod = TimeSeries(df=df_ip, y_var="y", x_var=["cost", "stock_level", "retail_price"], ds="ds") - >> > df_op = mod.predict(x_predict) + >>> df_op = mod.predict(x_predict) """ @@ -144,18 +92,12 @@ def __init__(self, y_var: str, x_var: List[str] = None, ds: str = "ds", - k_fold: int = None, - uid: str = None, param: Dict = None): """Initialize variables.""" self.y_var = y_var self.x_var = x_var self.ds = ds self.df = df.reset_index(drop=True) - if uid is not None: - raise NotImplementedError("uid is not supported yet") - if k_fold is not None: - raise NotImplementedError("k_fold is not supported yet") if param is None: param = {"interval_width": 0.95} self.model = None @@ -164,129 +106,15 @@ def __init__(self, self._pre_processing() self._fit() self._compute_metrics() - if x_var is not None: - self.betas = self._regressor_coefficients(self.model) def _pre_processing(self): - self.df[self.ds] = pd.to_datetime(self.df[self.ds]) - if self.x_var is None: - self.df = self.df[[self.ds] + [self.y_var]] - else: - self.df = self.df[[self.ds] + [self.y_var] + self.x_var] - coln = list(self.df.columns) - self.df.columns = ["ds", "y"] + coln[2:] - self.y_var = "y" - self.ds = "ds" - - def _compute_metrics(self): - """Compute commonly used metrics to evaluate the model.""" - y = self.df.loc[:, self.y_var].values.tolist() - if self.x_var is None: - y_hat = list(self.model.predict(self.df[[self.ds]])["yhat"]) - else: - y_hat = list(self.model.predict(self.df[[self.ds] - + self.x_var])["yhat"]) - model_summary = {"rsq": np.round(metrics.rsq(y, y_hat), 3), - "mae": np.round(metrics.mae(y, y_hat), 3), - "mape": np.round(metrics.mape(y, y_hat), 3), - "rmse": np.round(metrics.rmse(y, y_hat), 3)} - model_summary["mse"] = np.round(model_summary["rmse"] ** 2, 3) - self.model_summary = model_summary - - @staticmethod - def _regressor_index(m, name): - """ - Given the name of a regressor, return its index in the `beta` matrix. + pass - Parameters - ---------- - m: object - - Prophet model object, after fitting. - - name: str + def _opt_param(self): + pass - Name of the regressor, as passed into the `add_regressor` function. - - Returns - ------- - int - - The column index of the regressor in the `beta` matrix. - - """ - op = np.extract(m.train_component_cols[name] == 1, - m.train_component_cols.index)[0] - return op - - def _regressor_coefficients(self, m): # pragma: no cover - """ - Summarise the coefficients of the extra regressors used in the model. - - For additive regressors, the coefficient represents the incremental - impact on `y` of a unit increase in the regressor. For multiplicative - regressors, the incremental impact is equal to `trend(t)` multiplied - by the coefficient. - - Coefficients are measured on the original scale of the training data. - - Parameters - ---------- - m: object - - Prophet model object, after fitting. - - Returns - ------- - pd.DataFrame - - containing: : - - regressor: Name of the regressor - regressor_mode: Additive/multiplicative effect on y - center: The mean of the regressor if standardized else 0 - coef_lower: Lower bound for the coefficient - coef: Expected value of the coefficient - coef_upper: Upper bound for the coefficient - - coef_lower/upper are estimated from MCMC samples. - It is only different to coef if mcmc_samples > 0. - - """ - assert len(m.extra_regressors) > 0, 'No extra regressors found.' - coefs = [] - for regressor, params in m.extra_regressors.items(): - beta = m.params['beta'][:, self._regressor_index(m, regressor)] - if params['mode'] == 'additive': - coef = beta * m.y_scale / params['std'] - else: - coef = beta / params['std'] - percentiles = [ - (1 - m.interval_width) / 2, - 1 - (1 - m.interval_width) / 2, - ] - coef_bounds = np.quantile(coef, q=percentiles) - record = { - 'regressor': regressor, - 'regressor_mode': params['mode'], - 'center': params['mu'], - 'coef_lower': coef_bounds[0], - 'coef': np.mean(coef), - 'coef_upper': coef_bounds[1], - } - coefs.append(record) - return pd.DataFrame(coefs) - - def _fit(self) -> Dict[str, Any]: - """Fit model.""" - with suppress_stdout_stderr(): - model = Prophet(interval_width=self.param["interval_width"]) - if self.x_var is not None: - for var in self.x_var: - model.add_regressor(var) - with suppress_stdout_stderr(): - model.fit(self.df) - self.model = model + def _fit(self): + pass def predict(self, x_predict: pd.DataFrame = None, @@ -310,11 +138,3 @@ def predict(self, Pandas dataframe containing `y_var`, `ds` and `x_var`. """ - if self.x_var is None: - x_predict = self.model.make_future_dataframe(periods=n_interval) - x_predict = x_predict.iloc[-n_interval:, :] - df_op = x_predict.copy(deep=True) - forecast = self.model.predict(x_predict) - y_hat = forecast['yhat'].values.tolist() - df_op.insert(loc=0, column=self.y_var, value=y_hat) - return df_op From 72855ef239a9fbe81b9886be2950db1a3db78797 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Sat, 18 Dec 2021 12:05:13 +0530 Subject: [PATCH 02/16] v0.4.0 --- README.md | 4 ++-- logs/cov.out | 24 ++++++++++++------------ logs/pip.out | 2 +- logs/pylint/lib-timeseries-py.out | 16 ++++++++++------ logs/pylint/mllib-__main__-py.out | 6 ++++-- logs/pylint/tests-test_timeseries-py.out | 7 +++++-- requirements.txt | 8 +++----- 7 files changed, 37 insertions(+), 30 deletions(-) diff --git a/README.md b/README.md index a5495db..b282fb9 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ [![checks](../../actions/workflows/checks.yml/badge.svg)](../../actions/workflows/checks.yml) -[![pylint Score](https://mperlet.github.io/pybadge/badges/10.0.svg)](./logs/pylint/) -[![Coverage score](https://img.shields.io/badge/coverage-100%25-dagreen.svg)](./logs/cov.out) +[![pylint Score](https://mperlet.github.io/pybadge/badges/9.6.svg)](./logs/pylint/) +[![Coverage score](https://img.shields.io/badge/coverage-99%25-red.svg)](./logs/cov.out) [![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](./LICENSE) *** diff --git a/logs/cov.out b/logs/cov.out index 99bc335..7cfbbf2 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -1,12 +1,12 @@ -Name Stmts Miss Cover Missing -------------------------------------------------------- -mllib/__init__.py 7 0 100% -mllib/lib/__init__.py 7 0 100% -mllib/lib/cluster.py 103 0 100% -mllib/lib/knn.py 70 0 100% -mllib/lib/model.py 44 0 100% -mllib/lib/opt.py 157 0 100% -mllib/lib/timeseries.py 85 0 100% -mllib/lib/tree.py 79 0 100% -------------------------------------------------------- -TOTAL 552 0 100% +Name Stmts Miss Cover Missing +--------------------------------------------------------------------------------------------- +/media/ph33r/Data/Project/CodeLib/Git/mllib/__init__.py 7 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/__init__.py 7 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/cluster.py 103 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/knn.py 70 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/model.py 44 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/opt.py 157 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 33 1 97% 114 +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/tree.py 79 0 100% +--------------------------------------------------------------------------------------------- +TOTAL 500 1 99% diff --git a/logs/pip.out b/logs/pip.out index 03fb79a..27f1fe1 100644 --- a/logs/pip.out +++ b/logs/pip.out @@ -1 +1 @@ -./bin/run_tests.sh: line 78: pipreqs: command not found +INFO: Successfully saved requirements file in /media/ph33r/Data/Project/CodeLib/Git/requirements.txt diff --git a/logs/pylint/lib-timeseries-py.out b/logs/pylint/lib-timeseries-py.out index e6474ef..a72f5e9 100644 --- a/logs/pylint/lib-timeseries-py.out +++ b/logs/pylint/lib-timeseries-py.out @@ -1,9 +1,13 @@ ************* Module mllib.lib.timeseries -timeseries.py:188:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:189:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:190:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:191:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:37:0: C0413: Import "import metrics" should be placed at the top of the module (wrong-import-position) +timeseries.py:90:4: R0913: Too many arguments (6/5) (too-many-arguments) +timeseries.py:108:8: E1101: Instance of 'TimeSeries' has no '_compute_metrics' member (no-member) +timeseries.py:40:0: R0903: Too few public methods (1/2) (too-few-public-methods) +timeseries.py:21:0: W0611: Unused Any imported from typing (unused-import) +timeseries.py:25:0: W0611: Unused import os (unused-import) +timeseries.py:31:0: W0611: Unused numpy imported as np (unused-import) +timeseries.py:37:0: W0611: Unused import metrics (unused-import) --------------------------------------------------------------------- -Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) +------------------------------------------------------------------- +Your code has been rated at 6.36/10 (previous run: 10.00/10, -3.64) diff --git a/logs/pylint/mllib-__main__-py.out b/logs/pylint/mllib-__main__-py.out index d7495ee..067d84b 100644 --- a/logs/pylint/mllib-__main__-py.out +++ b/logs/pylint/mllib-__main__-py.out @@ -1,4 +1,6 @@ +************* Module mllib.__main__ +__main__.py:168:24: E1136: Value 'op' is unsubscriptable (unsubscriptable-object) --------------------------------------------------------------------- -Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) +------------------------------------------------------------------- +Your code has been rated at 9.43/10 (previous run: 10.00/10, -0.57) diff --git a/logs/pylint/tests-test_timeseries-py.out b/logs/pylint/tests-test_timeseries-py.out index d7495ee..62c94ba 100644 --- a/logs/pylint/tests-test_timeseries-py.out +++ b/logs/pylint/tests-test_timeseries-py.out @@ -1,4 +1,7 @@ +************* Module tests.test_timeseries +test_timeseries.py:71:37: E1136: Value 'op' is unsubscriptable (unsubscriptable-object) +test_timeseries.py:95:8: E1111: Assigning result of a function call, where the function has no return (assignment-from-no-return) --------------------------------------------------------------------- -Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) +------------------------------------------------------------------- +Your code has been rated at 7.22/10 (previous run: 10.00/10, -2.78) diff --git a/requirements.txt b/requirements.txt index e7948ab..0813724 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,6 @@ -Cython==0.29.15 PuLP==1.6.8 -fbprophet==0.6 -numpy==1.18.1 +Cython==0.29.15 pandas==1.0.1 xgboost==1.3.3 -pystan==2.17.1.0 -scikit_learn==1.0 +numpy==1.18.1 +scikit_learn==1.0.1 From ecbf0fb8ab8ae9cd4f146e461e57812d7509a4cd Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Sun, 19 Dec 2021 14:19:43 +0530 Subject: [PATCH 03/16] v0.4.0 changelog: - added function to compute AIC in metrics.so - added complete case check for TimeSeries module --- README.md | 4 +- .../metrics.cpython-37m-x86_64-linux-gnu.so | Bin 181888 -> 241840 bytes .../build/temp.linux-x86_64-3.7/metrics.o | Bin 395432 -> 523360 bytes bin/metrics/metrics.c | 982 +++++++++++++++--- bin/metrics/metrics.pyx | 50 +- bin/metrics/metrics.so | Bin 181888 -> 241840 bytes bin/run_tests.sh | 1 + logs/cov.out | 4 +- logs/pylint/lib-timeseries-py.out | 13 +- logs/pylint/mllib-__main__-py.out | 6 +- logs/pylint/tests-test_metrics-py.out | 1 + logs/pylint/tests-test_timeseries-py.out | 7 +- mllib/__main__.py | 7 +- mllib/lib/metrics.so | Bin 181888 -> 241840 bytes mllib/lib/timeseries.py | 34 +- requirements.txt | 7 +- tests/test_metrics.py | 8 + tests/test_timeseries.py | 37 +- 18 files changed, 911 insertions(+), 250 deletions(-) diff --git a/README.md b/README.md index b282fb9..1a76c79 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ [![checks](../../actions/workflows/checks.yml/badge.svg)](../../actions/workflows/checks.yml) -[![pylint Score](https://mperlet.github.io/pybadge/badges/9.6.svg)](./logs/pylint/) -[![Coverage 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z{PD304L<#Uj-MO$NJvBb|N1NSvfy7@XL221f8P`SAOH6CnfCQuFZx`67ueS;zy8j) zuW$LdB={S{2|X0%f9qfRS3yS#2L@je>0jhqd{no_wJvPT8K%(uYJsk`{zokG!Ppo7 z#UgP%YFp&%kdG@uD<2MTb;qgBU8*@g!WQ`p^^Tfz!|NCIp;~y9P!{h%PHs*|cMQ!_mw-2O5KKtJXW4{mouYWs!n*E~gWc$*{@tcPK@c7lk z2_rcbXW^lxU4r$u%{jj6sPBCJRrUiq?d5o-{b#KD`pC~W*1!J=3jbrSeSNe={>|97 zVW=H;?jQR4#K;##eQ5lmGwt~N`a(N?JkB3}eb4aM|6Biatp8b7aHRi{r #ifdef _OPENMP #include #endif /* _OPENMP */ @@ -817,6 +819,20 @@ static const char *__pyx_f[] = { }; /*--- Type declarations ---*/ +struct __pyx_opt_args_7metrics_aic; + +/* "metrics.pyx":189 + * + * + * cpdef double aic(list y, list y_hat, int k=1, str method="linear"): # <<<<<<<<<<<<<< + * """ + * Compute `Akaike information criterion + */ +struct __pyx_opt_args_7metrics_aic { + int __pyx_n; + int k; + PyObject *method; +}; /* --- Runtime support code (head) --- */ /* Refnanny.proto */ @@ -1016,8 +1032,21 @@ static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[],\ __Pyx__ArgTypeTest(obj, type, name, exact)) static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact); -/* Import.proto */ -static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level); +/* IncludeStringH.proto */ +#include + +/* BytesEquals.proto */ +static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals); + +/* UnicodeEquals.proto */ +static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals); + +/* StrEquals.proto */ +#if PY_MAJOR_VERSION >= 3 +#define __Pyx_PyString_Equals __Pyx_PyUnicode_Equals +#else +#define __Pyx_PyString_Equals __Pyx_PyBytes_Equals +#endif /* PyThreadStateGet.proto */ #if CYTHON_FAST_THREAD_STATE @@ -1055,6 +1084,14 @@ static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject #define __Pyx_ErrFetch(type, value, tb) PyErr_Fetch(type, value, tb) #endif +/* WriteUnraisableException.proto */ +static void __Pyx_WriteUnraisable(const char *name, int clineno, + int lineno, const char *filename, + int full_traceback, int nogil); + +/* Import.proto */ +static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level); + /* CLineInTraceback.proto */ #ifdef CYTHON_CLINE_IN_TRACEBACK #define __Pyx_CLineForTraceback(tstate, c_line) (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0) @@ -1087,6 +1124,9 @@ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value); /* CIntToPy.proto */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value); +/* None.proto */ +static CYTHON_INLINE long __Pyx_pow_long(long, long); + /* CIntFromPy.proto */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *); @@ -1113,18 +1153,22 @@ static int __Pyx_check_binary_version(void); static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); +/* Module declarations from 'libc.math' */ + /* Module declarations from 'metrics' */ static PyObject *__pyx_f_7metrics_rsq(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ static PyObject *__pyx_f_7metrics_mse(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ static PyObject *__pyx_f_7metrics_rmse(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ static PyObject *__pyx_f_7metrics_mae(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ static PyObject *__pyx_f_7metrics_mape(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ +static double __pyx_f_7metrics_aic(PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_7metrics_aic *__pyx_optional_args); /*proto*/ #define __Pyx_MODULE_NAME "metrics" extern int __pyx_module_is_main_metrics; int __pyx_module_is_main_metrics = 0; /* Implementation of 'metrics' */ static PyObject *__pyx_builtin_range; +static const char __pyx_k_k[] = "k"; static const char __pyx_k_y[] = "y"; static const char __pyx_k_np[] = "_np"; static const char __pyx_k_main[] = "__main__"; @@ -1135,13 +1179,18 @@ static const char __pyx_k_range[] = "range"; static const char __pyx_k_round[] = "round"; static const char __pyx_k_y_hat[] = "y_hat"; static const char __pyx_k_import[] = "__import__"; +static const char __pyx_k_linear[] = "linear"; +static const char __pyx_k_method[] = "method"; static const char __pyx_k_corrcoef[] = "corrcoef"; static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback"; -static const char __pyx_k_Common_metrics_required_in_mach[] = "\nCommon metrics required in machine learning modules.\n\n**Available functions:**\n - ``rsq``: R-Squared\n - ``mse``: Mean squared error\n - ``rmse``: Root mean squared error\n - ``mae``: Mean absolute error\n - ``mape``: Mean absolute percentage error\n\nCredits\n-------\n::\n\n Authors:\n - Diptesh\n\n Date: Sep 10, 2021\n"; +static const char __pyx_k_Common_metrics_required_in_mach[] = "\nCommon metrics required in machine learning modules.\n\n**Available functions:**\n - ``rsq``: R-Squared\n - ``mse``: Mean squared error\n - ``rmse``: Root mean squared error\n - ``mae``: Mean absolute error\n - ``mape``: Mean absolute percentage error\n - ``aic``: Akaike information criterion\n\nCredits\n-------\n::\n\n Authors:\n - Diptesh\n\n Date: Dec 19, 2021\n"; static PyObject *__pyx_n_s_cline_in_traceback; static PyObject *__pyx_n_s_corrcoef; static PyObject *__pyx_n_s_import; +static PyObject *__pyx_n_s_k; +static PyObject *__pyx_n_s_linear; static PyObject *__pyx_n_s_main; +static PyObject *__pyx_n_s_method; static PyObject *__pyx_n_s_name; static PyObject *__pyx_n_s_np; static PyObject *__pyx_n_s_numpy; @@ -1155,12 +1204,13 @@ static PyObject *__pyx_pf_7metrics_2mse(CYTHON_UNUSED PyObject *__pyx_self, PyOb static PyObject *__pyx_pf_7metrics_4rmse(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat); /* proto */ static PyObject *__pyx_pf_7metrics_6mae(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat); /* proto */ static PyObject *__pyx_pf_7metrics_8mape(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat); /* proto */ +static PyObject *__pyx_pf_7metrics_10aic(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, int __pyx_v_k, PyObject *__pyx_v_method); /* proto */ static PyObject *__pyx_float_0_5; static PyObject *__pyx_int_2; static PyObject *__pyx_int_3; /* Late includes */ -/* "metrics.pyx":28 +/* "metrics.pyx":31 * * * cpdef rsq(list y, list y_hat): # <<<<<<<<<<<<<< @@ -1181,7 +1231,7 @@ static PyObject *__pyx_f_7metrics_rsq(PyObject *__pyx_v_y, PyObject *__pyx_v_y_h PyObject *__pyx_t_7 = NULL; __Pyx_RefNannySetupContext("rsq", 0); - /* "metrics.pyx":51 + /* "metrics.pyx":54 * * """ * return _np.round(_np.corrcoef(y, y_hat)[0][1] ** 2, 3) # <<<<<<<<<<<<<< @@ -1189,14 +1239,14 @@ static PyObject *__pyx_f_7metrics_rsq(PyObject *__pyx_v_y, PyObject *__pyx_v_y_h * */ __Pyx_XDECREF(__pyx_r); - __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 51, __pyx_L1_error) + __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_np); if 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-1214,7 +1264,7 @@ static PyObject *__pyx_f_7metrics_rsq(PyObject *__pyx_v_y, PyObject *__pyx_v_y_h #if CYTHON_FAST_PYCALL if (PyFunction_Check(__pyx_t_5)) { PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_v_y, __pyx_v_y_hat}; - __pyx_t_2 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 51, __pyx_L1_error) + __pyx_t_2 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 54, __pyx_L1_error) __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0; __Pyx_GOTREF(__pyx_t_2); } else @@ -1222,13 +1272,13 @@ static PyObject *__pyx_f_7metrics_rsq(PyObject *__pyx_v_y, PyObject *__pyx_v_y_h #if CYTHON_FAST_PYCCALL if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) { PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_v_y, __pyx_v_y_hat}; - __pyx_t_2 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 51, __pyx_L1_error) + __pyx_t_2 = 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__Pyx_PyObject_Call(__pyx_t_3, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 51, __pyx_L1_error) + __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 54, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_1); __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0; } @@ -1304,7 +1354,7 @@ static PyObject *__pyx_f_7metrics_rsq(PyObject *__pyx_v_y, PyObject *__pyx_v_y_h __pyx_t_1 = 0; goto __pyx_L0; - /* "metrics.pyx":28 + /* "metrics.pyx":31 * * * cpdef rsq(list y, list y_hat): # <<<<<<<<<<<<<< @@ -1360,11 +1410,11 @@ static PyObject *__pyx_pw_7metrics_1rsq(PyObject *__pyx_self, PyObject *__pyx_ar case 1: if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y_hat)) != 0)) kw_args--; else { - __Pyx_RaiseArgtupleInvalid("rsq", 1, 2, 2, 1); __PYX_ERR(0, 28, __pyx_L3_error) + __Pyx_RaiseArgtupleInvalid("rsq", 1, 2, 2, 1); __PYX_ERR(0, 31, __pyx_L3_error) } } if (unlikely(kw_args > 0)) { - if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, 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(equals == Py_NE); + } +#endif + result = memcmp(ps1, ps2, (size_t)length); + return (equals == Py_EQ) ? (result == 0) : (result != 0); + } + } else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) { + return (equals == Py_NE); + } else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) { + return (equals == Py_NE); + } else { + int result; + PyObject* py_result = PyObject_RichCompare(s1, s2, equals); + if (!py_result) + return -1; + result = __Pyx_PyObject_IsTrue(py_result); + Py_DECREF(py_result); + return result; + } +#endif +} + +/* UnicodeEquals */ +static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) { +#if CYTHON_COMPILING_IN_PYPY + return PyObject_RichCompareBool(s1, s2, equals); +#else +#if PY_MAJOR_VERSION < 3 + PyObject* owned_ref = NULL; +#endif + int s1_is_unicode, s2_is_unicode; + if (s1 == s2) { + goto return_eq; + } + s1_is_unicode = PyUnicode_CheckExact(s1); + s2_is_unicode = PyUnicode_CheckExact(s2); +#if PY_MAJOR_VERSION < 3 + if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) { + owned_ref = PyUnicode_FromObject(s2); + if (unlikely(!owned_ref)) + return -1; + s2 = owned_ref; + s2_is_unicode = 1; + } else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) { + owned_ref = PyUnicode_FromObject(s1); + if (unlikely(!owned_ref)) + return -1; + s1 = owned_ref; + s1_is_unicode = 1; + } else if (((!s2_is_unicode) & (!s1_is_unicode))) { + return __Pyx_PyBytes_Equals(s1, s2, equals); + } +#endif + if (s1_is_unicode & s2_is_unicode) { + Py_ssize_t length; + int kind; + void *data1, *data2; + if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0)) + return -1; + length = __Pyx_PyUnicode_GET_LENGTH(s1); + if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) { + goto return_ne; + } +#if CYTHON_USE_UNICODE_INTERNALS + { + Py_hash_t hash1, hash2; + #if CYTHON_PEP393_ENABLED + hash1 = ((PyASCIIObject*)s1)->hash; + hash2 = ((PyASCIIObject*)s2)->hash; + #else + hash1 = ((PyUnicodeObject*)s1)->hash; + hash2 = ((PyUnicodeObject*)s2)->hash; + #endif + if (hash1 != hash2 && hash1 != -1 && hash2 != -1) { + goto return_ne; + } + } +#endif + kind = __Pyx_PyUnicode_KIND(s1); + if (kind != __Pyx_PyUnicode_KIND(s2)) { + goto return_ne; + } + data1 = __Pyx_PyUnicode_DATA(s1); + data2 = __Pyx_PyUnicode_DATA(s2); + if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) { + goto return_ne; + } else if (length == 1) { + goto return_eq; + } else { + int result = memcmp(data1, data2, (size_t)(length * kind)); + #if PY_MAJOR_VERSION < 3 + Py_XDECREF(owned_ref); + #endif + return (equals == Py_EQ) ? (result == 0) : (result != 0); + } + } else if ((s1 == Py_None) & s2_is_unicode) { + goto return_ne; + } else if ((s2 == Py_None) & s1_is_unicode) { + goto return_ne; + } else { + int result; + PyObject* py_result = PyObject_RichCompare(s1, s2, equals); + #if PY_MAJOR_VERSION < 3 + Py_XDECREF(owned_ref); + #endif + if (!py_result) + return -1; + result = __Pyx_PyObject_IsTrue(py_result); + Py_DECREF(py_result); + return result; + } +return_eq: + #if PY_MAJOR_VERSION < 3 + Py_XDECREF(owned_ref); + #endif + return (equals == Py_EQ); +return_ne: + #if PY_MAJOR_VERSION < 3 + Py_XDECREF(owned_ref); + #endif + return (equals == Py_NE); +#endif +} + +/* PyErrFetchRestore */ +#if CYTHON_FAST_THREAD_STATE +static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) { + PyObject *tmp_type, *tmp_value, *tmp_tb; + tmp_type = tstate->curexc_type; + tmp_value = tstate->curexc_value; + tmp_tb = tstate->curexc_traceback; + tstate->curexc_type = type; + tstate->curexc_value = value; + tstate->curexc_traceback = tb; + Py_XDECREF(tmp_type); + Py_XDECREF(tmp_value); + Py_XDECREF(tmp_tb); +} +static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) { + *type = tstate->curexc_type; + *value = tstate->curexc_value; + *tb = tstate->curexc_traceback; + tstate->curexc_type = 0; + tstate->curexc_value = 0; + tstate->curexc_traceback = 0; +} +#endif + +/* WriteUnraisableException */ +static void __Pyx_WriteUnraisable(const char *name, CYTHON_UNUSED int clineno, + CYTHON_UNUSED int lineno, CYTHON_UNUSED const char *filename, + int full_traceback, CYTHON_UNUSED int nogil) { + PyObject *old_exc, *old_val, *old_tb; + PyObject *ctx; + __Pyx_PyThreadState_declare +#ifdef WITH_THREAD + PyGILState_STATE state; + if (nogil) + state = PyGILState_Ensure(); +#ifdef _MSC_VER + else state = (PyGILState_STATE)-1; +#endif +#endif + __Pyx_PyThreadState_assign + __Pyx_ErrFetch(&old_exc, &old_val, &old_tb); + if (full_traceback) { + Py_XINCREF(old_exc); + Py_XINCREF(old_val); + Py_XINCREF(old_tb); + __Pyx_ErrRestore(old_exc, old_val, old_tb); + PyErr_PrintEx(1); + } + #if PY_MAJOR_VERSION < 3 + ctx = PyString_FromString(name); + #else + ctx = PyUnicode_FromString(name); + #endif + __Pyx_ErrRestore(old_exc, old_val, old_tb); + if (!ctx) { + PyErr_WriteUnraisable(Py_None); + } else { + PyErr_WriteUnraisable(ctx); + Py_DECREF(ctx); + } +#ifdef WITH_THREAD + if (nogil) + PyGILState_Release(state); +#endif +} + /* Import */ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) { PyObject *empty_list = 0; @@ -3251,30 +3906,6 @@ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) { return module; } -/* PyErrFetchRestore */ -#if CYTHON_FAST_THREAD_STATE -static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) { - PyObject *tmp_type, *tmp_value, *tmp_tb; - tmp_type = tstate->curexc_type; - tmp_value = tstate->curexc_value; - tmp_tb = tstate->curexc_traceback; - tstate->curexc_type = type; - tstate->curexc_value = value; - tstate->curexc_traceback = tb; - Py_XDECREF(tmp_type); - Py_XDECREF(tmp_value); - Py_XDECREF(tmp_tb); -} -static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) { - *type = tstate->curexc_type; - *value = tstate->curexc_value; - *tb = tstate->curexc_traceback; - tstate->curexc_type = 0; - tstate->curexc_value = 0; - tstate->curexc_traceback = 0; -} -#endif - /* CLineInTraceback */ #ifndef CYTHON_CLINE_IN_TRACEBACK static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) { @@ -3482,6 +4113,28 @@ static void __Pyx_AddTraceback(const char *funcname, int c_line, Py_XDECREF(py_frame); } +/* CIntFromPyVerify */ +#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\ + __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0) +#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\ + __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1) +#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\ + {\ + func_type value = func_value;\ + if (sizeof(target_type) < sizeof(func_type)) {\ + if (unlikely(value != (func_type) (target_type) value)) {\ + func_type zero = 0;\ + if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\ + return (target_type) -1;\ + if (is_unsigned && unlikely(value < zero))\ + goto raise_neg_overflow;\ + else\ + goto raise_overflow;\ + }\ + }\ + return (target_type) value;\ + } + /* CIntToPy */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) { const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; @@ -3544,27 +4197,32 @@ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) { } } -/* CIntFromPyVerify */ -#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\ - __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0) -#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\ - __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1) -#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\ - {\ - func_type value = func_value;\ - if (sizeof(target_type) < sizeof(func_type)) {\ - if (unlikely(value != (func_type) (target_type) value)) {\ - func_type zero = 0;\ - if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\ - return (target_type) -1;\ - if (is_unsigned && unlikely(value < zero))\ - goto raise_neg_overflow;\ - else\ - goto raise_overflow;\ - }\ - }\ - return (target_type) value;\ +/* None */ +static CYTHON_INLINE long __Pyx_pow_long(long b, long e) { + long t = b; + switch (e) { + case 3: + t *= b; + CYTHON_FALLTHROUGH; + case 2: + t *= b; + CYTHON_FALLTHROUGH; + case 1: + return t; + case 0: + return 1; } + #if 1 + if (unlikely(e<0)) return 0; + #endif + t = 1; + while (likely(e)) { + t *= (b * (e&1)) | ((~e)&1); + b *= b; + e >>= 1; + } + return t; +} /* CIntFromPy */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) { diff --git a/bin/metrics/metrics.pyx b/bin/metrics/metrics.pyx index 268ac13..e88d618 100644 --- a/bin/metrics/metrics.pyx +++ b/bin/metrics/metrics.pyx @@ -7,6 +7,7 @@ Common metrics required in machine learning modules. - ``rmse``: Root mean squared error - ``mae``: Mean absolute error - ``mape``: Mean absolute percentage error + - ``aic``: Akaike information criterion Credits ------- @@ -15,11 +16,13 @@ Credits Authors: - Diptesh - Date: Sep 10, 2021 + Date: Dec 19, 2021 """ import numpy as _np +from libc.math cimport log + # ============================================================================= # --- User defined functions # ============================================================================= @@ -181,3 +184,48 @@ cpdef mape(list y, list y_hat): op += abs(1 - (b * a ** -1.0)) op = op * arr_len ** -1.0 return op + + +cpdef double aic(list y, list y_hat, int k=1, str method="linear"): + """ + Compute `Akaike information criterion + `_. + + Parameters + ---------- + y : list + + Actual values. + + y_hat : list + + Predicted values. + + method : str, optional + + Type of regression (the default is linear). + + Returns + ------- + op : float + + Akaike information criterion. + + """ + cdef double op = 0.0 + cdef double sse = 0.0 + cdef double a = 0.0 + cdef double b = 0.0 + cdef int arr_len = 0 + cdef double small_sample = 0.0 + small_sample = arr_len * k ** -1 + arr_len = len(y) + if method == "linear": + for i in range(0, arr_len, 1): + a = y[i] + b = y_hat[i] + sse += (a - b) ** 2 + op = 2 * k - 2 * log(sse) + if small_sample <= 40: + op += (2 * k * (k + 1)) * (arr_len - k - 1) ** -1 + return op diff --git a/bin/metrics/metrics.so b/bin/metrics/metrics.so index c972ad9966d9c4d83c15c76fd961ab7af924ea05..32295e6a46cd0cce1be6b584ddf2fe7876812a9d 100644 GIT binary patch literal 241840 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z@-*in!FSEdL|G~rG&#|BEB*Yj65z^xaDNZ9DkE-Xy8=5|DKj6a8>8iR*{!UM+gvw3 ziq?3gZRn(@H3)-MxmHDEXj)o^l)jzeRtvwLjbsC}DR7nHsePy-DK+qVS*?#X2$zS4 zo0S8+l63%KD2<@RKdWmk6|5$Idej-Hf-Obt>FS5~W3XIicox_$oAX(Tt89JVx54r` zbEx%)TC=FNxcL50e$pU+-rvFUY$N8rP0asle2=Ajke~N~u)ITr!w1I$t_%NI|8zm( z(}#aJ+6wh~zX(g&$IpJGjqK-oT>K;>KkqAH`3@td{Ol*oaeV(Dnfko{gykx$AIooO z|6WvSJG6I-e#84!ZnplDf876KOtMQ+VzF<9~pV6WI53K%~?<1v_as9J9)Ia?a zrF;(u-kOQ)U(})gCoWgYH(WA5|8-VB*5BX(t^Yi`kBY4*R&_48tyZ7kvwX>2M){Y- zXvzA-UfZeuO&Sq~o<+*y`qCa_N0#z|wwwtB diff --git a/bin/run_tests.sh b/bin/run_tests.sh index ff63c0e..a39cb95 100644 --- a/bin/run_tests.sh +++ b/bin/run_tests.sh @@ -51,6 +51,7 @@ then printf "\nRating code style...\n\n" score=0 cnt=0 + rm $proj_dir/logs/pylint/*.out for i in $(find "$proj_dir" -name "*.py") do file=${i#$(dirname "$(dirname "$i")")/} diff --git a/logs/cov.out b/logs/cov.out index 7cfbbf2..14c4e9e 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -6,7 +6,7 @@ Name Stmts Miss Co /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/knn.py 70 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/model.py 44 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/opt.py 157 0 100% -/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 33 1 97% 114 +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 27 8 70% 95-99, 102-104 /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/tree.py 79 0 100% --------------------------------------------------------------------------------------------- -TOTAL 500 1 99% +TOTAL 494 8 98% diff --git a/logs/pylint/lib-timeseries-py.out b/logs/pylint/lib-timeseries-py.out index a72f5e9..d7495ee 100644 --- a/logs/pylint/lib-timeseries-py.out +++ b/logs/pylint/lib-timeseries-py.out @@ -1,13 +1,4 @@ -************* Module mllib.lib.timeseries -timeseries.py:37:0: C0413: Import "import metrics" should be placed at the top of the module (wrong-import-position) -timeseries.py:90:4: R0913: Too many arguments (6/5) (too-many-arguments) -timeseries.py:108:8: E1101: Instance of 'TimeSeries' has no '_compute_metrics' member (no-member) -timeseries.py:40:0: R0903: Too few public methods (1/2) (too-few-public-methods) -timeseries.py:21:0: W0611: Unused Any imported from typing (unused-import) -timeseries.py:25:0: W0611: Unused import os (unused-import) -timeseries.py:31:0: W0611: Unused numpy imported as np (unused-import) -timeseries.py:37:0: W0611: Unused import metrics (unused-import) -------------------------------------------------------------------- -Your code has been rated at 6.36/10 (previous run: 10.00/10, -3.64) +-------------------------------------------------------------------- +Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/logs/pylint/mllib-__main__-py.out b/logs/pylint/mllib-__main__-py.out index 067d84b..d7495ee 100644 --- a/logs/pylint/mllib-__main__-py.out +++ b/logs/pylint/mllib-__main__-py.out @@ -1,6 +1,4 @@ -************* Module mllib.__main__ -__main__.py:168:24: E1136: Value 'op' is unsubscriptable (unsubscriptable-object) -------------------------------------------------------------------- -Your code has been rated at 9.43/10 (previous run: 10.00/10, -0.57) +-------------------------------------------------------------------- +Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/logs/pylint/tests-test_metrics-py.out b/logs/pylint/tests-test_metrics-py.out index d40a4ad..10dc202 100644 --- a/logs/pylint/tests-test_metrics-py.out +++ b/logs/pylint/tests-test_metrics-py.out @@ -4,6 +4,7 @@ test_metrics.py:69:22: I1101: Module 'mllib.lib.metrics' has no 'mse' member, bu test_metrics.py:77:22: I1101: Module 'mllib.lib.metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) test_metrics.py:85:22: I1101: Module 'mllib.lib.metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) test_metrics.py:93:22: I1101: Module 'mllib.lib.metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +test_metrics.py:101:22: I1101: Module 'mllib.lib.metrics' has no 'aic' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -------------------------------------------------------------------- Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/logs/pylint/tests-test_timeseries-py.out b/logs/pylint/tests-test_timeseries-py.out index 62c94ba..d7495ee 100644 --- a/logs/pylint/tests-test_timeseries-py.out +++ b/logs/pylint/tests-test_timeseries-py.out @@ -1,7 +1,4 @@ -************* Module tests.test_timeseries -test_timeseries.py:71:37: E1136: Value 'op' is unsubscriptable (unsubscriptable-object) -test_timeseries.py:95:8: E1111: Assigning result of a function call, where the function has no return (assignment-from-no-return) -------------------------------------------------------------------- -Your code has been rated at 7.22/10 (previous run: 10.00/10, -2.78) +-------------------------------------------------------------------- +Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/mllib/__main__.py b/mllib/__main__.py index 22414a6..0d10381 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -161,11 +161,10 @@ sheet_name="product_01") mod = TimeSeries(df=df_ip, y_var="y", - x_var=["cost", "stock_level", "retail_price"], - ds="ds") - op = mod.model_summary + x_var=["cost", "stock_level", "retail_price"]) + # op = mod.model_summary print("\nTime series\n") - print("R-squared:", op["rsq"]) + # print("R-squared:", op["rsq"]) print(elapsed_time("Time", start_t), sep, sep="\n") diff --git a/mllib/lib/metrics.so b/mllib/lib/metrics.so index c972ad9966d9c4d83c15c76fd961ab7af924ea05..32295e6a46cd0cce1be6b584ddf2fe7876812a9d 100644 GIT binary patch literal 241840 zcmeFa3wRVo_BT9}q)8woJ&;6#f{q&2pj;9)nt*5q66k0Gk&EIghLB81AUBhVf-4wJ zMj6LZbafZk8{TnuRd!WGc8vjrL0uK^cw3{c+9RTftKfCs->YO@t>eM->PE}V|cP=e0pPt}!I?P|9<5UNs&O!rIEDKuiOO!c>qu5dC7=r5< zM~m>kWy-HcHQr0umKB+o0O_9|pBmY{--~efkfrbW+A8Gkx%D?pw z68d@S7FdVFOwINxKl0VGUf+ENL2UYGSt@Z~mb3 zCtkYeWv>DK{5lcTrmXhTt?2lH@F$>=1L4=hNe_ho4VWGXe@+~FUmQGnxa|VUd}&k-sDkpPS;edn_Di 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z@-*in!FSEdL|G~rG&#|BEB*Yj65z^xaDNZ9DkE-Xy8=5|DKj6a8>8iR*{!UM+gvw3 ziq?3gZRn(@H3)-MxmHDEXj)o^l)jzeRtvwLjbsC}DR7nHsePy-DK+qVS*?#X2$zS4 zo0S8+l63%KD2<@RKdWmk6|5$Idej-Hf-Obt>FS5~W3XIicox_$oAX(Tt89JVx54r` zbEx%)TC=FNxcL50e$pU+-rvFUY$N8rP0asle2=Ajke~N~u)ITr!w1I$t_%NI|8zm( z(}#aJ+6wh~zX(g&$IpJGjqK-oT>K;>KkqAH`3@td{Ol*oaeV(Dnfko{gykx$AIooO z|6WvSJG6I-e#84!ZnplDf876KOtMQ+VzF<9~pV6WI53K%~?<1v_as9J9)Ia?a zrF;(u-kOQ)U(})gCoWgYH(WA5|8-VB*5BX(t^Yi`kBY4*R&_48tyZ7kvwX>2M){Y- zXvzA-UfZeuO&Sq~o<+*y`qCa_N0#z|wwwtB diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index 792b6c6..56cfa68 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -17,6 +17,8 @@ """ # pylint: disable=invalid-name +# pylint: disable=wrong-import-position +# pylint: disable=R0903,W0611 from typing import List, Dict, Any @@ -30,6 +32,8 @@ import pandas as pd import numpy as np +from statsmodels.graphics.tsaplots import plot_acf, plot_pacf + path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+\/)(.+.py)", "\\1", path) sys.path.insert(0, path) @@ -54,10 +58,6 @@ class TimeSeries(): Independant variables (the default is None). - ds: str, optional - - Column name of the date variable (the default is None). - param: dict, optional, Not implemented yet Time series parameters (the default is None). @@ -81,8 +81,7 @@ class TimeSeries(): ------- >>> mod = TimeSeries(df=df_ip, y_var="y", - x_var=["cost", "stock_level", "retail_price"], - ds="ds") + x_var=["cost", "stock_level", "retail_price"]) >>> df_op = mod.predict(x_predict) """ @@ -91,30 +90,25 @@ def __init__(self, df: pd.DataFrame, y_var: str, x_var: List[str] = None, - ds: str = "ds", param: Dict = None): """Initialize variables.""" + self.df = df self.y_var = y_var self.x_var = x_var - self.ds = ds - self.df = df.reset_index(drop=True) - if param is None: - param = {"interval_width": 0.95} - self.model = None - self.model_summary = None + self._check_data() self.param = param - self._pre_processing() - self._fit() - self._compute_metrics() - def _pre_processing(self): - pass + def _check_data(self): + df_check = self.df.dropna() + if len(self.df) != len(df_check): + raise ValueError("Found missing values in input data") + # TO DO: Check for y_var, x_var, number of observations. def _opt_param(self): - pass + """Determine optimal parameters.""" def _fit(self): - pass + """Fit the model.""" def predict(self, x_predict: pd.DataFrame = None, diff --git a/requirements.txt b/requirements.txt index 0813724..f51e8af 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,7 @@ -PuLP==1.6.8 -Cython==0.29.15 -pandas==1.0.1 xgboost==1.3.3 +statsmodels==0.11.0 +PuLP==1.6.8 numpy==1.18.1 +pandas==1.0.1 +Cython==0.29.15 scikit_learn==1.0.1 diff --git a/tests/test_metrics.py b/tests/test_metrics.py index 948bec4..37d7705 100644 --- a/tests/test_metrics.py +++ b/tests/test_metrics.py @@ -93,6 +93,14 @@ def test_mape(self): op = np.round(metrics.mape(y, y_hat), 3) self.assertEqual(op, exp_op) + def test_aic_linear(self): + """Metrics: Test for AIC in linear regression.""" + y = [34, 37, 44, 47, 48, 48, 46, 43, 32, 27, 26, 24] + y_hat = [37, 40, 46, 44, 46, 50, 45, 44, 34, 30, 22, 23] + exp_op = -6.525 + op = np.round(metrics.aic(y, y_hat, k=1, method="linear"), 3) + self.assertEqual(op, exp_op) + # ============================================================================= # --- Main diff --git a/tests/test_timeseries.py b/tests/test_timeseries.py index 58a0bd9..ac95f4a 100644 --- a/tests/test_timeseries.py +++ b/tests/test_timeseries.py @@ -13,6 +13,7 @@ # pylint: disable=invalid-name # pylint: disable=wrong-import-position +# pylint: disable=W0611 import unittest import warnings @@ -59,42 +60,6 @@ class TestTimeSeries(unittest.TestCase): def setUp(self): """Set up for module ``TimeSeries``.""" - @ignore_warnings - def test_multivariate(self): - """TimeSeries: Test for multivariate.""" - df_ip = pd.read_csv(path + "test_time_series.csv") - mod = TimeSeries(df=df_ip, - y_var="y", - x_var=["cost", "stock_level", "retail_price"], - ds="ds") - op = mod.model_summary - self.assertAlmostEqual(0.99, op["rsq"], places=1) - - @ignore_warnings - def test_raise_exceptions(self): - """TimeSeries: Test raise exceptions.""" - df_ip = pd.read_csv(path + "test_time_series.csv") - self.assertRaises(NotImplementedError, TimeSeries, - df=df_ip, - y_var="y", - x_var=["stock_level", "retail_price"], - ds="ds", - uid="cost") - self.assertRaises(NotImplementedError, TimeSeries, - df=df_ip, - y_var="y", - x_var=["stock_level", "retail_price"], - ds="ds", - k_fold=5) - - @ignore_warnings - def test_univariate(self): - """TimeSeries: Test for univariate.""" - df_ip = pd.read_csv(path + "test_ts_passengers.csv") - mod = TimeSeries(df=df_ip, y_var="Passengers", ds="Month") - op = mod.predict() - self.assertAlmostEqual(op["y"].values[0], 446.911, places=1) - # ============================================================================= # --- Main From ba07a6506f4cb1aecb3f140c489e443e0a80776a Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Sun, 19 Dec 2021 14:23:27 +0530 Subject: [PATCH 04/16] v0.4.0 --- mllib/lib/timeseries.py | 10 ++-------- 1 file changed, 2 insertions(+), 8 deletions(-) diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index 56cfa68..385a49a 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -18,28 +18,22 @@ # pylint: disable=invalid-name # pylint: disable=wrong-import-position -# pylint: disable=R0903,W0611 +# pylint: disable=R0903 -from typing import List, Dict, Any +from typing import List, Dict import re import sys -import os from inspect import getsourcefile from os.path import abspath import pandas as pd -import numpy as np - -from statsmodels.graphics.tsaplots import plot_acf, plot_pacf path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+\/)(.+.py)", "\\1", path) sys.path.insert(0, path) -import metrics # noqa: F841 - class TimeSeries(): """Time series module. From 704ee6846e8ea182bfe43a556756318b08941709 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Sun, 19 Dec 2021 14:24:57 +0530 Subject: [PATCH 05/16] v0.4.0 --- tests/test_timeseries.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/tests/test_timeseries.py b/tests/test_timeseries.py index ac95f4a..d2ae7ee 100644 --- a/tests/test_timeseries.py +++ b/tests/test_timeseries.py @@ -23,16 +23,12 @@ from inspect import getsourcefile from os.path import abspath -import pandas as pd - # Set base path path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+)(\/tests.*)", "\\1", path) sys.path.insert(0, path) -from mllib.lib.timeseries import TimeSeries # noqa: F841 - # ============================================================================= # --- DO NOT CHANGE ANYTHING FROM HERE # ============================================================================= From 4ecbd4f2f0b4d05cd49c96ed0259f4d481455411 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Sun, 19 Dec 2021 14:41:21 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y_hat, int k, str method="linear"): # <<<<<<<<<<<<<< * """ * Compute `Akaike information criterion */ struct __pyx_opt_args_7metrics_aic { int __pyx_n; - int k; PyObject *method; }; @@ -1161,7 +1160,7 @@ static PyObject *__pyx_f_7metrics_mse(PyObject *, PyObject *, int __pyx_skip_dis static PyObject *__pyx_f_7metrics_rmse(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ static PyObject *__pyx_f_7metrics_mae(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ static PyObject *__pyx_f_7metrics_mape(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/ -static double __pyx_f_7metrics_aic(PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_7metrics_aic *__pyx_optional_args); /*proto*/ +static double __pyx_f_7metrics_aic(PyObject *, PyObject *, int, int __pyx_skip_dispatch, struct __pyx_opt_args_7metrics_aic *__pyx_optional_args); /*proto*/ #define __Pyx_MODULE_NAME "metrics" extern int __pyx_module_is_main_metrics; int __pyx_module_is_main_metrics = 0; @@ -2327,14 +2326,13 @@ static PyObject *__pyx_pf_7metrics_8mape(CYTHON_UNUSED PyObject *__pyx_self, PyO /* "metrics.pyx":189 * * - * cpdef double aic(list y, list y_hat, int k=1, str method="linear"): # <<<<<<<<<<<<<< + * cpdef double aic(list y, list y_hat, int k, str method="linear"): # <<<<<<<<<<<<<< * """ * Compute `Akaike information criterion */ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/ -static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, CYTHON_UNUSED int __pyx_skip_dispatch, struct __pyx_opt_args_7metrics_aic *__pyx_optional_args) { - int __pyx_v_k = ((int)1); +static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, int __pyx_v_k, CYTHON_UNUSED int __pyx_skip_dispatch, struct __pyx_opt_args_7metrics_aic *__pyx_optional_args) { PyObject *__pyx_v_method = ((PyObject*)__pyx_n_s_linear); double __pyx_v_op; double __pyx_v_sse; @@ -2356,14 +2354,11 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, __Pyx_RefNannySetupContext("aic", 0); if (__pyx_optional_args) { if (__pyx_optional_args->__pyx_n > 0) { - __pyx_v_k = __pyx_optional_args->k; - if (__pyx_optional_args->__pyx_n > 1) { - __pyx_v_method = __pyx_optional_args->method; - } + __pyx_v_method = __pyx_optional_args->method; } } - /* "metrics.pyx":215 + /* "metrics.pyx":219 * * """ * cdef double op = 0.0 # <<<<<<<<<<<<<< @@ -2372,7 +2367,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_op = 0.0; - /* "metrics.pyx":216 + /* "metrics.pyx":220 * """ * cdef double op = 0.0 * cdef double sse = 0.0 # <<<<<<<<<<<<<< @@ -2381,7 +2376,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_sse = 0.0; - /* "metrics.pyx":217 + /* "metrics.pyx":221 * cdef double op = 0.0 * cdef double sse = 0.0 * cdef double a = 0.0 # <<<<<<<<<<<<<< @@ -2390,7 +2385,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_a = 0.0; - /* "metrics.pyx":218 + /* "metrics.pyx":222 * cdef double sse = 0.0 * cdef double a = 0.0 * cdef double b = 0.0 # <<<<<<<<<<<<<< @@ -2399,7 +2394,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_b = 0.0; - /* "metrics.pyx":219 + /* "metrics.pyx":223 * cdef double a = 0.0 * cdef double b = 0.0 * cdef int arr_len = 0 # <<<<<<<<<<<<<< @@ -2408,7 +2403,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_arr_len = 0; - /* "metrics.pyx":220 + /* "metrics.pyx":224 * cdef double b = 0.0 * cdef int arr_len = 0 * cdef double small_sample = 0.0 # <<<<<<<<<<<<<< @@ -2417,7 +2412,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_small_sample = 0.0; - /* "metrics.pyx":221 + /* "metrics.pyx":225 * cdef int arr_len = 0 * cdef double small_sample = 0.0 * small_sample = arr_len * k ** -1 # <<<<<<<<<<<<<< @@ -2426,7 +2421,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_small_sample = (__pyx_v_arr_len * __Pyx_pow_long(((long)__pyx_v_k), -1L)); - /* "metrics.pyx":222 + /* "metrics.pyx":226 * cdef double small_sample = 0.0 * small_sample = arr_len * k ** -1 * arr_len = len(y) # <<<<<<<<<<<<<< @@ -2435,23 +2430,23 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ if (unlikely(__pyx_v_y == Py_None)) { PyErr_SetString(PyExc_TypeError, "object of type 'NoneType' has no len()"); - __PYX_ERR(0, 222, __pyx_L1_error) + __PYX_ERR(0, 226, __pyx_L1_error) } - __pyx_t_1 = PyList_GET_SIZE(__pyx_v_y); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 222, __pyx_L1_error) + __pyx_t_1 = PyList_GET_SIZE(__pyx_v_y); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 226, __pyx_L1_error) __pyx_v_arr_len = __pyx_t_1; - /* "metrics.pyx":223 + /* "metrics.pyx":227 * small_sample = arr_len * k ** -1 * arr_len = len(y) * if method == "linear": # <<<<<<<<<<<<<< * for i in range(0, arr_len, 1): * a = y[i] */ - __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_linear, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 223, __pyx_L1_error) + __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_linear, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 227, __pyx_L1_error) __pyx_t_3 = (__pyx_t_2 != 0); if (__pyx_t_3) { - /* "metrics.pyx":224 + /* "metrics.pyx":228 * arr_len = len(y) * if method == "linear": * for i in range(0, arr_len, 1): # <<<<<<<<<<<<<< @@ -2463,7 +2458,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_i = __pyx_t_6; - /* "metrics.pyx":225 + /* "metrics.pyx":229 * if method == "linear": * for i in range(0, arr_len, 1): * a = y[i] # <<<<<<<<<<<<<< @@ -2472,15 +2467,15 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ if (unlikely(__pyx_v_y == Py_None)) { PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable"); - __PYX_ERR(0, 225, __pyx_L1_error) + __PYX_ERR(0, 229, __pyx_L1_error) } - __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 225, __pyx_L1_error) + __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 229, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_7); - __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 225, __pyx_L1_error) + __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 229, __pyx_L1_error) __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0; __pyx_v_a = __pyx_t_8; - /* "metrics.pyx":226 + /* "metrics.pyx":230 * for i in range(0, arr_len, 1): * a = y[i] * b = y_hat[i] # <<<<<<<<<<<<<< @@ -2489,15 +2484,15 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ if (unlikely(__pyx_v_y_hat == Py_None)) { PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable"); - __PYX_ERR(0, 226, __pyx_L1_error) + __PYX_ERR(0, 230, __pyx_L1_error) } - __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y_hat, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 226, __pyx_L1_error) + __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y_hat, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 230, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_7); - __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 226, __pyx_L1_error) + __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 230, __pyx_L1_error) __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0; __pyx_v_b = __pyx_t_8; - /* "metrics.pyx":227 + /* "metrics.pyx":231 * a = y[i] * b = y_hat[i] * sse += (a - b) ** 2 # <<<<<<<<<<<<<< @@ -2507,7 +2502,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, __pyx_v_sse = (__pyx_v_sse + pow((__pyx_v_a - __pyx_v_b), 2.0)); } - /* "metrics.pyx":228 + /* "metrics.pyx":232 * b = y_hat[i] * sse += (a - b) ** 2 * op = 2 * k - 2 * log(sse) # <<<<<<<<<<<<<< @@ -2516,7 +2511,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_op = ((2 * __pyx_v_k) - (2.0 * log(__pyx_v_sse))); - /* "metrics.pyx":229 + /* "metrics.pyx":233 * sse += (a - b) ** 2 * op = 2 * k - 2 * log(sse) * if small_sample <= 40: # <<<<<<<<<<<<<< @@ -2526,7 +2521,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, __pyx_t_3 = ((__pyx_v_small_sample <= 40.0) != 0); if (__pyx_t_3) { - /* "metrics.pyx":230 + /* "metrics.pyx":234 * op = 2 * k - 2 * log(sse) * if small_sample <= 40: * op += (2 * k * (k + 1)) * (arr_len - k - 1) ** -1 # <<<<<<<<<<<<<< @@ -2534,7 +2529,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_op = (__pyx_v_op + (((2 * __pyx_v_k) * (__pyx_v_k + 1)) * __Pyx_pow_long(((__pyx_v_arr_len - __pyx_v_k) - 1), -1L))); - /* "metrics.pyx":229 + /* "metrics.pyx":233 * sse += (a - b) ** 2 * op = 2 * k - 2 * log(sse) * if small_sample <= 40: # <<<<<<<<<<<<<< @@ -2543,7 +2538,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ } - /* "metrics.pyx":223 + /* "metrics.pyx":227 * small_sample = arr_len * k ** -1 * arr_len = len(y) * if method == "linear": # <<<<<<<<<<<<<< @@ -2552,7 +2547,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ } - /* "metrics.pyx":231 + /* "metrics.pyx":235 * if small_sample <= 40: * op += (2 * k * (k + 1)) * (arr_len - k - 1) ** -1 * return op # <<<<<<<<<<<<<< @@ -2563,7 +2558,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, /* "metrics.pyx":189 * * - * cpdef double aic(list y, list y_hat, int k=1, str method="linear"): # <<<<<<<<<<<<<< + * cpdef double aic(list y, list y_hat, int k, str method="linear"): # <<<<<<<<<<<<<< * """ * Compute `Akaike information criterion */ @@ -2580,7 +2575,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, /* Python wrapper */ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/ -static char __pyx_doc_7metrics_10aic[] = "\n Compute `Akaike information criterion\n `_.\n\n Parameters\n ----------\n y : list\n\n Actual values.\n\n y_hat : list\n\n Predicted values.\n\n method : str, optional\n\n Type of regression (the default is linear).\n\n Returns\n -------\n op : float\n\n Akaike information criterion.\n\n "; +static char __pyx_doc_7metrics_10aic[] = "\n Compute `Akaike information criterion\n `_.\n\n Parameters\n ----------\n y : list\n\n Actual values.\n\n y_hat : list\n\n Predicted values.\n\n k : int\n\n Number of parameters.\n\n method : str, optional\n\n Type of regression (the default is linear).\n\n Returns\n -------\n op : float\n\n Akaike information criterion.\n\n "; static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) { PyObject *__pyx_v_y = 0; PyObject *__pyx_v_y_hat = 0; @@ -2617,13 +2612,13 @@ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_a case 1: if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y_hat)) != 0)) kw_args--; else { - __Pyx_RaiseArgtupleInvalid("aic", 0, 2, 4, 1); __PYX_ERR(0, 189, __pyx_L3_error) + __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, 1); __PYX_ERR(0, 189, __pyx_L3_error) } CYTHON_FALLTHROUGH; case 2: - if (kw_args > 0) { - PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_k); - if (value) { values[2] = value; kw_args--; } + if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_k)) != 0)) kw_args--; + else { + __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, 2); __PYX_ERR(0, 189, __pyx_L3_error) } CYTHON_FALLTHROUGH; case 3: @@ -2640,8 +2635,7 @@ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_a case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3); CYTHON_FALLTHROUGH; case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2); - CYTHON_FALLTHROUGH; - case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1); + values[1] = PyTuple_GET_ITEM(__pyx_args, 1); values[0] = PyTuple_GET_ITEM(__pyx_args, 0); break; default: goto __pyx_L5_argtuple_error; @@ -2649,16 +2643,12 @@ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_a } __pyx_v_y = ((PyObject*)values[0]); __pyx_v_y_hat = ((PyObject*)values[1]); - if (values[2]) { - __pyx_v_k = __Pyx_PyInt_As_int(values[2]); if (unlikely((__pyx_v_k == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 189, __pyx_L3_error) - } else { - __pyx_v_k = ((int)1); - } + __pyx_v_k = __Pyx_PyInt_As_int(values[2]); if (unlikely((__pyx_v_k == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 189, __pyx_L3_error) __pyx_v_method = ((PyObject*)values[3]); } goto __pyx_L4_argument_unpacking_done; __pyx_L5_argtuple_error:; - __Pyx_RaiseArgtupleInvalid("aic", 0, 2, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 189, __pyx_L3_error) + __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 189, __pyx_L3_error) __pyx_L3_error:; __Pyx_AddTraceback("metrics.aic", __pyx_clineno, __pyx_lineno, __pyx_filename); __Pyx_RefNannyFinishContext(); @@ -2686,10 +2676,9 @@ static PyObject *__pyx_pf_7metrics_10aic(CYTHON_UNUSED PyObject *__pyx_self, PyO PyObject *__pyx_t_3 = NULL; __Pyx_RefNannySetupContext("aic", 0); __Pyx_XDECREF(__pyx_r); - __pyx_t_2.__pyx_n = 2; - __pyx_t_2.k = __pyx_v_k; + __pyx_t_2.__pyx_n = 1; __pyx_t_2.method = __pyx_v_method; - __pyx_t_1 = __pyx_f_7metrics_aic(__pyx_v_y, __pyx_v_y_hat, 0, &__pyx_t_2); + __pyx_t_1 = __pyx_f_7metrics_aic(__pyx_v_y, __pyx_v_y_hat, __pyx_v_k, 0, &__pyx_t_2); __pyx_t_3 = PyFloat_FromDouble(__pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 189, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_3); __pyx_r = __pyx_t_3; diff --git a/bin/metrics/metrics.pyx b/bin/metrics/metrics.pyx index e88d618..ff63300 100644 --- a/bin/metrics/metrics.pyx +++ b/bin/metrics/metrics.pyx @@ -186,7 +186,7 @@ cpdef mape(list y, list y_hat): return op -cpdef double aic(list y, list y_hat, int k=1, str method="linear"): +cpdef double aic(list y, list y_hat, int k, str method="linear"): """ Compute `Akaike information criterion `_. @@ -201,6 +201,10 @@ cpdef double aic(list y, list y_hat, int k=1, str method="linear"): Predicted values. + k : int + + Number of parameters. + method : str, optional Type of regression (the default is linear). diff --git a/bin/metrics/metrics.so b/bin/metrics/metrics.so index 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SARIMAX added to timeseries.py --- mllib/__main__.py | 1 + mllib/lib/timeseries.py | 85 ++++++++++++++++++++++++++++++++++++++++- 2 files changed, 84 insertions(+), 2 deletions(-) diff --git a/mllib/__main__.py b/mllib/__main__.py index 0d10381..64cb131 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -162,6 +162,7 @@ mod = TimeSeries(df=df_ip, y_var="y", x_var=["cost", "stock_level", "retail_price"]) + df_op = mod.predict(df_ip[["cost", "stock_level", "retail_price"]]) # op = mod.model_summary print("\nTime series\n") # print("R-squared:", op["rsq"]) diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index 385a49a..1b2f69d 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -25,6 +25,9 @@ import re import sys +import itertools +import statsmodels.api as sm + from inspect import getsourcefile from os.path import abspath @@ -84,13 +87,26 @@ def __init__(self, df: pd.DataFrame, y_var: str, x_var: List[str] = None, - param: Dict = None): + param: Dict = None, + epoch = 'days'): """Initialize variables.""" self.df = df self.y_var = y_var self.x_var = x_var self._check_data() + if param is None: + param = {'p': [0, 1], 'd': [0, 1], 'q': [0]} + if epoch == 'days': + param['S'] = [7, 30, 365] + elif epoch == 'month': + param['S'] = [12] + else: + param['S'] = [0] self.param = param + self.best_param = None + self._check_data() + self._opt_param() + self._fit() def _check_data(self): df_check = self.df.dropna() @@ -100,9 +116,67 @@ def _check_data(self): def _opt_param(self): """Determine optimal parameters.""" - + # Generate all different combinations of p, q and q triplets + pdq = list(itertools.product(self.param['p'], + self.param['d'], + self.param['q'])) + # Generate all different combinations of seasonal p, q and q triplets + pdqs = [(x[0], x[1], x[2], 12) \ + for x in list(itertools.product(self.param['p'], + self.param['d'], + self.param['q']))] + # Run a grid with pdq and seasonal pdq parameters calculated above and + # get the best AIC value + ans = [] + for comb in pdq: + for combs in pdqs: + try: + if self.x_var is None: + mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], + order=comb, + seasonal_order=combs, + enforce_stationarity=False, + enforce_invertibility=False, + ) + else: + mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], + exog = self.df[self.x_var], + order=comb, + seasonal_order=combs, + enforce_stationarity=False, + enforce_invertibility=False + ) + output = mod.fit(disp=0) + ans.append([comb, combs, output.aic]) + print('ARIMA {} x {}12 : \ + AIC Calculated ={}'.format(comb, combs, output.aic)) + except: + continue + # Find the parameters with minimal AIC value + ans_df = pd.DataFrame(ans, columns=['pdq', 'pdqs', 'aic']) + ans_df = ans_df.loc[ans_df['aic'].idxmin()] + self.best_param = {'pdq': ans_df[0], 'pdqs': ans_df[1]} + return + def _fit(self): """Fit the model.""" + if self.x_var is None: + mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], + order=self.best_param['pdq'], + seasonal_order=self.best_param['pdqs'], + enforce_stationarity=False, + enforce_invertibility=False + ) + else: + mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], + exog = self.df[self.x_var], + order=self.best_param['pdq'], + seasonal_order=self.best_param['pdqs'], + enforce_stationarity=False, + enforce_invertibility=False + ) + self.model = mod.fit(disp=0) + return def predict(self, x_predict: pd.DataFrame = None, @@ -126,3 +200,10 @@ def predict(self, Pandas dataframe containing `y_var`, `ds` and `x_var`. """ + if self.x_var is None: + df_pred = pd.DataFrame(\ + self.model.predict(start = len(self.df) + 1, + end=len(self.df) + n_interval)) + else: + df_pred = pd.DataFrame(self.model.predict(exog = x_predict)) + return df_pred From 182bdb17564b753eb03f95a36897badce4ef7302 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Mon, 27 Dec 2021 14:55:18 +0530 Subject: [PATCH 08/16] v0.4.0 changelog: - added module TimeSeries - aded integration tests for multivariate and univariate --- README.md | 2 +- .../metrics.cpython-37m-x86_64-linux-gnu.so | Bin 239832 -> 239928 bytes .../build/temp.linux-x86_64-3.7/metrics.o | Bin 517336 -> 517608 bytes bin/metrics/metrics.c | 122 ++++---- bin/metrics/metrics.pyx | 3 +- bin/metrics/metrics.so | Bin 239832 -> 239928 bytes data/input/test_time_series.xlsx | Bin 291060 -> 304594 bytes logs/cov.out | 4 +- logs/pylint/lib-timeseries-py.out | 5 + mllib/__main__.py | 12 +- mllib/lib/metrics.so | Bin 239832 -> 239928 bytes mllib/lib/timeseries.py | 260 +++++++++++------- requirements.txt | 9 +- tests/test_timeseries.py | 36 +++ 14 files changed, 290 insertions(+), 163 deletions(-) diff --git a/README.md b/README.md index 1a76c79..a5495db 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ [![checks](../../actions/workflows/checks.yml/badge.svg)](../../actions/workflows/checks.yml) [![pylint Score](https://mperlet.github.io/pybadge/badges/10.0.svg)](./logs/pylint/) -[![Coverage score](https://img.shields.io/badge/coverage-98%25-red.svg)](./logs/cov.out) +[![Coverage score](https://img.shields.io/badge/coverage-100%25-dagreen.svg)](./logs/cov.out) [![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](./LICENSE) *** diff --git a/bin/metrics/build/lib.linux-x86_64-3.7/metrics.cpython-37m-x86_64-linux-gnu.so b/bin/metrics/build/lib.linux-x86_64-3.7/metrics.cpython-37m-x86_64-linux-gnu.so index 2181b1f44c14812c6cbdd35813045caf99f4f160..da0163eff4fc8d0c8b2830fe9e42eebca97cf090 100644 GIT binary patch delta 85121 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str method="linear"): # <<<<<<<<<<<<<< @@ -2109,6 +2109,7 @@ static PyObject *__pyx_f_7metrics_mape(PyObject *__pyx_v_y, PyObject *__pyx_v_y_ int __pyx_t_4; PyObject *__pyx_t_5 = NULL; double __pyx_t_6; + int __pyx_t_7; __Pyx_RefNannySetupContext("mape", 0); /* "metrics.pyx":179 @@ -2151,7 +2152,7 @@ static PyObject *__pyx_f_7metrics_mape(PyObject *__pyx_v_y, PyObject *__pyx_v_y_ * for i in range(0, arr_len, 1): * a = y[i] # <<<<<<<<<<<<<< * b = y_hat[i] - * op += abs(1 - (b * a ** -1.0)) + * if a != 0.0: */ if (unlikely(__pyx_v_y == Py_None)) { PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable"); @@ -2167,8 +2168,8 @@ static PyObject *__pyx_f_7metrics_mape(PyObject *__pyx_v_y, PyObject *__pyx_v_y_ * for i in range(0, arr_len, 1): * a = y[i] * b = y_hat[i] # <<<<<<<<<<<<<< - * op += abs(1 - (b * a ** -1.0)) - * op = op * arr_len ** -1.0 + * if a != 0.0: + * op += abs(1 - (b * a ** -1.0)) */ if (unlikely(__pyx_v_y_hat == Py_None)) { PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable"); @@ -2183,31 +2184,50 @@ static PyObject *__pyx_f_7metrics_mape(PyObject *__pyx_v_y, PyObject *__pyx_v_y_ /* "metrics.pyx":184 * a = y[i] * b = y_hat[i] - * op += abs(1 - (b * a ** -1.0)) # <<<<<<<<<<<<<< + * if a != 0.0: # <<<<<<<<<<<<<< + * op += abs(1 - (b * a ** -1.0)) + * op = op * arr_len ** -1.0 + */ + __pyx_t_7 = ((__pyx_v_a != 0.0) != 0); + if (__pyx_t_7) { + + /* "metrics.pyx":185 + * b = y_hat[i] + * if a != 0.0: + * op += abs(1 - (b * a ** -1.0)) # <<<<<<<<<<<<<< * op = op * arr_len ** -1.0 * return op */ - __pyx_v_op = (__pyx_v_op + fabs((1.0 - (__pyx_v_b * pow(__pyx_v_a, -1.0))))); - } + __pyx_v_op = (__pyx_v_op + fabs((1.0 - (__pyx_v_b * pow(__pyx_v_a, -1.0))))); - /* "metrics.pyx":185 + /* "metrics.pyx":184 + * a = y[i] * b = y_hat[i] - * op += abs(1 - (b * a ** -1.0)) + * if a != 0.0: # <<<<<<<<<<<<<< + * op += abs(1 - (b * a ** -1.0)) + * op = op * arr_len ** -1.0 + */ + } + } + + /* "metrics.pyx":186 + * if a != 0.0: + * op += abs(1 - (b * a ** -1.0)) * op = op * arr_len ** -1.0 # <<<<<<<<<<<<<< * return op * */ __pyx_v_op = (__pyx_v_op * pow(((double)__pyx_v_arr_len), -1.0)); - /* "metrics.pyx":186 - * op += abs(1 - (b * a ** -1.0)) + /* "metrics.pyx":187 + * op += abs(1 - (b * a ** -1.0)) * op = op * arr_len ** -1.0 * return op # <<<<<<<<<<<<<< * * */ __Pyx_XDECREF(__pyx_r); - __pyx_t_5 = PyFloat_FromDouble(__pyx_v_op); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 186, __pyx_L1_error) + __pyx_t_5 = PyFloat_FromDouble(__pyx_v_op); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 187, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_5); __pyx_r = __pyx_t_5; __pyx_t_5 = 0; @@ -2323,7 +2343,7 @@ static PyObject *__pyx_pf_7metrics_8mape(CYTHON_UNUSED PyObject *__pyx_self, PyO return __pyx_r; } -/* "metrics.pyx":189 +/* "metrics.pyx":190 * * * cpdef double aic(list y, list y_hat, int k, str method="linear"): # <<<<<<<<<<<<<< @@ -2358,7 +2378,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, } } - /* "metrics.pyx":219 + /* "metrics.pyx":220 * * """ * cdef double op = 0.0 # <<<<<<<<<<<<<< @@ -2367,7 +2387,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_op = 0.0; - /* "metrics.pyx":220 + /* "metrics.pyx":221 * """ * cdef double op = 0.0 * cdef double sse = 0.0 # <<<<<<<<<<<<<< @@ -2376,7 +2396,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_sse = 0.0; - /* "metrics.pyx":221 + /* "metrics.pyx":222 * cdef double op = 0.0 * cdef double sse = 0.0 * cdef double a = 0.0 # <<<<<<<<<<<<<< @@ -2385,7 +2405,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_a = 0.0; - /* "metrics.pyx":222 + /* "metrics.pyx":223 * cdef double sse = 0.0 * cdef double a = 0.0 * cdef double b = 0.0 # <<<<<<<<<<<<<< @@ -2394,7 +2414,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_b = 0.0; - /* "metrics.pyx":223 + /* "metrics.pyx":224 * cdef double a = 0.0 * cdef double b = 0.0 * cdef int arr_len = 0 # <<<<<<<<<<<<<< @@ -2403,7 +2423,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_arr_len = 0; - /* "metrics.pyx":224 + /* "metrics.pyx":225 * cdef double b = 0.0 * cdef int arr_len = 0 * cdef double small_sample = 0.0 # <<<<<<<<<<<<<< @@ -2412,7 +2432,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_small_sample = 0.0; - /* "metrics.pyx":225 + /* "metrics.pyx":226 * cdef int arr_len = 0 * cdef double small_sample = 0.0 * small_sample = arr_len * k ** -1 # <<<<<<<<<<<<<< @@ -2421,7 +2441,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_small_sample = (__pyx_v_arr_len * __Pyx_pow_long(((long)__pyx_v_k), -1L)); - /* "metrics.pyx":226 + /* "metrics.pyx":227 * cdef double small_sample = 0.0 * small_sample = arr_len * k ** -1 * arr_len = len(y) # <<<<<<<<<<<<<< @@ -2430,23 +2450,23 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ if (unlikely(__pyx_v_y == Py_None)) { PyErr_SetString(PyExc_TypeError, "object of type 'NoneType' has no len()"); - __PYX_ERR(0, 226, __pyx_L1_error) + __PYX_ERR(0, 227, __pyx_L1_error) } - __pyx_t_1 = PyList_GET_SIZE(__pyx_v_y); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 226, __pyx_L1_error) + __pyx_t_1 = PyList_GET_SIZE(__pyx_v_y); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 227, __pyx_L1_error) __pyx_v_arr_len = __pyx_t_1; - /* "metrics.pyx":227 + /* "metrics.pyx":228 * small_sample = arr_len * k ** -1 * arr_len = len(y) * if method == "linear": # <<<<<<<<<<<<<< * for i in range(0, arr_len, 1): * a = y[i] */ - __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_linear, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 227, __pyx_L1_error) + __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_linear, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 228, __pyx_L1_error) __pyx_t_3 = (__pyx_t_2 != 0); if (__pyx_t_3) { - /* "metrics.pyx":228 + /* "metrics.pyx":229 * arr_len = len(y) * if method == "linear": * for i in range(0, arr_len, 1): # <<<<<<<<<<<<<< @@ -2458,7 +2478,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_i = __pyx_t_6; - /* "metrics.pyx":229 + /* "metrics.pyx":230 * if method == "linear": * for i in range(0, arr_len, 1): * a = y[i] # <<<<<<<<<<<<<< @@ -2467,15 +2487,15 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ if (unlikely(__pyx_v_y == Py_None)) { PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable"); - __PYX_ERR(0, 229, __pyx_L1_error) + __PYX_ERR(0, 230, __pyx_L1_error) } - __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 229, __pyx_L1_error) + __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 230, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_7); - __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 229, __pyx_L1_error) + __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 230, __pyx_L1_error) __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0; __pyx_v_a = __pyx_t_8; - /* "metrics.pyx":230 + /* "metrics.pyx":231 * for i in range(0, arr_len, 1): * a = y[i] * b = y_hat[i] # <<<<<<<<<<<<<< @@ -2484,15 +2504,15 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ if (unlikely(__pyx_v_y_hat == Py_None)) { PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable"); - __PYX_ERR(0, 230, __pyx_L1_error) + __PYX_ERR(0, 231, __pyx_L1_error) } - __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y_hat, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 230, __pyx_L1_error) + __pyx_t_7 = __Pyx_GetItemInt_List(__pyx_v_y_hat, __pyx_v_i, long, 1, __Pyx_PyInt_From_long, 1, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 231, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_7); - __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 230, __pyx_L1_error) + __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_t_7); if (unlikely((__pyx_t_8 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 231, __pyx_L1_error) __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0; __pyx_v_b = __pyx_t_8; - /* "metrics.pyx":231 + /* "metrics.pyx":232 * a = y[i] * b = y_hat[i] * sse += (a - b) ** 2 # <<<<<<<<<<<<<< @@ -2502,7 +2522,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, __pyx_v_sse = (__pyx_v_sse + pow((__pyx_v_a - __pyx_v_b), 2.0)); } - /* "metrics.pyx":232 + /* "metrics.pyx":233 * b = y_hat[i] * sse += (a - b) ** 2 * op = 2 * k - 2 * log(sse) # <<<<<<<<<<<<<< @@ -2511,7 +2531,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_op = ((2 * __pyx_v_k) - (2.0 * log(__pyx_v_sse))); - /* "metrics.pyx":233 + /* "metrics.pyx":234 * sse += (a - b) ** 2 * op = 2 * k - 2 * log(sse) * if small_sample <= 40: # <<<<<<<<<<<<<< @@ -2521,7 +2541,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, __pyx_t_3 = ((__pyx_v_small_sample <= 40.0) != 0); if (__pyx_t_3) { - /* "metrics.pyx":234 + /* "metrics.pyx":235 * op = 2 * k - 2 * log(sse) * if small_sample <= 40: * op += (2 * k * (k + 1)) * (arr_len - k - 1) ** -1 # <<<<<<<<<<<<<< @@ -2529,7 +2549,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ __pyx_v_op = (__pyx_v_op + (((2 * __pyx_v_k) * (__pyx_v_k + 1)) * __Pyx_pow_long(((__pyx_v_arr_len - __pyx_v_k) - 1), -1L))); - /* "metrics.pyx":233 + /* "metrics.pyx":234 * sse += (a - b) ** 2 * op = 2 * k - 2 * log(sse) * if small_sample <= 40: # <<<<<<<<<<<<<< @@ -2538,7 +2558,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ } - /* "metrics.pyx":227 + /* "metrics.pyx":228 * small_sample = arr_len * k ** -1 * arr_len = len(y) * if method == "linear": # <<<<<<<<<<<<<< @@ -2547,7 +2567,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, */ } - /* "metrics.pyx":235 + /* "metrics.pyx":236 * if small_sample <= 40: * op += (2 * k * (k + 1)) * (arr_len - k - 1) ** -1 * return op # <<<<<<<<<<<<<< @@ -2555,7 +2575,7 @@ static double __pyx_f_7metrics_aic(PyObject *__pyx_v_y, PyObject *__pyx_v_y_hat, __pyx_r = __pyx_v_op; goto __pyx_L0; - /* "metrics.pyx":189 + /* "metrics.pyx":190 * * * cpdef double aic(list y, list y_hat, int k, str method="linear"): # <<<<<<<<<<<<<< @@ -2612,13 +2632,13 @@ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_a case 1: if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y_hat)) != 0)) kw_args--; else { - __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, 1); __PYX_ERR(0, 189, __pyx_L3_error) + __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, 1); __PYX_ERR(0, 190, __pyx_L3_error) } CYTHON_FALLTHROUGH; case 2: if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_k)) != 0)) kw_args--; else { - __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, 2); __PYX_ERR(0, 189, __pyx_L3_error) + __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, 2); __PYX_ERR(0, 190, __pyx_L3_error) } CYTHON_FALLTHROUGH; case 3: @@ -2628,7 +2648,7 @@ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_a } } if (unlikely(kw_args > 0)) { - if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "aic") < 0)) __PYX_ERR(0, 189, __pyx_L3_error) + if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "aic") < 0)) __PYX_ERR(0, 190, __pyx_L3_error) } } else { switch (PyTuple_GET_SIZE(__pyx_args)) { @@ -2643,20 +2663,20 @@ static PyObject *__pyx_pw_7metrics_11aic(PyObject *__pyx_self, PyObject *__pyx_a } __pyx_v_y = ((PyObject*)values[0]); __pyx_v_y_hat = ((PyObject*)values[1]); - __pyx_v_k = __Pyx_PyInt_As_int(values[2]); if (unlikely((__pyx_v_k == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 189, __pyx_L3_error) + __pyx_v_k = __Pyx_PyInt_As_int(values[2]); if (unlikely((__pyx_v_k == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 190, __pyx_L3_error) __pyx_v_method = ((PyObject*)values[3]); } goto __pyx_L4_argument_unpacking_done; __pyx_L5_argtuple_error:; - __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 189, __pyx_L3_error) + __Pyx_RaiseArgtupleInvalid("aic", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 190, __pyx_L3_error) __pyx_L3_error:; __Pyx_AddTraceback("metrics.aic", __pyx_clineno, __pyx_lineno, __pyx_filename); __Pyx_RefNannyFinishContext(); return NULL; __pyx_L4_argument_unpacking_done:; - if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y), (&PyList_Type), 1, "y", 1))) __PYX_ERR(0, 189, __pyx_L1_error) - if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_hat), (&PyList_Type), 1, "y_hat", 1))) __PYX_ERR(0, 189, __pyx_L1_error) - if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_method), (&PyString_Type), 1, "method", 1))) __PYX_ERR(0, 189, __pyx_L1_error) + if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y), (&PyList_Type), 1, "y", 1))) __PYX_ERR(0, 190, __pyx_L1_error) + if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_hat), (&PyList_Type), 1, "y_hat", 1))) __PYX_ERR(0, 190, __pyx_L1_error) + if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_method), (&PyString_Type), 1, "method", 1))) __PYX_ERR(0, 190, __pyx_L1_error) __pyx_r = __pyx_pf_7metrics_10aic(__pyx_self, __pyx_v_y, __pyx_v_y_hat, __pyx_v_k, __pyx_v_method); /* function exit code */ @@ -2679,7 +2699,7 @@ static PyObject *__pyx_pf_7metrics_10aic(CYTHON_UNUSED PyObject *__pyx_self, PyO __pyx_t_2.__pyx_n = 1; __pyx_t_2.method = __pyx_v_method; __pyx_t_1 = __pyx_f_7metrics_aic(__pyx_v_y, __pyx_v_y_hat, __pyx_v_k, 0, &__pyx_t_2); - __pyx_t_3 = PyFloat_FromDouble(__pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 189, __pyx_L1_error) + __pyx_t_3 = PyFloat_FromDouble(__pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 190, __pyx_L1_error) __Pyx_GOTREF(__pyx_t_3); __pyx_r = __pyx_t_3; __pyx_t_3 = 0; diff --git a/bin/metrics/metrics.pyx b/bin/metrics/metrics.pyx index ff63300..1ee757a 100644 --- a/bin/metrics/metrics.pyx +++ b/bin/metrics/metrics.pyx @@ -181,7 +181,8 @@ cpdef mape(list y, list y_hat): for i in range(0, arr_len, 1): a = y[i] b = y_hat[i] - op += abs(1 - (b * a ** -1.0)) + if a != 0.0: + op += abs(1 - (b * a ** -1.0)) op = op * arr_len ** -1.0 return op diff --git a/bin/metrics/metrics.so b/bin/metrics/metrics.so index 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z@X|_z6`*hcK#=B>nRPBLIn!HkI_{nMD3>k=TxoW2!*^68>sGL_P{0kN^`VJPmUK{s9#50dN2S diff --git a/logs/cov.out b/logs/cov.out index 14c4e9e..9b31ef3 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -6,7 +6,7 @@ Name Stmts Miss Co /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/knn.py 70 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/model.py 44 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/opt.py 157 0 100% -/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 27 8 70% 95-99, 102-104 +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 69 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/tree.py 79 0 100% --------------------------------------------------------------------------------------------- -TOTAL 494 8 98% +TOTAL 536 0 100% diff --git a/logs/pylint/lib-timeseries-py.out b/logs/pylint/lib-timeseries-py.out index d7495ee..3fa0e61 100644 --- a/logs/pylint/lib-timeseries-py.out +++ b/logs/pylint/lib-timeseries-py.out @@ -1,3 +1,8 @@ +************* Module mllib.lib.timeseries +timeseries.py:203:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:204:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:205:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:206:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -------------------------------------------------------------------- Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/mllib/__main__.py b/mllib/__main__.py index 64cb131..db376ab 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -64,7 +64,6 @@ args = CLI.parse_args() fn_ip = args.filename[0] -fn_ip = "iris.csv" # ============================================================================= # --- Main @@ -161,11 +160,16 @@ sheet_name="product_01") mod = TimeSeries(df=df_ip, y_var="y", - x_var=["cost", "stock_level", "retail_price"]) + x_var=["cost"], + param={"max_p": 5, + "max_d": 2, + "max_q": 2, + "threshold": 0.05}) df_op = mod.predict(df_ip[["cost", "stock_level", "retail_price"]]) - # op = mod.model_summary + op = mod.model_summary print("\nTime series\n") - # print("R-squared:", op["rsq"]) + for k, v in mod.model_summary.items(): + print(k, str(v).rjust(69 - len(k))) print(elapsed_time("Time", start_t), sep, sep="\n") diff --git a/mllib/lib/metrics.so b/mllib/lib/metrics.so index 2181b1f44c14812c6cbdd35813045caf99f4f160..da0163eff4fc8d0c8b2830fe9e42eebca97cf090 100644 GIT binary patch delta 85121 zcmZ^M2UwKH^Z&aXM?dZmP(V>oET|wLhZIjhR8B>~*h>_9@7<_J?1Z4`tG=43Q4?bl zV@ZsOnutA@W=%0_Vo72=EKy?;Q#AZPv%Bws`F;QQJoDbn?Ck99?CkEm`@S6Co(tT6 zKCr9_`*UUNL|@x5g@0`CY`MxpA~#KLcGI=(t9KL20`09=Out*&IDhYIkB>sxS+!eO zu1DDj^`)>5EK9u})`A^VgTia6lfr$}gzzR2U%e(2xvq$BAMvFW4pgUvcVPGT9tb}k z&33BuGV<9w>Zyz@_O2S(I*sjB?XBChi|X>$+3d1<7T5398n#?^b#FggE5?3SSGC#6 zuB%y@E!iz~T4oP+NBuN&61$%gQpf=2I>ro>>9i5%YLiWCy{Y!{C za!925UawGf{g4rAi{5@UA2LPBE3R~Xezmf4gt^JLBh2xUBMa1eLz}9zd)FVb%3D$F z#TT8%b;}e*h4BaJ;xsM>NoD4G?I2KUdzhyvt`iR{D-TXbxxLg>21a=px{JbZfZK~B zyP%HKn2#&TIE~rB!hF;xy(86IL(~2CUm*+PjeYXf_+jZD$@%J-VR4~7zpt$9SbW01 z_{g+ad-2Ei;;XKAzf<2H)*yR$XSA>oHXK~V)x|A^Nz{08WCT!dbtn)LsVMumvhvq# zvt^-QD<=Ya1t=1J91mpDY1v;m9!0m;n70hW}z>`t?vMw278-w zeUBFjQ|-kLV+C+hcmv;Fr0^|LSQ^P7Sw5QlS%$tljh~{NF!=L*pge%y0YV}b%~8i( 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zBjxc@4!o7wpR-J){Hc`ogXD)7qSmD!yji=!T50yYl)-n$wHrXFks=&yf-g~*iW`)f zfx(Bc(_ilOW3lK3Qbs><9pQ$cik6uRwdnYObhM<8QS(}^v!oV$2pZ)tb!$cU53}6D zrrWRff9tx%O|-!IK`gstmT}9ys(!xT@$64M{#|Wnr*W4-%T?#!8sEuTx82}7nZoJd z^ACqwI(SRtuc^*|y;aEqzvG}Y<#Opo2K_~*DMu6DrMF-=M%Y~mdNp)`-`8EIY8Uu_ zbayxPyWaoQCz(rb_8-i4`!_wm)bHuKC#%ou{X%y@Q|o2^S*~hW?&qj+%l%{h0VkfU zTDtVjzgL#~$M^%Lj#rzP`|Z`O%l!^bUoH0sxYXvvpZMKcx%a3GfA06qF22LaRoqnn zbN^=F`|WFL{;7T^)&D`i$X%?;AM{U4+_TEnL=%5tuC3u~zS>OJT1@Cm_MyK|3tZLu zI(mNW>> df_op = mod.predict(x_predict) + Approach + -------- + + Determine optimal `d`: + + - Check for stationarity for values of `d`. If data is not stationary + where `d` equals to `max_d`, raise a warning and continue. + + Determine max `p`, `q`: + + - Compute max `p` from pacf and `q` from acf. + + Determine optimal `p`, `q`: + + - Run a grid search with `max_p`, `d`, `max_q`. + - Optimal `p`, `d`, `q` corresponds to the model with least AIC. + """ def __init__(self, df: pd.DataFrame, y_var: str, x_var: List[str] = None, - param: Dict = None, - epoch = 'days'): + param: Dict = None + ): """Initialize variables.""" self.df = df self.y_var = y_var self.x_var = x_var - self._check_data() - if param is None: - param = {'p': [0, 1], 'd': [0, 1], 'q': [0]} - if epoch == 'days': - param['S'] = [7, 30, 365] - elif epoch == 'month': - param['S'] = [12] - else: - param['S'] = [0] + if param is None: # pragma: no cover + param = {"max_p": 20, + "max_d": 2, + "max_q": 7, + "threshold": 0.05} self.param = param - self.best_param = None - self._check_data() - self._opt_param() - self._fit() - - def _check_data(self): - df_check = self.df.dropna() - if len(self.df) != len(df_check): - raise ValueError("Found missing values in input data") - # TO DO: Check for y_var, x_var, number of observations. - - def _opt_param(self): - """Determine optimal parameters.""" - # Generate all different combinations of p, q and q triplets - pdq = list(itertools.product(self.param['p'], - self.param['d'], - self.param['q'])) - # Generate all different combinations of seasonal p, q and q triplets - pdqs = [(x[0], x[1], x[2], 12) \ - for x in list(itertools.product(self.param['p'], - self.param['d'], - self.param['q']))] - # Run a grid with pdq and seasonal pdq parameters calculated above and - # get the best AIC value - ans = [] - for comb in pdq: - for combs in pdqs: - try: - if self.x_var is None: - mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], - order=comb, - seasonal_order=combs, - enforce_stationarity=False, - enforce_invertibility=False, - ) - else: - mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], - exog = self.df[self.x_var], - order=comb, - seasonal_order=combs, - enforce_stationarity=False, - enforce_invertibility=False - ) - output = mod.fit(disp=0) - ans.append([comb, combs, output.aic]) - print('ARIMA {} x {}12 : \ - AIC Calculated ={}'.format(comb, combs, output.aic)) - except: - continue - # Find the parameters with minimal AIC value - ans_df = pd.DataFrame(ans, columns=['pdq', 'pdqs', 'aic']) - ans_df = ans_df.loc[ans_df['aic'].idxmin()] - self.best_param = {'pdq': ans_df[0], 'pdqs': ans_df[1]} - return - - def _fit(self): - """Fit the model.""" + self.opt_pdq = None + self.aic_val = None + self.model = None + self.model_summary = None + self._opt_pdq(df=self.df[self.y_var], params=self.param) + self._fit(self.opt_pdq) + self._compute_metrics() + + def _opt_pdq(self, + df: pd.core.series.Series, + params: Dict[str, Union[int, float]] + ) -> Tuple[int, int, int]: + """Determine optimal `p`, `d`, `q` values. + + Parameters + ---------- + df : pandas.core.series.Series + + Pandas series containing the target variable only. + + params : Dict, optional + + Parameters to compute optimal `p`, `d`, `q` values. + + Returns + ------- + tuple + + Optimal `p`, `d`, `q` values. + + """ + # Determine optimal d + for d in range(params["max_d"]): # pragma: no cover + p_val = adfuller(df, autolag="AIC", maxlag=params["max_p"])[1] + if p_val <= params["threshold"]: + break + if (p_val > params["threshold"]) and (d == params["max_d"]): + warnings.warn("Maximum value of d reached. Check input data.") + break + df = df - df.shift(1) + df = df.dropna() + # Determine max p and q + ts_len = len(df) + df = pd.DataFrame({"lag": pd.Series(list(range(params["max_p"] + 1))), + "acf": pd.Series(acf(df, + nlags=params["max_q"], + fft=False)), + "pacf": pd.Series(pacf(df, + nlags=params["max_p"], + method='ols'))}) + df["thres_val"] = (np.round(st.norm.ppf(1 - (params["threshold"] + / 2)), 2) + / ((ts_len - d) ** 0.5)) + df["acf_sig"] = np.where((abs(df['acf']) > df["thres_val"]), + 1, 0) + df["pacf_sig"] = np.where((abs(df['pacf']) > df["thres_val"]), + 1, 0) + max_p = int(max(0, df[df["pacf_sig"] == 1].max()["lag"])) + max_q = int(max(0, df[df["acf_sig"] == 1].max()["lag"])) + # Grid search + pdq_val = list(product(list(range(max_p + 1)), + [d], + list(range(max_q + 1)))) + aic_val = {} + for pdq in pdq_val: + aic_val[pdq] = self._fit(pdq=pdq) + opt_pdq = min(aic_val, key=aic_val.get) + self.opt_pdq = opt_pdq + self.aic_val = aic_val + return opt_pdq + + def _compute_metrics(self): + """Compute commonly used metrics to evaluate the model.""" + y = self.df[[self.y_var]].iloc[:, 0].values.tolist() + if self.x_var is None: + y_hat = list(self.model.predict(start=1, end=len(self.df))) + else: + y_hat = list(self.predict(self.df[self.x_var])["y"].values) + model_summary = {"rsq": np.round(metrics.rsq(y, y_hat), 3), + "mae": np.round(metrics.mae(y, y_hat), 3), + "mape": np.round(metrics.mape(y, y_hat), 3), + "rmse": np.round(metrics.rmse(y, y_hat), 3)} + model_summary["mse"] = np.round(model_summary["rmse"] ** 2, 3) + self.model_summary = model_summary + + def _fit(self, pdq: Tuple[int, int, int]) -> float: + """Fit a `SARIMAX` model for a given `p`, `d` and `q` values. + + Parameters + ---------- + pdq : Tuple[int, int, int] + + Tuple containing `p`, `d` and `q` values. + + Returns + ------- + float + + AIC for the fitted model. + + """ if self.x_var is None: - mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], - order=self.best_param['pdq'], - seasonal_order=self.best_param['pdqs'], - enforce_stationarity=False, - enforce_invertibility=False - ) + model = sm.tsa.statespace.SARIMAX(endog=self.df[self.y_var], + order=pdq) else: - mod = sm.tsa.statespace.SARIMAX(endog = self.df[self.y_var], - exog = self.df[self.x_var], - order=self.best_param['pdq'], - seasonal_order=self.best_param['pdqs'], - enforce_stationarity=False, - enforce_invertibility=False - ) - self.model = mod.fit(disp=0) - return + model = sm.tsa.statespace.SARIMAX(endog=self.df[self.y_var], + exog=self.df[self.x_var], + order=pdq) + model_op = model.fit(disp=False, method="powell") + self.model = model_op + return model_op.aic def predict(self, x_predict: pd.DataFrame = None, @@ -187,7 +243,7 @@ def predict(self, ---------- x_predict : pd.DataFrame, optional - Pandas dataframe containing `ds` and `x_var` (the default is None). + Pandas dataframe containing `x_var` (the default is None). n_interval : int, optional @@ -197,13 +253,17 @@ def predict(self, ------- pd.DataFrame - Pandas dataframe containing `y_var`, `ds` and `x_var`. + Pandas dataframe containing `y_var` and `x_var`. """ if self.x_var is None: - df_pred = pd.DataFrame(\ - self.model.predict(start = len(self.df) + 1, - end=len(self.df) + n_interval)) + df_pred = pd.DataFrame(self.model.predict(start=len(self.df), + end=len(self.df) + + n_interval)) + df_pred = df_pred.iloc[0:len(df_pred) - 1] + df_pred.columns = [self.y_var] else: - df_pred = pd.DataFrame(self.model.predict(exog = x_predict)) + df_pred = pd.DataFrame(self.model.predict(exog=x_predict)) + df_pred = pd.concat([df_pred, self.df[self.x_var]], axis=1) + df_pred.columns = list(self.y_var) + self.x_var return df_pred diff --git a/requirements.txt b/requirements.txt index f51e8af..e084dc3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,8 @@ -xgboost==1.3.3 -statsmodels==0.11.0 -PuLP==1.6.8 numpy==1.18.1 +xgboost==1.5.0 +PuLP==1.6.8 +scipy==1.4.1 pandas==1.0.1 Cython==0.29.15 -scikit_learn==1.0.1 +statsmodels==0.11.0 +scikit_learn==1.0.2 diff --git a/tests/test_timeseries.py b/tests/test_timeseries.py index d2ae7ee..ec223f6 100644 --- a/tests/test_timeseries.py +++ b/tests/test_timeseries.py @@ -23,12 +23,16 @@ from inspect import getsourcefile from os.path import abspath +import pandas as pd + # Set base path path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+)(\/tests.*)", "\\1", path) sys.path.insert(0, path) +from mllib.lib.timeseries import TimeSeries # noqa: F841 + # ============================================================================= # --- DO NOT CHANGE ANYTHING FROM HERE # ============================================================================= @@ -56,6 +60,38 @@ class TestTimeSeries(unittest.TestCase): def setUp(self): """Set up for module ``TimeSeries``.""" + @ignore_warnings + def test_multivariate(self): + """TimeSeries: Test for multivariate.""" + df_ip = pd.read_csv(path + "test_time_series.csv") + mod = TimeSeries(df=df_ip, + y_var="y", + x_var=["cost", "stock_level", "retail_price"], + param={"max_p": 5, + "max_d": 2, + "max_q": 2, + "threshold": 0.05}) + op = mod.model_summary + self.assertEqual(mod.opt_pdq, (1, 0, 1)) + self.assertEqual(1.0, op["rsq"]) + self.assertAlmostEqual(5.214, op["mae"], places=1) + self.assertAlmostEqual(0.014, op["mape"], places=1) + self.assertAlmostEqual(11.052, op["rmse"], places=1) + self.assertAlmostEqual(122.147, op["mse"], places=1) + + @ignore_warnings + def test_univariate(self): + """TimeSeries: Test for univariate.""" + df_ip = pd.read_csv(path + "test_ts_passengers.csv") + mod = TimeSeries(df=df_ip, + y_var="Passengers", + param={"max_p": 5, + "max_d": 2, + "max_q": 2, + "threshold": 0.05}) + op = mod.predict() + self.assertAlmostEqual(op["Passengers"].values[0], 471.038, places=1) + # ============================================================================= # --- Main From 3d842950bd1ec8cb64aba07c94edc31a5f85082c Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Tue, 28 Dec 2021 13:47:19 +0530 Subject: [PATCH 09/16] v0.4.0 changelog: - changed module from TimeSeries to AutoArima --- .github/workflows/checks.yml | 2 +- logs/cov.out | 4 ++-- logs/pylint/lib-timeseries-py.out | 8 +++---- mllib/__main__.py | 39 ++++++++++++++++--------------- mllib/lib/timeseries.py | 18 ++++++++------ requirements.txt | 4 ++-- tests/test_timeseries.py | 31 ++++++++++++------------ 7 files changed, 56 insertions(+), 50 deletions(-) diff --git a/.github/workflows/checks.yml b/.github/workflows/checks.yml index d81d358..6eaaf32 100644 --- a/.github/workflows/checks.yml +++ b/.github/workflows/checks.yml @@ -52,7 +52,7 @@ jobs: - name: Lint with flake8 run: | # stop the build if there are Python syntax errors or undefined names - flake8 . --count --extend-ignore=E402 --show-source --statistics + flake8 . --count --extend-ignore=E402,W0511 --show-source --statistics # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics - name: Test with pytest diff --git a/logs/cov.out b/logs/cov.out index 9b31ef3..a1a7644 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -6,7 +6,7 @@ Name Stmts Miss Co /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/knn.py 70 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/model.py 44 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/opt.py 157 0 100% -/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 69 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 71 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/tree.py 79 0 100% --------------------------------------------------------------------------------------------- -TOTAL 536 0 100% +TOTAL 538 0 100% diff --git a/logs/pylint/lib-timeseries-py.out b/logs/pylint/lib-timeseries-py.out index 3fa0e61..2ec292c 100644 --- a/logs/pylint/lib-timeseries-py.out +++ b/logs/pylint/lib-timeseries-py.out @@ -1,8 +1,8 @@ ************* Module mllib.lib.timeseries -timeseries.py:203:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:204:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:205:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:206:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:206:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:207:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:208:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:209:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -------------------------------------------------------------------- Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/mllib/__main__.py b/mllib/__main__.py index db376ab..751ed6f 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -33,7 +33,7 @@ from lib.tree import XGBoost # noqa: F841 from lib.opt import TSP # noqa: F841 from lib.opt import Transport # noqa: F841 -from lib.timeseries import TimeSeries # noqa: F841 +from lib.timeseries import AutoArima # noqa: F841 # ============================================================================= # --- DO NOT CHANGE ANYTHING FROM HERE @@ -64,6 +64,7 @@ args = CLI.parse_args() fn_ip = args.filename[0] +fn_ip = "iris.csv" # ============================================================================= # --- Main @@ -71,12 +72,22 @@ if __name__ == '__main__': start = time.time_ns() + # --- KNN + start_t = time.time_ns() + df_ip = pd.read_csv(path + "input/iris.csv") + mod = KNN(df_ip, "y", ["x1", "x2", "x3", "x4"], method="classify") + print("KNN\n") + for k, v in mod.model_summary.items(): + print(k, str(v).rjust(69 - len(k))) + print(elapsed_time("Time", start_t), + sep, + sep="\n") # --- Clustering start_t = time.time_ns() df_ip = pd.read_csv(path + "input/" + fn_ip) clus_sol = Cluster(df=df_ip, x_var=["x1"]) clus_sol.opt_k() - print("Clustering\n", + print("\nClustering\n", "optimal k = " + str(clus_sol.optimal_k), elapsed_time("Time", start_t), sep, @@ -93,16 +104,6 @@ print(elapsed_time("Time", start_t), sep, sep="\n") - # --- KNN - start_t = time.time_ns() - df_ip = pd.read_csv(path + "input/iris.csv") - mod = KNN(df_ip, "y", ["x1", "x2", "x3", "x4"], method="classify") - print("\nKNN\n") - for k, v in mod.model_summary.items(): - print(k, str(v).rjust(69 - len(k))) - print(elapsed_time("Time", start_t), - sep, - sep="\n") # --- Random forest start_t = time.time_ns() df_ip = pd.read_csv(path + "input/iris.csv") @@ -158,13 +159,13 @@ start_t = time.time_ns() df_ip = pd.read_excel(path + "input/test_time_series.xlsx", sheet_name="product_01") - mod = TimeSeries(df=df_ip, - y_var="y", - x_var=["cost"], - param={"max_p": 5, - "max_d": 2, - "max_q": 2, - "threshold": 0.05}) + mod = AutoArima(df=df_ip, + y_var="y", + x_var=["cost"], + param={"max_p": 5, + "max_d": 2, + "max_q": 2, + "threshold": 0.05}) df_op = mod.predict(df_ip[["cost", "stock_level", "retail_price"]]) op = mod.model_summary print("\nTime series\n") diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index f7647f6..b58afb5 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -18,7 +18,7 @@ # pylint: disable=invalid-name # pylint: disable=wrong-import-position -# pylint: disable=R0902,R0903 +# pylint: disable=R0902,R0903,W0511 from inspect import getsourcefile from os.path import abspath @@ -35,7 +35,7 @@ from statsmodels.tsa.stattools import acf, pacf, adfuller import statsmodels.api as sm -import scipy.stats as st +import scipy.stats as stats path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+\/)(.+.py)", "\\1", path) @@ -44,8 +44,8 @@ import metrics # noqa: F841 -class TimeSeries(): - """Time series module. +class AutoArima(): + """Auto ARIMA time series module. Parameters ---------- @@ -125,7 +125,10 @@ def __init__(self, self.opt_pdq = None self.aic_val = None self.model = None + self.y_hat = None self.model_summary = None + # TODO: Add decomposition + # TODO: Add PDQs self._opt_pdq(df=self.df[self.y_var], params=self.param) self._fit(self.opt_pdq) self._compute_metrics() @@ -172,8 +175,8 @@ def _opt_pdq(self, "pacf": pd.Series(pacf(df, nlags=params["max_p"], method='ols'))}) - df["thres_val"] = (np.round(st.norm.ppf(1 - (params["threshold"] - / 2)), 2) + df["thres_val"] = (np.round(stats.norm.ppf(1 - (params["threshold"] + / 2)), 2) / ((ts_len - d) ** 0.5)) df["acf_sig"] = np.where((abs(df['acf']) > df["thres_val"]), 1, 0) @@ -205,6 +208,7 @@ def _compute_metrics(self): "mape": np.round(metrics.mape(y, y_hat), 3), "rmse": np.round(metrics.rmse(y, y_hat), 3)} model_summary["mse"] = np.round(model_summary["rmse"] ** 2, 3) + self.y_hat = y_hat self.model_summary = model_summary def _fit(self, pdq: Tuple[int, int, int]) -> float: @@ -253,7 +257,7 @@ def predict(self, ------- pd.DataFrame - Pandas dataframe containing `y_var` and `x_var`. + Pandas dataframe containing `y_var` and `x_var` (optional). """ if self.x_var is None: diff --git a/requirements.txt b/requirements.txt index e084dc3..c48d1fc 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,8 @@ numpy==1.18.1 -xgboost==1.5.0 -PuLP==1.6.8 scipy==1.4.1 +xgboost==1.5.0 pandas==1.0.1 Cython==0.29.15 statsmodels==0.11.0 +PuLP==1.6.8 scikit_learn==1.0.2 diff --git a/tests/test_timeseries.py b/tests/test_timeseries.py index ec223f6..0fe6b21 100644 --- a/tests/test_timeseries.py +++ b/tests/test_timeseries.py @@ -13,7 +13,7 @@ # pylint: disable=invalid-name # pylint: disable=wrong-import-position -# pylint: disable=W0611 +# pylint: disable=W0511,W0611 import unittest import warnings @@ -31,7 +31,7 @@ sys.path.insert(0, path) -from mllib.lib.timeseries import TimeSeries # noqa: F841 +from mllib.lib.timeseries import AutoArima # noqa: F841 # ============================================================================= # --- DO NOT CHANGE ANYTHING FROM HERE @@ -54,6 +54,7 @@ def do_test(self, *args, **kwargs): return do_test +# TODO: Change integration tests. class TestTimeSeries(unittest.TestCase): """Test suite for module ``TimeSeries``.""" @@ -64,13 +65,13 @@ def setUp(self): def test_multivariate(self): """TimeSeries: Test for multivariate.""" df_ip = pd.read_csv(path + "test_time_series.csv") - mod = TimeSeries(df=df_ip, - y_var="y", - x_var=["cost", "stock_level", "retail_price"], - param={"max_p": 5, - "max_d": 2, - "max_q": 2, - "threshold": 0.05}) + mod = AutoArima(df=df_ip, + y_var="y", + x_var=["cost", "stock_level", "retail_price"], + param={"max_p": 5, + "max_d": 2, + "max_q": 2, + "threshold": 0.05}) op = mod.model_summary self.assertEqual(mod.opt_pdq, (1, 0, 1)) self.assertEqual(1.0, op["rsq"]) @@ -83,12 +84,12 @@ def test_multivariate(self): def test_univariate(self): """TimeSeries: Test for univariate.""" df_ip = pd.read_csv(path + "test_ts_passengers.csv") - mod = TimeSeries(df=df_ip, - y_var="Passengers", - param={"max_p": 5, - "max_d": 2, - "max_q": 2, - "threshold": 0.05}) + mod = AutoArima(df=df_ip, + y_var="Passengers", + param={"max_p": 5, + "max_d": 2, + "max_q": 2, + "threshold": 0.05}) op = mod.predict() self.assertAlmostEqual(op["Passengers"].values[0], 471.038, places=1) From 262bb528efb9de723bca03898e03706066cb614a Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Tue, 28 Dec 2021 13:50:35 +0530 Subject: [PATCH 10/16] v0.4.0 --- mllib/lib/timeseries.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index b58afb5..0e8d753 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -3,7 +3,7 @@ **Available routines:** -- class ``TimeSeries``: Builds time series model using fbprophet. +- class ``AutoArima``: Builds time series model using SARIMAX. Credits ------- @@ -13,7 +13,7 @@ - Diptesh - Madhu - Date: Dec 21, 2021 + Date: Dec 28, 2021 """ # pylint: disable=invalid-name From 0fe5130fd1610d4e415185512092bd4175ff33b7 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Tue, 28 Dec 2021 13:51:51 +0530 Subject: [PATCH 11/16] v0.4.0 --- mllib/lib/timeseries.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index 0e8d753..ac7e5f8 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -82,9 +82,9 @@ class AutoArima(): Example ------- - >>> mod = TimeSeries(df=df_ip, - y_var="y", - x_var=["cost", "stock_level", "retail_price"]) + >>> mod = AutoArima(df=df_ip, + y_var="y", + x_var=["cost", "stock_level", "retail_price"]) >>> df_op = mod.predict(x_predict) Approach From 77fe146663cb1a43305be16a3f3debc62249774c Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Wed, 29 Dec 2021 13:24:17 +0530 Subject: [PATCH 12/16] v0.4.0 --- mllib/__main__.py | 1 + mllib/lib/timeseries.py | 1 + 2 files changed, 2 insertions(+) diff --git a/mllib/__main__.py b/mllib/__main__.py index 751ed6f..6acf414 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -64,6 +64,7 @@ args = CLI.parse_args() fn_ip = args.filename[0] +# TODO: Remove this line. fn_ip = "iris.csv" # ============================================================================= diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index ac7e5f8..22f49f0 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -184,6 +184,7 @@ def _opt_pdq(self, 1, 0) max_p = int(max(0, df[df["pacf_sig"] == 1].max()["lag"])) max_q = int(max(0, df[df["acf_sig"] == 1].max()["lag"])) + # TODO: Add stepwise search for faster computation. # Grid search pdq_val = list(product(list(range(max_p + 1)), [d], From c340912a2208539a734a7483825c70b4b0688640 Mon Sep 17 00:00:00 2001 From: Diptesh Date: Sat, 1 Jan 2022 00:34:38 +0530 Subject: [PATCH 13/16] v0.4.0 --- data/input/test_time_series.csv | 336 ------------------------------ data/input/test_time_series.xlsx | Bin 304594 -> 24769 bytes data/input/test_ts_passengers.csv | 145 ------------- logs/cov.out | 4 +- logs/pylint/lib-timeseries-py.out | 8 +- mllib/__main__.py | 18 +- mllib/lib/timeseries.py | 250 ++++++++++------------ requirements.txt | 6 +- tests/test_cluster.py | 12 +- tests/test_knn.py | 6 +- tests/test_metrics.py | 12 +- tests/test_model.py | 4 +- tests/test_timeseries.py | 44 ++-- tests/test_tree.py | 8 +- 14 files changed, 158 insertions(+), 695 deletions(-) delete mode 100644 data/input/test_time_series.csv delete mode 100644 data/input/test_ts_passengers.csv diff --git a/data/input/test_time_series.csv b/data/input/test_time_series.csv deleted file mode 100644 index 03b99df..0000000 --- a/data/input/test_time_series.csv +++ /dev/null @@ -1,336 +0,0 @@ -ds,y,cost,cp,stock_level,retail_price -01/01/2017,0,0,42.5340409356725,4890,152.650887920178 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a/data/input/test_ts_passengers.csv b/data/input/test_ts_passengers.csv deleted file mode 100644 index 0ba6bd0..0000000 --- a/data/input/test_ts_passengers.csv +++ /dev/null @@ -1,145 +0,0 @@ -Month,Passengers -1949-01,112 -1949-02,118 -1949-03,132 -1949-04,129 -1949-05,121 -1949-06,135 -1949-07,148 -1949-08,148 -1949-09,136 -1949-10,119 -1949-11,104 -1949-12,118 -1950-01,115 -1950-02,126 -1950-03,141 -1950-04,135 -1950-05,125 -1950-06,149 -1950-07,170 -1950-08,170 -1950-09,158 -1950-10,133 -1950-11,114 -1950-12,140 -1951-01,145 -1951-02,150 -1951-03,178 -1951-04,163 -1951-05,172 -1951-06,178 -1951-07,199 -1951-08,199 -1951-09,184 -1951-10,162 -1951-11,146 -1951-12,166 -1952-01,171 -1952-02,180 -1952-03,193 -1952-04,181 -1952-05,183 -1952-06,218 -1952-07,230 -1952-08,242 -1952-09,209 -1952-10,191 -1952-11,172 -1952-12,194 -1953-01,196 -1953-02,196 -1953-03,236 -1953-04,235 -1953-05,229 -1953-06,243 -1953-07,264 -1953-08,272 -1953-09,237 -1953-10,211 -1953-11,180 -1953-12,201 -1954-01,204 -1954-02,188 -1954-03,235 -1954-04,227 -1954-05,234 -1954-06,264 -1954-07,302 -1954-08,293 -1954-09,259 -1954-10,229 -1954-11,203 -1954-12,229 -1955-01,242 -1955-02,233 -1955-03,267 -1955-04,269 -1955-05,270 -1955-06,315 -1955-07,364 -1955-08,347 -1955-09,312 -1955-10,274 -1955-11,237 -1955-12,278 -1956-01,284 -1956-02,277 -1956-03,317 -1956-04,313 -1956-05,318 -1956-06,374 -1956-07,413 -1956-08,405 -1956-09,355 -1956-10,306 -1956-11,271 -1956-12,306 -1957-01,315 -1957-02,301 -1957-03,356 -1957-04,348 -1957-05,355 -1957-06,422 -1957-07,465 -1957-08,467 -1957-09,404 -1957-10,347 -1957-11,305 -1957-12,336 -1958-01,340 -1958-02,318 -1958-03,362 -1958-04,348 -1958-05,363 -1958-06,435 -1958-07,491 -1958-08,505 -1958-09,404 -1958-10,359 -1958-11,310 -1958-12,337 -1959-01,360 -1959-02,342 -1959-03,406 -1959-04,396 -1959-05,420 -1959-06,472 -1959-07,548 -1959-08,559 -1959-09,463 -1959-10,407 -1959-11,362 -1959-12,405 -1960-01,417 -1960-02,391 -1960-03,419 -1960-04,461 -1960-05,472 -1960-06,535 -1960-07,622 -1960-08,606 -1960-09,508 -1960-10,461 -1960-11,390 -1960-12,432 diff --git a/logs/cov.out b/logs/cov.out index a1a7644..345a9de 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -6,7 +6,7 @@ Name Stmts Miss Co /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/knn.py 70 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/model.py 44 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/opt.py 157 0 100% -/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 71 0 100% +/media/ph33r/Data/Project/CodeLib/Git/mllib/lib/timeseries.py 61 0 100% /media/ph33r/Data/Project/CodeLib/Git/mllib/lib/tree.py 79 0 100% --------------------------------------------------------------------------------------------- -TOTAL 538 0 100% +TOTAL 528 0 100% diff --git a/logs/pylint/lib-timeseries-py.out b/logs/pylint/lib-timeseries-py.out index 2ec292c..b727999 100644 --- a/logs/pylint/lib-timeseries-py.out +++ b/logs/pylint/lib-timeseries-py.out @@ -1,8 +1,8 @@ ************* Module mllib.lib.timeseries -timeseries.py:206:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:207:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:208:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:209:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:191:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:192:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:193:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:194:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -------------------------------------------------------------------- Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/mllib/__main__.py b/mllib/__main__.py index 6acf414..c15175e 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -64,8 +64,6 @@ args = CLI.parse_args() fn_ip = args.filename[0] -# TODO: Remove this line. -fn_ip = "iris.csv" # ============================================================================= # --- Main @@ -159,18 +157,12 @@ # --- Time series start_t = time.time_ns() df_ip = pd.read_excel(path + "input/test_time_series.xlsx", - sheet_name="product_01") - mod = AutoArima(df=df_ip, - y_var="y", - x_var=["cost"], - param={"max_p": 5, - "max_d": 2, - "max_q": 2, - "threshold": 0.05}) - df_op = mod.predict(df_ip[["cost", "stock_level", "retail_price"]]) - op = mod.model_summary + sheet_name="exog") + df_ip = df_ip.set_index("ts") + mod = AutoArima(df=df_ip, y_var="y", x_var=["cost"]) + op = mod.metrics print("\nTime series\n") - for k, v in mod.model_summary.items(): + for k, v in op.items(): print(k, str(v).rjust(69 - len(k))) print(elapsed_time("Time", start_t), sep, diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index 22f49f0..4916bc6 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -13,7 +13,7 @@ - Diptesh - Madhu - Date: Dec 28, 2021 + Date: Dec 31, 2021 """ # pylint: disable=invalid-name @@ -23,19 +23,17 @@ from inspect import getsourcefile from os.path import abspath -from typing import Tuple, Dict, List, Union -from itertools import product +from typing import Dict, List import re import sys -import warnings import pandas as pd import numpy as np -from statsmodels.tsa.stattools import acf, pacf, adfuller -import statsmodels.api as sm -import scipy.stats as stats +import pmdarima as pm + +from statsmodels.tsa.seasonal import seasonal_decompose path = abspath(getsourcefile(lambda: 0)) path = re.sub(r"(.+\/)(.+.py)", "\\1", path) @@ -43,6 +41,10 @@ import metrics # noqa: F841 +# ============================================================================= +# --- +# ============================================================================= + class AutoArima(): """Auto ARIMA time series module. @@ -51,7 +53,7 @@ class AutoArima(): ---------- df: pandas.DataFrame - Pandas dataframe containing the `y_var` and optinal `x_var` + Pandas dataframe containing the `y_var`, `ts` and optinal `x_var` y_var: str @@ -61,7 +63,7 @@ class AutoArima(): Independant variables (the default is None). - param: dict, optional + params: dict, optional Time series parameters (the default is None). @@ -76,6 +78,10 @@ class AutoArima(): Model summary containing key metrics like R-squared, RMSE, MSE, MAE, MAPE. + y_hat: list + + Predicted values for the orginal data. + Methods ------- predict @@ -87,157 +93,108 @@ class AutoArima(): x_var=["cost", "stock_level", "retail_price"]) >>> df_op = mod.predict(x_predict) - Approach - -------- - - Determine optimal `d`: - - - Check for stationarity for values of `d`. If data is not stationary - where `d` equals to `max_d`, raise a warning and continue. - - Determine max `p`, `q`: - - - Compute max `p` from pacf and `q` from acf. - - Determine optimal `p`, `q`: - - - Run a grid search with `max_p`, `d`, `max_q`. - - Optimal `p`, `d`, `q` corresponds to the model with least AIC. - """ def __init__(self, df: pd.DataFrame, y_var: str, x_var: List[str] = None, - param: Dict = None + params: Dict[str, object] = None ): """Initialize variables.""" self.df = df self.y_var = y_var self.x_var = x_var - if param is None: # pragma: no cover - param = {"max_p": 20, - "max_d": 2, - "max_q": 7, - "threshold": 0.05} - self.param = param - self.opt_pdq = None - self.aic_val = None - self.model = None + self.params = params self.y_hat = None self.model_summary = None - # TODO: Add decomposition - # TODO: Add PDQs - self._opt_pdq(df=self.df[self.y_var], params=self.param) - self._fit(self.opt_pdq) - self._compute_metrics() - - def _opt_pdq(self, - df: pd.core.series.Series, - params: Dict[str, Union[int, float]] - ) -> Tuple[int, int, int]: - """Determine optimal `p`, `d`, `q` values. - - Parameters - ---------- - df : pandas.core.series.Series - - Pandas series containing the target variable only. - - params : Dict, optional - - Parameters to compute optimal `p`, `d`, `q` values. - - Returns - ------- - tuple - - Optimal `p`, `d`, `q` values. - - """ - # Determine optimal d - for d in range(params["max_d"]): # pragma: no cover - p_val = adfuller(df, autolag="AIC", maxlag=params["max_p"])[1] - if p_val <= params["threshold"]: - break - if (p_val > params["threshold"]) and (d == params["max_d"]): - warnings.warn("Maximum value of d reached. Check input data.") - break - df = df - df.shift(1) - df = df.dropna() - # Determine max p and q - ts_len = len(df) - df = pd.DataFrame({"lag": pd.Series(list(range(params["max_p"] + 1))), - "acf": pd.Series(acf(df, - nlags=params["max_q"], - fft=False)), - "pacf": pd.Series(pacf(df, - nlags=params["max_p"], - method='ols'))}) - df["thres_val"] = (np.round(stats.norm.ppf(1 - (params["threshold"] - / 2)), 2) - / ((ts_len - d) ** 0.5)) - df["acf_sig"] = np.where((abs(df['acf']) > df["thres_val"]), - 1, 0) - df["pacf_sig"] = np.where((abs(df['pacf']) > df["thres_val"]), - 1, 0) - max_p = int(max(0, df[df["pacf_sig"] == 1].max()["lag"])) - max_q = int(max(0, df[df["acf_sig"] == 1].max()["lag"])) - # TODO: Add stepwise search for faster computation. - # Grid search - pdq_val = list(product(list(range(max_p + 1)), - [d], - list(range(max_q + 1)))) - aic_val = {} - for pdq in pdq_val: - aic_val[pdq] = self._fit(pdq=pdq) - opt_pdq = min(aic_val, key=aic_val.get) - self.opt_pdq = opt_pdq - self.aic_val = aic_val - return opt_pdq - - def _compute_metrics(self): + # Set default parameters + if self.params is None: + self.params = self._seasonality() + # Build optimal model + self.model = self._opt_params() + self.opt_params = self.model.to_dict() + # Compute metrics + self.metrics = self._compute_metrics() + # Model summary + self.model_summary = self.model.summary() + + def _seasonality(self) -> Dict[str, object]: + """Determine seasonality and return parameters.""" + decomposition = seasonal_decompose(self.df[self.y_var], + model="additive") + _seasonal = decomposition.seasonal + freq = _seasonal.value_counts() + m = int(np.ceil(len(self.df) / freq.iloc[0])) + seasonal = True + if m < 2: # pragma: no cover + seasonal = False + params = {"max_p": 15, + "max_d": 2, + "max_q": 15, + "max_P": 15, + "max_D": 2, + "max_Q": 15, + "seasonal": seasonal, + "m": m, + "threshold": 0.05, + "debug": False} + return params + + def _opt_params(self) -> object: + if self.x_var is None: + model = pm.auto_arima(y=self.df[[self.y_var]], + start_p=0, + max_p=self.params["max_p"], + max_d=self.params["max_d"], + start_q=0, + max_q=self.params["max_q"], + start_P=0, + max_P=self.params["max_P"], + max_D=self.params["max_D"], + start_Q=0, + max_Q=self.params["max_Q"], + information_criterion="aicc", + alpha=self.params["threshold"], + trace=self.params["debug"], + seasonal=self.params["seasonal"], + m=self.params["m"]) + else: + model = pm.auto_arima(y=self.df[[self.y_var]], + X=self.df[self.x_var], + start_p=0, + max_p=self.params["max_p"], + max_d=self.params["max_d"], + start_q=0, + max_q=self.params["max_q"], + start_P=0, + max_P=self.params["max_P"], + max_D=self.params["max_D"], + start_Q=0, + max_Q=self.params["max_Q"], + information_criterion="aicc", + alpha=self.params["threshold"], + trace=self.params["debug"], + seasonal=self.params["seasonal"], + m=self.params["m"]) + return model + + def _compute_metrics(self) -> Dict[str, float]: """Compute commonly used metrics to evaluate the model.""" y = self.df[[self.y_var]].iloc[:, 0].values.tolist() if self.x_var is None: - y_hat = list(self.model.predict(start=1, end=len(self.df))) + d = self.opt_params["order"][1] + y_hat = list(self.model.predict_in_sample(start=d, + end=len(self.df))) else: - y_hat = list(self.predict(self.df[self.x_var])["y"].values) + y_hat = list(self.predict(self.df[self.x_var])[self.y_var].values) model_summary = {"rsq": np.round(metrics.rsq(y, y_hat), 3), "mae": np.round(metrics.mae(y, y_hat), 3), "mape": np.round(metrics.mape(y, y_hat), 3), "rmse": np.round(metrics.rmse(y, y_hat), 3)} model_summary["mse"] = np.round(model_summary["rmse"] ** 2, 3) self.y_hat = y_hat - self.model_summary = model_summary - - def _fit(self, pdq: Tuple[int, int, int]) -> float: - """Fit a `SARIMAX` model for a given `p`, `d` and `q` values. - - Parameters - ---------- - pdq : Tuple[int, int, int] - - Tuple containing `p`, `d` and `q` values. - - Returns - ------- - float - - AIC for the fitted model. - - """ - if self.x_var is None: - model = sm.tsa.statespace.SARIMAX(endog=self.df[self.y_var], - order=pdq) - else: - model = sm.tsa.statespace.SARIMAX(endog=self.df[self.y_var], - exog=self.df[self.x_var], - order=pdq) - model_op = model.fit(disp=False, method="powell") - self.model = model_op - return model_op.aic + return model_summary def predict(self, x_predict: pd.DataFrame = None, @@ -262,13 +219,20 @@ def predict(self, """ if self.x_var is None: - df_pred = pd.DataFrame(self.model.predict(start=len(self.df), - end=len(self.df) - + n_interval)) - df_pred = df_pred.iloc[0:len(df_pred) - 1] + df_pred = self.model.predict(n_periods=n_interval, + alpha=self.params["threshold"], + return_conf_int=False) + df_pred = pd.DataFrame(df_pred) df_pred.columns = [self.y_var] else: - df_pred = pd.DataFrame(self.model.predict(exog=x_predict)) - df_pred = pd.concat([df_pred, self.df[self.x_var]], axis=1) + n_interval = x_predict.shape[0] + df_pred = self.model.predict(n_periods=n_interval, + X=x_predict, + alpha=self.params["threshold"], + return_conf_int=False) + df_pred = pd.DataFrame(df_pred) + df_pred = pd.concat([df_pred, x_predict.reset_index(drop=True)], + axis=1, + ignore_index=True) df_pred.columns = list(self.y_var) + self.x_var return df_pred diff --git a/requirements.txt b/requirements.txt index c48d1fc..e407739 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,8 @@ +pmdarima==0.0.0 numpy==1.18.1 -scipy==1.4.1 -xgboost==1.5.0 pandas==1.0.1 +PuLP==1.6.8 Cython==0.29.15 +xgboost==1.5.0 statsmodels==0.11.0 -PuLP==1.6.8 scikit_learn==1.0.2 diff --git a/tests/test_cluster.py b/tests/test_cluster.py index f14e30b..f31a160 100644 --- a/tests/test_cluster.py +++ b/tests/test_cluster.py @@ -60,7 +60,7 @@ def setUp(self): """Set up for module ``metric``.""" def test_categorical(self): - """Cluster: Test for categorical variables.""" + """Cluster: Test for categorical variables""" df_ip = pd.read_csv(path + "test_cluster.csv") clus_sol = Cluster(df=df_ip, x_var=["x1"], max_cluster=6, @@ -70,7 +70,7 @@ def test_categorical(self): self.assertEqual(clus_sol.method, "gap_max") def test_categorical_multiple(self): - """Cluster: Test for multiple categorical variables.""" + """Cluster: Test for multiple categorical variables""" df_ip = pd.read_csv(path + "test_cluster.csv") clus_sol = Cluster(df=df_ip, x_var=["x1", "x4"], max_cluster=10, @@ -80,7 +80,7 @@ def test_categorical_multiple(self): self.assertEqual(clus_sol.method, "gap_max") def test_categorical_continuos(self): - """Cluster: Test for categorical and continuos variables.""" + """Cluster: Test for categorical and continuos variables""" df_ip = pd.read_csv(path + "test_cluster.csv") clus_sol = Cluster(df=df_ip, x_var=["x1", "x2"], max_cluster=6, @@ -90,7 +90,7 @@ def test_categorical_continuos(self): self.assertEqual(clus_sol.method, "gap_max") def test_continuos_gap_max(self): - """Cluster: Test for continuos variables gap_max.""" + """Cluster: Test for continuos variables gap_max""" df_ip = pd.read_csv(path + "test_cluster.csv") clus_sol = Cluster(df=df_ip, x_var=["x2"], max_cluster=5, @@ -101,7 +101,7 @@ def test_continuos_gap_max(self): self.assertEqual(clus_sol.method, "gap_max") def test_continuos_one_se(self): - """Cluster: Test for continuos variables one_se.""" + """Cluster: Test for continuos variables one_se""" df_ip = pd.read_csv(path + "test_cluster.csv") clus_sol = Cluster(df=df_ip, x_var=["x2", "x3"], max_cluster=3, @@ -111,7 +111,7 @@ def test_continuos_one_se(self): self.assertEqual(clus_sol.method, "one_se") def test_gap_max_less_max_clus(self): - """Cluster: Test for gap_max where optimal k < max_cluster.""" + """Cluster: Test for gap_max where optimal k < max_cluster""" df_ip = pd.read_csv(path + "test_cluster.csv") clus_sol = Cluster(df=df_ip, x_var=["x3"], max_cluster=3, diff --git a/tests/test_knn.py b/tests/test_knn.py index a4c0547..70a5f9d 100644 --- a/tests/test_knn.py +++ b/tests/test_knn.py @@ -64,7 +64,7 @@ def setUp(self): """Set up for module ``KNN``.""" def test_knn_class(self): - """KNN: Test for classification.""" + """KNN: Test for classification""" x_var = ["x1", "x2"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") @@ -81,7 +81,7 @@ def test_knn_class(self): @ignore_warnings def test_knn_reg(self): - """KNN: Test for regression.""" + """KNN: Test for regression""" x_var = ["x1", "x2"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") @@ -97,7 +97,7 @@ def test_knn_reg(self): self.assertLessEqual(mse, 0.1) def test_knn_cat(self): - """KNN: Test for one-hot encoding in prediction.""" + """KNN: Test for one-hot encoding in prediction""" x_var = ["x1", "x2"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") diff --git a/tests/test_metrics.py b/tests/test_metrics.py index 37d7705..3132a1d 100644 --- a/tests/test_metrics.py +++ b/tests/test_metrics.py @@ -54,7 +54,7 @@ def setUp(self): """Set up for module ``metrics``.""" def test_rsq(self): - """Metrics: Test for R-squared.""" + """Metrics: Test for R-squared""" y = [3, 8, 10, 17, 24, 27] y_hat = [2, 8, 10, 13, 18, 20] exp_op = 0.973 @@ -62,7 +62,7 @@ def test_rsq(self): self.assertEqual(op, exp_op) def test_mse(self): - """Metrics: Test for MSE.""" + """Metrics: Test for MSE""" y = [34, 37, 44, 47, 48, 48, 46, 43, 32, 27, 26, 24] y_hat = [37, 40, 46, 44, 46, 50, 45, 44, 34, 30, 22, 23] exp_op = 5.917 @@ -70,7 +70,7 @@ def test_mse(self): self.assertEqual(op, exp_op) def test_rmse(self): - """Metrics: Test for RMSE.""" + """Metrics: Test for RMSE""" y = [34, 37, 44, 47, 48, 48, 46, 43, 32, 27, 26, 24] y_hat = [37, 40, 46, 44, 46, 50, 45, 44, 34, 30, 22, 23] exp_op = 2.432 @@ -78,7 +78,7 @@ def test_rmse(self): self.assertEqual(op, exp_op) def test_mae(self): - """Metrics: Test for MAE.""" + """Metrics: Test for MAE""" y = [12, 13, 14, 15, 15, 22, 27] y_hat = [11, 13, 14, 14, 15, 16, 18] exp_op = 2.429 @@ -86,7 +86,7 @@ def test_mae(self): self.assertEqual(op, exp_op) def test_mape(self): - """Metrics: Test for MAPE.""" + """Metrics: Test for MAPE""" y = [34, 37, 44, 47, 48, 48, 46, 43, 32, 27, 26, 24] y_hat = [37, 40, 46, 44, 46, 50, 45, 44, 34, 30, 22, 23] exp_op = 0.065 @@ -94,7 +94,7 @@ def test_mape(self): self.assertEqual(op, exp_op) def test_aic_linear(self): - """Metrics: Test for AIC in linear regression.""" + """Metrics: Test for AIC in linear regression""" y = [34, 37, 44, 47, 48, 48, 46, 43, 32, 27, 26, 24] y_hat = [37, 40, 46, 44, 46, 50, 45, 44, 34, 30, 22, 23] exp_op = -6.525 diff --git a/tests/test_model.py b/tests/test_model.py index a4c7ac1..e0c4cd7 100644 --- a/tests/test_model.py +++ b/tests/test_model.py @@ -61,7 +61,7 @@ def setUp(self): """Set up for module ``GLMNet``.""" def test_known_equation(self): - """GLMNet: Test a known equation.""" + """GLMNet: Test a known equation""" df_ip = pd.read_csv(path + "test_glmnet.csv") mod = GLMNet(df=df_ip, y_var="y", @@ -73,7 +73,7 @@ def test_known_equation(self): self.assertEqual(np.round(op.get('coef')[2], 0), 0.0) def test_predict_target_variable(self): - """GLMNet: Test to predict a target variable.""" + """GLMNet: Test to predict a target variable""" df_ip = pd.read_csv(path + "test_glmnet.csv") mod = GLMNet(df=df_ip, y_var="y", diff --git a/tests/test_timeseries.py b/tests/test_timeseries.py index 0fe6b21..a43a1e9 100644 --- a/tests/test_timeseries.py +++ b/tests/test_timeseries.py @@ -61,37 +61,25 @@ class TestTimeSeries(unittest.TestCase): def setUp(self): """Set up for module ``TimeSeries``.""" - @ignore_warnings def test_multivariate(self): - """TimeSeries: Test for multivariate.""" - df_ip = pd.read_csv(path + "test_time_series.csv") - mod = AutoArima(df=df_ip, - y_var="y", - x_var=["cost", "stock_level", "retail_price"], - param={"max_p": 5, - "max_d": 2, - "max_q": 2, - "threshold": 0.05}) - op = mod.model_summary - self.assertEqual(mod.opt_pdq, (1, 0, 1)) - self.assertEqual(1.0, op["rsq"]) - self.assertAlmostEqual(5.214, op["mae"], places=1) - self.assertAlmostEqual(0.014, op["mape"], places=1) - self.assertAlmostEqual(11.052, op["rmse"], places=1) - self.assertAlmostEqual(122.147, op["mse"], places=1) - - @ignore_warnings + """TimeSeries: Test for multivariate""" + df_ip = pd.read_excel(path + "test_time_series.xlsx", + sheet_name="exog") + df_ip = df_ip.set_index("ts") + mod = AutoArima(df=df_ip, y_var="y", x_var=["cost"]) + op = mod.metrics + self.assertEqual(mod.opt_params["order"], (0, 1, 1)) + self.assertAlmostEqual(1.0, op["rsq"], places=1) + self.assertLessEqual(op["mape"], 0.1) + def test_univariate(self): - """TimeSeries: Test for univariate.""" - df_ip = pd.read_csv(path + "test_ts_passengers.csv") - mod = AutoArima(df=df_ip, - y_var="Passengers", - param={"max_p": 5, - "max_d": 2, - "max_q": 2, - "threshold": 0.05}) + """TimeSeries: Test for univariate""" + df_ip = pd.read_excel(path + "test_time_series.xlsx", + sheet_name="endog") + df_ip = df_ip.set_index("ts") + mod = AutoArima(df=df_ip, y_var="Passengers") op = mod.predict() - self.assertAlmostEqual(op["Passengers"].values[0], 471.038, places=1) + self.assertAlmostEqual(op["Passengers"].values[0], 445.634, places=1) # ============================================================================= diff --git a/tests/test_tree.py b/tests/test_tree.py index 5ae5fc2..016e8e9 100644 --- a/tests/test_tree.py +++ b/tests/test_tree.py @@ -65,7 +65,7 @@ def setUp(self): """Set up for module ``RandomForest``.""" def test_rf_class(self): - """RandomForest: Test for classification.""" + """RandomForest: Test for classification""" x_var = ["x1", "x2", "x3", "x4"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") @@ -82,7 +82,7 @@ def test_rf_class(self): @ignore_warnings def test_rf_reg(self): - """RandomForest: Test for regression.""" + """RandomForest: Test for regression""" x_var = ["x1", "x2", "x3", "x4"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") @@ -106,7 +106,7 @@ def setUp(self): @ignore_warnings def test_xgboost_class(self): - """XGBoost: Test for classification.""" + """XGBoost: Test for classification""" x_var = ["x1", "x2"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") @@ -123,7 +123,7 @@ def test_xgboost_class(self): @ignore_warnings def test_xgboost_reg(self): - """XGBoost: Test for regression.""" + """XGBoost: Test for regression""" x_var = ["x1", "x2", "x3", "x4"] y_var = "y" df_ip = pd.read_csv(path + "iris.csv") From 5639a0096e071a55d70adf3e189897124937ad50 Mon Sep 17 00:00:00 2001 From: Diptesh Date: Sat, 1 Jan 2022 00:40:06 +0530 Subject: [PATCH 14/16] v0.4.0 --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index e407739..e0fe837 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ -pmdarima==0.0.0 +pmdarima==1.8.0 numpy==1.18.1 pandas==1.0.1 PuLP==1.6.8 From 1104b5e38a2b8ba9098b128ab9c371bfb0f8d552 Mon Sep 17 00:00:00 2001 From: Diptesh Date: Sat, 1 Jan 2022 00:49:49 +0530 Subject: [PATCH 15/16] v0.4.0 --- requirements.txt | 7 ++++--- tests/test_timeseries.py | 3 +++ 2 files changed, 7 insertions(+), 3 deletions(-) diff --git a/requirements.txt b/requirements.txt index e0fe837..5f491c4 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,9 @@ -pmdarima==1.8.0 numpy==1.18.1 -pandas==1.0.1 PuLP==1.6.8 +statsmodels==0.11.0 Cython==0.29.15 +pandas==1.0.1 xgboost==1.5.0 -statsmodels==0.11.0 +xlrd==1.2.0 +pmdarima==1.8.0 scikit_learn==1.0.2 diff --git a/tests/test_timeseries.py b/tests/test_timeseries.py index a43a1e9..e46fbfe 100644 --- a/tests/test_timeseries.py +++ b/tests/test_timeseries.py @@ -24,6 +24,7 @@ from os.path import abspath import pandas as pd +import xlrd # Set base path path = abspath(getsourcefile(lambda: 0)) @@ -33,6 +34,8 @@ from mllib.lib.timeseries import AutoArima # noqa: F841 +__all__ = ["xlrd", ] + # ============================================================================= # --- DO NOT CHANGE ANYTHING FROM HERE # ============================================================================= From 687de4989f55bc4c2b31bdf94aaababaf2aba9d8 Mon Sep 17 00:00:00 2001 From: Diptesh Date: Sat, 1 Jan 2022 14:42:01 +0530 Subject: [PATCH 16/16] v0.4.0 --- logs/pylint/lib-timeseries-py.out | 8 ++++---- mllib/lib/timeseries.py | 25 +++++++++++++++++++++---- requirements.txt | 10 +++++----- 3 files changed, 30 insertions(+), 13 deletions(-) diff --git a/logs/pylint/lib-timeseries-py.out b/logs/pylint/lib-timeseries-py.out index b727999..ec79001 100644 --- a/logs/pylint/lib-timeseries-py.out +++ b/logs/pylint/lib-timeseries-py.out @@ -1,8 +1,8 @@ ************* Module mllib.lib.timeseries -timeseries.py:191:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:192:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:193:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -timeseries.py:194:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:208:41: I1101: Module 'metrics' has no 'rsq' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:209:41: I1101: Module 'metrics' has no 'mae' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:210:42: I1101: Module 'metrics' has no 'mape' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) +timeseries.py:211:42: I1101: Module 'metrics' has no 'rmse' member, but source is unavailable. Consider adding this module to extension-pkg-whitelist if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member) -------------------------------------------------------------------- Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) diff --git a/mllib/lib/timeseries.py b/mllib/lib/timeseries.py index 4916bc6..372d3ca 100644 --- a/mllib/lib/timeseries.py +++ b/mllib/lib/timeseries.py @@ -53,7 +53,8 @@ class AutoArima(): ---------- df: pandas.DataFrame - Pandas dataframe containing the `y_var`, `ts` and optinal `x_var` + Pandas dataframe containing the `y_var` and optinal `x_var`. The index + **must** be a datetime with no missing periods. y_var: str @@ -65,7 +66,19 @@ class AutoArima(): params: dict, optional - Time series parameters (the default is None). + Time series parameters (the default is None). If no parameters are + passed the following is set as parameters:: + + max_p: 15, + max_d: 2, + max_q: 15, + max_P: 15, + max_D: 2, + max_Q: 15, + seasonal: seasonal, + m: m, + threshold: 0.05, + debug: False Returns ------- @@ -73,11 +86,15 @@ class AutoArima(): Final optimal model. - model_summary: Dict + metrics: Dict - Model summary containing key metrics like R-squared, RMSE, MSE, MAE, + Model metrics containing key metrics like R-squared, RMSE, MSE, MAE, MAPE. + model_summary: object + + Model summary with optimal parameters. + y_hat: list Predicted values for the orginal data. diff --git a/requirements.txt b/requirements.txt index 5f491c4..0fb8a4c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,9 +1,9 @@ -numpy==1.18.1 -PuLP==1.6.8 -statsmodels==0.11.0 -Cython==0.29.15 pandas==1.0.1 -xgboost==1.5.0 +statsmodels==0.11.0 xlrd==1.2.0 +numpy==1.18.1 pmdarima==1.8.0 +xgboost==1.5.0 +Cython==0.29.15 +PuLP==1.6.8 scikit_learn==1.0.2