From 56be14e60803cdffc2d5cd9e9c969bf5f182f476 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Mon, 18 Mar 2024 13:40:40 +1100 Subject: [PATCH 01/17] Try MacOS-latest unit testing --- .github/workflows/run_unit_tests.yaml | 28 ++++++++++++++++++++++++++- 1 file changed, 27 insertions(+), 1 deletion(-) diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index 157ca3d..b64d64f 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -32,7 +32,33 @@ jobs: - name: Run pyspi SPI unit tests run: | pytest -v ./tests/test_SPIs.py - + test-macOS: + runs-on: macos-latest + strategy: + matrix: + python-version: ["3.8", "3.9"] + steps: + - uses: actions/checkout@v4 + - name: Setup python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + - name: Setup Homebrew + id: set-up-homebrew + uses: Homebrew/actions/setup-homebrew@master + - name: Install Octave (with brew) + run: | + brew install octave + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + - name: Run pyspi calculator unit tests + run: | + pytest -v ./tests/test_calc.py + pytest -v ./tests/test_utils.py \ No newline at end of file From 9c1bc28ae6aa19c178a30c9b9f374958083c55dc Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Mon, 18 Mar 2024 13:47:47 +1100 Subject: [PATCH 02/17] Fix indentation error in workflow yaml --- .github/workflows/run_unit_tests.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index b64d64f..a3bf3c3 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -49,7 +49,7 @@ jobs: uses: Homebrew/actions/setup-homebrew@master - name: Install Octave (with brew) run: | - brew install octave + brew install octave - name: Install dependencies run: | python -m pip install --upgrade pip From cb908c95307afa7492e5f412f857eb3017ffa9be Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Mon, 18 Mar 2024 13:59:54 +1100 Subject: [PATCH 03/17] MacOS 14 Runner --- .github/workflows/run_unit_tests.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index a3bf3c3..e6b0b85 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -33,7 +33,7 @@ jobs: run: | pytest -v ./tests/test_SPIs.py test-macOS: - runs-on: macos-latest + runs-on: macos-14 strategy: matrix: python-version: ["3.8", "3.9"] From e34b7a82e7a8fe73d27de50e52b6da3a2b24d533 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Mon, 18 Mar 2024 14:02:19 +1100 Subject: [PATCH 04/17] Change runner python version --- .github/workflows/run_unit_tests.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index e6b0b85..a9a90a2 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -36,7 +36,7 @@ jobs: runs-on: macos-14 strategy: matrix: - python-version: ["3.8", "3.9"] + python-version: ["3.10.11"] steps: - uses: actions/checkout@v4 - name: Setup python ${{ matrix.python-version }} From 819e4fc6da012d8164194b63b52ed7c68c3f179c Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Mon, 18 Mar 2024 14:12:32 +1100 Subject: [PATCH 05/17] python3.8 --- .github/workflows/run_unit_tests.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index a9a90a2..ca0c538 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -36,7 +36,7 @@ jobs: runs-on: macos-14 strategy: matrix: - python-version: ["3.10.11"] + python-version: ["3.8"] steps: - uses: actions/checkout@v4 - name: Setup python ${{ matrix.python-version }} From 9e141ec8ab33171ff77e3f11423664b26b3ecd2f Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Mon, 18 Mar 2024 14:16:47 +1100 Subject: [PATCH 06/17] Remove MacOS --- .github/workflows/run_unit_tests.yaml | 29 --------------------------- 1 file changed, 29 deletions(-) diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index ca0c538..8333201 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -32,33 +32,4 @@ jobs: - name: Run pyspi SPI unit tests run: | pytest -v ./tests/test_SPIs.py - test-macOS: - runs-on: macos-14 - strategy: - matrix: - python-version: ["3.8"] - steps: - - uses: actions/checkout@v4 - - name: Setup python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Setup Homebrew - id: set-up-homebrew - uses: Homebrew/actions/setup-homebrew@master - - name: Install Octave (with brew) - run: | - brew install octave - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install -r requirements.txt - pip install . - - name: Run pyspi calculator unit tests - run: | - pytest -v ./tests/test_calc.py - pytest -v ./tests/test_utils.py - - \ No newline at end of file From 2cb0ded3dbf646b86ae61a7514750bfd549ec40a Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Tue, 19 Mar 2024 17:56:15 +1100 Subject: [PATCH 07/17] Add in GWTau distance and test config yaml. --- pyspi/new_spis.yaml | 13 ++++++++ pyspi/statistics/distance.py | 59 ++++++++++++++++++++++++++++++++++++ 2 files changed, 72 insertions(+) create mode 100644 pyspi/new_spis.yaml diff --git a/pyspi/new_spis.yaml b/pyspi/new_spis.yaml new file mode 100644 index 0000000..2d4428d --- /dev/null +++ b/pyspi/new_spis.yaml @@ -0,0 +1,13 @@ +.statistics.distance: + # Gromov-Wasserstain distance + GromovWasserstainTau: + labels: + - unsigned + - distance + - unordered + - nonlinear + - undirected + - deterministic + dependencies: + configs: + diff --git a/pyspi/statistics/distance.py b/pyspi/statistics/distance.py index 65634da..0ba6ae8 100644 --- a/pyspi/statistics/distance.py +++ b/pyspi/statistics/distance.py @@ -259,3 +259,62 @@ def bivariate(self, data, i=None, j=None): data.barycenter[self._mode][(j, i)] = data.barycenter[self._mode][(i, j)] return self._statfn(bc) + + +class GromovWasserstainTau(Undirected, Unsigned): + """Gromov-Wasserstain distance (GWTau)""" + + name = "Gromov-Wasserstain Distance" + identifier = "gwtau" + labels = ["unsigned", "distance", "unordered", "nonlinear", "undirected"] + + @staticmethod + def vec_geo_dist(x): + diffs = np.diff(x, axis=0) + distances = np.linalg.norm(diffs, axis=1) + return np.cumsum(distances) + + @staticmethod + def wass_sorted(x1, x2): + x1 = np.sort(x1)[::-1] # sort in descending order + x2 = np.sort(x2)[::-1] + + if len(x1) == len(x2): + res = np.sqrt(np.mean((x1 - x2) ** 2)) + else: + N, M = len(x1), len(x2) + i_ratios = np.arange(1, N + 1) / N + j_ratios = np.arange(1, M + 1) / M + + + min_values = np.minimum.outer(i_ratios, j_ratios) + max_values = np.maximum.outer(i_ratios - 1/N, j_ratios - 1/M) + + lam = np.where(min_values > max_values, min_values - max_values, 0) + + diffs_squared = (x1[:, None] - x2) ** 2 + my_sum = np.sum(lam * diffs_squared) + + res = np.sqrt(my_sum) + + return res + + @staticmethod + def gwtau(xi, xj): + timei = np.arange(len(xi)) + timej = np.arange(len(xj)) + traji = np.column_stack([timei, xi]) + trajj = np.column_stack([timej, xj]) + + vi = GromovWasserstainTau.vec_geo_dist(traji) + vj = GromovWasserstainTau.vec_geo_dist(trajj) + gw = GromovWasserstainTau.wass_sorted(vi, vj) + + return gw + + @parse_bivariate + def bivariate(self, data, i=None, j=None): + x, y = data.to_numpy()[[i, j]] + # insert compute SPI code here (computes on x and y) + stat = self.gwtau(x, y) + return stat From dd11153705b2a00b8dc221fe9cd332306f1e96e5 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 10:48:55 +1000 Subject: [PATCH 08/17] merge main --- pyspi/new_spis.yaml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyspi/new_spis.yaml b/pyspi/new_spis.yaml index 2d4428d..8efeb34 100644 --- a/pyspi/new_spis.yaml +++ b/pyspi/new_spis.yaml @@ -10,4 +10,3 @@ - deterministic dependencies: configs: - From ae00f61d2e39bc37c0391fc8bdf4c2b075008cc8 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 13:09:47 +1000 Subject: [PATCH 09/17] Update configfile with new SPI and add a benchmark table generation script. --- pyspi/config.yaml | 10 ++++++++ pyspi/new_spis.yaml | 12 --------- tests/generate_benchmark_tables.py | 40 ++++++++++++++++++++++++++++++ 3 files changed, 50 insertions(+), 12 deletions(-) delete mode 100644 pyspi/new_spis.yaml create mode 100644 tests/generate_benchmark_tables.py diff --git a/pyspi/config.yaml b/pyspi/config.yaml index 266c075..8dbcd1c 100644 --- a/pyspi/config.yaml +++ b/pyspi/config.yaml @@ -309,6 +309,16 @@ - mode: softdtw statistic: max squared: True + + GromovWasserstainTau: + labels: + - unsigned + - distance + - unordered + - nonlinear + - undirected + dependencies: + configs: .statistics.causal: # Additive noise model diff --git a/pyspi/new_spis.yaml b/pyspi/new_spis.yaml deleted file mode 100644 index 8efeb34..0000000 --- a/pyspi/new_spis.yaml +++ /dev/null @@ -1,12 +0,0 @@ -.statistics.distance: - # Gromov-Wasserstain distance - GromovWasserstainTau: - labels: - - unsigned - - distance - - unordered - - nonlinear - - undirected - - deterministic - dependencies: - configs: diff --git a/tests/generate_benchmark_tables.py b/tests/generate_benchmark_tables.py new file mode 100644 index 0000000..57c0203 --- /dev/null +++ b/tests/generate_benchmark_tables.py @@ -0,0 +1,40 @@ +import numpy as np +import dill +from pyspi.calculator import Calculator + +""""Script to generate benchmarking dataset""" +def get_benchmark_tables(calc_list): + # get the spis from the first calculator + spis = list(calc_list[1].spis.keys()) + num_procs = calc_list[1].dataset.n_processes + # create a dict to store the mean and std for each spi + benchmarks = {key : {'mean': None, 'std': None} for key in spis} + num_trials = len(calc_list) + for spi in spis: + mpi_tensor = np.zeros(shape=(num_trials, num_procs, num_procs)) + for (index, calc) in enumerate(calc_list): + mpi_tensor[index, :, :] = calc.table[spi].to_numpy() + mean_matrix = np.mean(mpi_tensor, axis=0) # compute element-wise mean across the first dimension + std_matrix = np.std(mpi_tensor, axis=0) # compute element-wise std across the first dimension + benchmarks[spi]['mean'] = mean_matrix + benchmarks[spi]['std'] = std_matrix + + return benchmarks + +# load and transpose dataset +dataset = np.load("pyspi/data/cml7.npy").T + +# create list to store the calculator objects +store_calcs = list() + +for i in range(3): + np.random.seed(42) + calc = Calculator(dataset=dataset) + calc.compute() + store_calcs.append(calc) + +mpi_benchmarks = get_benchmark_tables(store_calcs) + +# save data +with open("tests/CML7_benchmark_tables2.pkl", "wb") as f: + dill.dump(mpi_benchmarks, f) From 06bb16c54d607aaf3c9edc08fc8aa3d18a8a341e Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 13:20:01 +1000 Subject: [PATCH 10/17] Try and run benchmark dataset generation. --- .github/workflows/run_dataset_generation.yaml | 30 +++++++++ .github/workflows/run_unit_tests.yaml | 64 +++++++++---------- tests/generate_benchmark_tables.py | 2 +- 3 files changed, 63 insertions(+), 33 deletions(-) create mode 100644 .github/workflows/run_dataset_generation.yaml diff --git a/.github/workflows/run_dataset_generation.yaml b/.github/workflows/run_dataset_generation.yaml new file mode 100644 index 0000000..05cb815 --- /dev/null +++ b/.github/workflows/run_dataset_generation.yaml @@ -0,0 +1,30 @@ +name: Unit Testing Pipeline + +on: + push: + +jobs: + test-ubuntu: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.8"] + steps: + - uses: actions/checkout@v4 + - name: Setup python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + - name: Install octave + run: | + sudo apt-get update + sudo apt-get install -y build-essential octave + - name: Install pyspi dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + - name: Run data generation + run: | + python tests/generate_benchmark_tables.py \ No newline at end of file diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index 8333201..f69013c 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -1,35 +1,35 @@ -name: Unit Testing Pipeline +# name: Unit Testing Pipeline -on: - push: +# on: +# push: -jobs: - test-ubuntu: - runs-on: ubuntu-latest - strategy: - matrix: - python-version: ["3.8", "3.9"] - steps: - - uses: actions/checkout@v4 - - name: Setup python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Install octave - run: | - sudo apt-get update - sudo apt-get install -y build-essential octave - - name: Install pyspi dependencies - run: | - python -m pip install --upgrade pip - pip install -r requirements.txt - pip install . - - name: Run pyspi calculator/utils unit tests - run: | - pytest -v ./tests/test_calc.py - pytest -v ./tests/test_utils.py - - name: Run pyspi SPI unit tests - run: | - pytest -v ./tests/test_SPIs.py +# jobs: +# test-ubuntu: +# runs-on: ubuntu-latest +# strategy: +# matrix: +# python-version: ["3.8", "3.9"] +# steps: +# - uses: actions/checkout@v4 +# - name: Setup python ${{ matrix.python-version }} +# uses: actions/setup-python@v5 +# with: +# python-version: ${{ matrix.python-version }} +# cache: 'pip' +# - name: Install octave +# run: | +# sudo apt-get update +# sudo apt-get install -y build-essential octave +# - name: Install pyspi dependencies +# run: | +# python -m pip install --upgrade pip +# pip install -r requirements.txt +# pip install . +# - name: Run pyspi calculator/utils unit tests +# run: | +# pytest -v ./tests/test_calc.py +# pytest -v ./tests/test_utils.py +# - name: Run pyspi SPI unit tests +# run: | +# pytest -v ./tests/test_SPIs.py \ No newline at end of file diff --git a/tests/generate_benchmark_tables.py b/tests/generate_benchmark_tables.py index 57c0203..319e355 100644 --- a/tests/generate_benchmark_tables.py +++ b/tests/generate_benchmark_tables.py @@ -36,5 +36,5 @@ def get_benchmark_tables(calc_list): mpi_benchmarks = get_benchmark_tables(store_calcs) # save data -with open("tests/CML7_benchmark_tables2.pkl", "wb") as f: +with open("tests/CML7_benchmark_tables_new.pkl", "wb") as f: dill.dump(mpi_benchmarks, f) From c2093cdf6e928777c4699107385b871fdb6f97a6 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 13:32:55 +1000 Subject: [PATCH 11/17] Update YAML to save generated file as an artefact. --- .github/workflows/run_dataset_generation.yaml | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/.github/workflows/run_dataset_generation.yaml b/.github/workflows/run_dataset_generation.yaml index 05cb815..62538e0 100644 --- a/.github/workflows/run_dataset_generation.yaml +++ b/.github/workflows/run_dataset_generation.yaml @@ -27,4 +27,9 @@ jobs: pip install . - name: Run data generation run: | - python tests/generate_benchmark_tables.py \ No newline at end of file + python tests/generate_benchmark_tables.py + - name: Upload artifact + uses: actions/upload-artifact@v3 + with: + name: benchmark-tables + path: tests/CML7_benchmark_tables_new.pkl \ No newline at end of file From e9f5e2a10c462837ac6d0a9cc845f7b80427eed0 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 13:46:29 +1000 Subject: [PATCH 12/17] Try new tables. --- .github/workflows/run_dataset_generation.yaml | 67 +++++++++--------- .github/workflows/run_unit_tests.yaml | 64 ++++++++--------- tests/CML7_benchmark_tables_new.pkl | Bin 0 -> 254123 bytes tests/test_SPIs.py | 2 +- 4 files changed, 67 insertions(+), 66 deletions(-) create mode 100644 tests/CML7_benchmark_tables_new.pkl diff --git a/.github/workflows/run_dataset_generation.yaml b/.github/workflows/run_dataset_generation.yaml index 62538e0..9898ba0 100644 --- a/.github/workflows/run_dataset_generation.yaml +++ b/.github/workflows/run_dataset_generation.yaml @@ -1,35 +1,36 @@ -name: Unit Testing Pipeline +# name: Unit Testing Pipeline -on: - push: +# on: +# push: -jobs: - test-ubuntu: - runs-on: ubuntu-latest - strategy: - matrix: - python-version: ["3.8"] - steps: - - uses: actions/checkout@v4 - - name: Setup python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Install octave - run: | - sudo apt-get update - sudo apt-get install -y build-essential octave - - name: Install pyspi dependencies - run: | - python -m pip install --upgrade pip - pip install -r requirements.txt - pip install . - - name: Run data generation - run: | - python tests/generate_benchmark_tables.py - - name: Upload artifact - uses: actions/upload-artifact@v3 - with: - name: benchmark-tables - path: tests/CML7_benchmark_tables_new.pkl \ No newline at end of file +# jobs: +# test-ubuntu: +# runs-on: ubuntu-latest +# strategy: +# matrix: +# python-version: ["3.8"] +# steps: +# - uses: actions/checkout@v4 +# - name: Setup python ${{ matrix.python-version }} +# uses: actions/setup-python@v5 +# with: +# python-version: ${{ matrix.python-version }} +# cache: 'pip' +# - name: Install octave +# run: | +# sudo apt-get update +# sudo apt-get install -y build-essential octave +# - name: Install pyspi dependencies +# run: | +# python -m pip install --upgrade pip +# pip install -r requirements.txt +# pip install . +# - name: Run data generation +# run: | +# python tests/generate_benchmark_tables.py +# - name: Upload artifact +# uses: actions/upload-artifact@v3 +# with: +# name: benchmark-tables +# path: tests/CML7_benchmark_tables_new.pkl +# \ No newline at end of file diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index f69013c..8333201 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -1,35 +1,35 @@ -# name: Unit Testing Pipeline +name: Unit Testing Pipeline -# on: -# push: +on: + push: -# jobs: -# test-ubuntu: -# runs-on: ubuntu-latest -# strategy: -# matrix: -# python-version: ["3.8", "3.9"] -# steps: -# - uses: actions/checkout@v4 -# - name: Setup python ${{ matrix.python-version }} -# uses: actions/setup-python@v5 -# with: -# python-version: ${{ matrix.python-version }} -# cache: 'pip' -# - name: Install octave -# run: | -# sudo apt-get update -# sudo apt-get install -y build-essential octave -# - name: Install pyspi dependencies -# run: | -# python -m pip install --upgrade pip -# pip install -r requirements.txt -# pip install . -# - name: Run pyspi calculator/utils unit tests -# run: | -# pytest -v ./tests/test_calc.py -# pytest -v ./tests/test_utils.py -# - name: Run pyspi SPI unit tests -# run: | -# pytest -v ./tests/test_SPIs.py +jobs: + test-ubuntu: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.8", "3.9"] + steps: + - uses: actions/checkout@v4 + - name: Setup python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + - name: Install octave + run: | + sudo apt-get update + sudo apt-get install -y build-essential octave + - name: Install pyspi dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + - name: Run pyspi calculator/utils unit tests + run: | + pytest -v ./tests/test_calc.py + pytest -v 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zxr!|*d6!3>EhTJZR@)s##1ka(1W7zWVxpq7n8x8ukolcYql6b-+p4jNitdj7Z z#s=bvO3~*DQu+5jo(PF2JmQIscmh-WKp%L-=ZTPb!Xuv86#wu8ec-|8iI6bi@dT;( zhaczz4?a(X%KJgS@DD%G2OfMc78@oetj-Xwt8BBm5V!v1Ek24t?NfaZH^9r{%XsSN zGCtzCTTyJ9|8}+nPYVv+s;21F@vZ9`h`SpV*jkQ%cc5N5?Qwbo?{uehH{$L?+)Zdj zpjF$O(@1>U6ZE;eDFxU4a+sgJT#xQX+)aqPgW?DJz#~3)E8^}$=qB(FKiu62c3;+`xo8hmNozY literal 0 HcmV?d00001 diff --git a/tests/test_SPIs.py b/tests/test_SPIs.py index d3412bd..84b9669 100644 --- a/tests/test_SPIs.py +++ b/tests/test_SPIs.py @@ -8,7 +8,7 @@ def load_benchmark_tables(): """Function to load the mean and standard deviation tables for each MPI.""" - table_fname = 'CML7_benchmark_tables.pkl' + table_fname = 'CML7_benchmark_tables_new.pkl' with open(f"tests/{table_fname}", "rb") as f: loaded_tables = dill.load(f) From 539549c2c9b97d6d62259e7f630f056d8586d77b Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 14:06:28 +1000 Subject: [PATCH 13/17] Minor improvements to how the MPIs are compared. --- tests/test_SPIs.py | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/tests/test_SPIs.py b/tests/test_SPIs.py index 84b9669..e5ce872 100644 --- a/tests/test_SPIs.py +++ b/tests/test_SPIs.py @@ -61,11 +61,9 @@ def test_mpi(est, est_ob, mpi_benchmark, mpi_new, spi_warning_logger): mean_table = mpi_benchmark['mean'] std_table = mpi_benchmark['std'] - # check std stable for zeros and impute with smallest non-zero value - min_nonzero_std = np.nanmin(std_table[std_table > 0]) - std_table[std_table == 0] = min_nonzero_std - - + # check std table for zeros and impute with smallest non-zero value + std_table = np.where(std_table == 0, 1e-10, std_table) + # check that the shapes are equal assert mean_table.shape == mpi_new.shape, f"SPI: {est}| Different table shapes. " @@ -79,24 +77,26 @@ def test_mpi(est, est_ob, mpi_benchmark, mpi_new, spi_warning_logger): # get the module name for easy reference module_name = est_ob.__module__.split(".")[-1] - if (mpi_new == mpi_mean).all() == False: + if not np.allclose(mpi_new, mpi_mean): # tables are not equivalent, quantify the difference by z-scoring. diff = abs(mpi_new - mpi_mean) zscores = diff/std_table + idxs_greater_than_thresh = np.argwhere(zscores > zscore_threshold) + if len(idxs_greater_than_thresh) > 0: - sigs = list() - for idx in idxs_greater_than_thresh: - sigs.append(zscores[idx[0], idx[1]]) + sigs = zscores[idxs_greater_than_thresh[:, 0], idxs_greater_than_thresh[:, 1]] # get the max max_z = max(sigs) + # number of interactions - num_iteractions = (mpi_new.shape[0] * mpi_new.shape[1]) - mpi_new.shape[0] + num_interactions = mpi_new.size - mpi_new.shape[0] # count exceedances num_exceed = len(sigs) + if isSymmetric: # number of unique exceedences is half - num_exceed /= 2 - num_iteractions /= 2 + num_exceed //= 2 + num_interactions //= 2 - spi_warning_logger(est, module_name, max_z, int(num_exceed), int(num_iteractions)) + spi_warning_logger(est, module_name, max_z, int(num_exceed), int(num_interactions)) From fb6b6190e5718d75ed930e7aa1ffc068db883545 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 14:22:40 +1000 Subject: [PATCH 14/17] Generate new dataset. --- .github/workflows/run_dataset_generation.yaml | 67 +++++++++--------- .github/workflows/run_unit_tests.yaml | 65 +++++++++-------- tests/CML7_benchmark_tables.pkl | Bin 496111 -> 0 bytes tests/CML7_benchmark_tables_new.pkl | Bin 254123 -> 0 bytes tests/generate_benchmark_tables.py | 2 +- 5 files changed, 66 insertions(+), 68 deletions(-) delete mode 100644 tests/CML7_benchmark_tables.pkl delete mode 100644 tests/CML7_benchmark_tables_new.pkl diff --git a/.github/workflows/run_dataset_generation.yaml b/.github/workflows/run_dataset_generation.yaml index 9898ba0..3cc2e53 100644 --- a/.github/workflows/run_dataset_generation.yaml +++ b/.github/workflows/run_dataset_generation.yaml @@ -1,36 +1,35 @@ -# name: Unit Testing Pipeline +name: Unit Testing Pipeline -# on: -# push: +on: + push: -# jobs: -# test-ubuntu: -# runs-on: ubuntu-latest -# strategy: -# matrix: -# python-version: ["3.8"] -# steps: -# - uses: actions/checkout@v4 -# - name: Setup python ${{ matrix.python-version }} -# uses: actions/setup-python@v5 -# with: -# python-version: ${{ matrix.python-version }} -# cache: 'pip' -# - name: Install octave -# run: | -# sudo apt-get update -# sudo apt-get install -y build-essential octave -# - name: Install pyspi dependencies -# run: | -# python -m pip install --upgrade pip -# pip install -r requirements.txt -# pip install . -# - name: Run data generation -# run: | -# python tests/generate_benchmark_tables.py -# - name: Upload artifact -# uses: actions/upload-artifact@v3 -# with: -# name: benchmark-tables -# path: tests/CML7_benchmark_tables_new.pkl -# \ No newline at end of file +jobs: + test-ubuntu: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.9"] + steps: + - uses: actions/checkout@v4 + - name: Setup python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + - name: Install octave + run: | + sudo apt-get update + sudo apt-get install -y build-essential octave + - name: Install pyspi dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + - name: Run data generation + run: | + python tests/generate_benchmark_tables.py + - name: Upload artifact + uses: actions/upload-artifact@v3 + with: + name: benchmark-tables + path: tests/CML7_benchmark_tables_new.pkl diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index 8333201..dd16674 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -1,35 +1,34 @@ -name: Unit Testing Pipeline +# name: Unit Testing Pipeline -on: - push: +# on: +# push: -jobs: - test-ubuntu: - runs-on: ubuntu-latest - strategy: - matrix: - python-version: ["3.8", "3.9"] - steps: - - uses: actions/checkout@v4 - - name: Setup python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Install octave - run: | - sudo apt-get update - sudo apt-get install -y build-essential octave - - name: Install pyspi dependencies - run: | - python -m pip install --upgrade pip - pip install -r requirements.txt - pip install . - - name: Run pyspi calculator/utils unit tests - run: | - pytest -v ./tests/test_calc.py - pytest -v ./tests/test_utils.py - - name: Run pyspi SPI unit tests - run: | - pytest -v ./tests/test_SPIs.py - \ No newline at end of file +# jobs: +# test-ubuntu: +# runs-on: ubuntu-latest +# strategy: +# matrix: +# python-version: ["3.8", "3.9"] +# steps: +# - uses: actions/checkout@v4 +# - name: Setup python ${{ matrix.python-version }} +# uses: actions/setup-python@v5 +# with: +# python-version: ${{ matrix.python-version }} +# cache: 'pip' +# - name: Install octave +# run: | +# sudo apt-get update +# sudo apt-get install -y build-essential octave +# - name: Install pyspi dependencies +# run: | +# python -m pip install --upgrade pip +# pip install -r requirements.txt +# pip install . +# - name: Run pyspi calculator/utils unit tests +# run: | +# pytest -v ./tests/test_calc.py +# pytest -v ./tests/test_utils.py +# - name: Run pyspi SPI unit tests +# run: | +# pytest -v ./tests/test_SPIs.py diff --git a/tests/CML7_benchmark_tables.pkl b/tests/CML7_benchmark_tables.pkl deleted file mode 100644 index cc96e9cbbe397a6383d32ad7ee96b4a5ef4642be..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 496111 zcmeFacT`k&+x-oS9eayi6E*f8EBYN{kG*TuC{|De3w9%7FW50rW7pUl_72!%1#H+6 zdvDkhloy@-nLL^Im-S}2-}T(FWSQ+C9euRT*A 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a/tests/generate_benchmark_tables.py +++ b/tests/generate_benchmark_tables.py @@ -27,7 +27,7 @@ def get_benchmark_tables(calc_list): # create list to store the calculator objects store_calcs = list() -for i in range(3): +for i in range(75): np.random.seed(42) calc = Calculator(dataset=dataset) calc.compute() From 59c09f096dfd6744a0c300e168a5f8594dbbaad8 Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Wed, 10 Apr 2024 17:04:31 +1000 Subject: [PATCH 15/17] Try the new bechmarking table with GWTau. --- .github/workflows/run_dataset_generation.yaml | 66 +++++++++--------- .github/workflows/run_unit_tests.yaml | 64 ++++++++--------- tests/CML7_benchmark_tables.pkl | Bin 0 -> 254123 bytes tests/test_SPIs.py | 2 +- 4 files changed, 66 insertions(+), 66 deletions(-) create mode 100644 tests/CML7_benchmark_tables.pkl diff --git a/.github/workflows/run_dataset_generation.yaml b/.github/workflows/run_dataset_generation.yaml index 3cc2e53..9fd39d0 100644 --- a/.github/workflows/run_dataset_generation.yaml +++ b/.github/workflows/run_dataset_generation.yaml @@ -1,35 +1,35 @@ -name: Unit Testing Pipeline +# name: Unit Testing Pipeline -on: - push: +# on: +# push: -jobs: - test-ubuntu: - runs-on: ubuntu-latest - strategy: - matrix: - python-version: ["3.9"] - steps: - - uses: actions/checkout@v4 - - name: Setup python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Install octave - run: | - sudo apt-get update - sudo apt-get install -y build-essential octave - - name: Install pyspi dependencies - run: | - python -m pip install --upgrade pip - pip install -r requirements.txt - pip install . - - name: Run data generation - run: | - python tests/generate_benchmark_tables.py - - name: Upload artifact - uses: actions/upload-artifact@v3 - with: - name: benchmark-tables - path: tests/CML7_benchmark_tables_new.pkl +# jobs: +# test-ubuntu: +# runs-on: ubuntu-latest +# strategy: +# matrix: +# python-version: ["3.9"] +# steps: +# - uses: actions/checkout@v4 +# - name: Setup python ${{ matrix.python-version }} +# uses: actions/setup-python@v5 +# with: +# python-version: ${{ matrix.python-version }} +# cache: 'pip' +# - name: Install octave +# run: | +# sudo apt-get update +# sudo apt-get install -y build-essential octave +# - name: Install pyspi dependencies +# run: | +# python -m pip install --upgrade pip +# pip install -r requirements.txt +# pip install . +# - name: Run data generation +# run: | +# python tests/generate_benchmark_tables.py +# - name: Upload artifact +# uses: actions/upload-artifact@v3 +# with: +# name: benchmark-tables +# path: tests/CML7_benchmark_tables_new.pkl diff --git a/.github/workflows/run_unit_tests.yaml b/.github/workflows/run_unit_tests.yaml index dd16674..2885034 100644 --- a/.github/workflows/run_unit_tests.yaml +++ b/.github/workflows/run_unit_tests.yaml @@ -1,34 +1,34 @@ -# name: Unit Testing Pipeline +name: Unit Testing Pipeline -# on: -# push: +on: + push: -# jobs: -# test-ubuntu: -# runs-on: ubuntu-latest -# strategy: -# matrix: -# python-version: ["3.8", "3.9"] -# steps: -# - uses: actions/checkout@v4 -# - name: Setup python ${{ matrix.python-version }} -# uses: actions/setup-python@v5 -# with: -# python-version: ${{ matrix.python-version }} -# cache: 'pip' -# - name: Install octave -# run: | -# sudo apt-get update -# sudo apt-get install -y build-essential octave -# - name: Install pyspi dependencies -# run: | -# python -m pip install --upgrade pip -# pip install -r requirements.txt -# pip install . -# - name: Run pyspi calculator/utils unit tests -# run: | -# pytest -v ./tests/test_calc.py -# pytest -v ./tests/test_utils.py -# - name: Run pyspi SPI unit tests -# run: | -# pytest -v ./tests/test_SPIs.py +jobs: + test-ubuntu: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.8", "3.9"] + steps: + - uses: actions/checkout@v4 + - name: Setup python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + - name: Install octave + run: | + sudo apt-get update + sudo apt-get install -y build-essential octave + - name: Install pyspi dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + - name: Run pyspi calculator/utils unit tests + run: | + pytest -v ./tests/test_calc.py + pytest -v ./tests/test_utils.py + - name: Run pyspi SPI unit tests + run: | + pytest -v ./tests/test_SPIs.py diff --git a/tests/CML7_benchmark_tables.pkl b/tests/CML7_benchmark_tables.pkl new file mode 100644 index 0000000000000000000000000000000000000000..cc517361bccf3ae5531626e6b27ea4c49e57b28a GIT binary patch literal 254123 zcmb@Pby!tf*Y*L$R_yi|$L?+!%kJ(L6BGpzTLDo_Z0y3u#zsZiARs0PsMvsoiV7wc zet4L_#ry2du_la=_( zvD(8rqkFEQHskH>92|#^w;MUxc2vrwd+`aA$JaW zyp^N1hnq(a5BD5H9Y&3?n=r}IVe$w^kNLl+%>Q9|xM!X)@*jALQb!XvkCvvxJr<;_ 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z&KS)Xas?^m3R1`wBr7W6(dSsqgcs`s_^g?{^O7qC@d{3okd$;h&Vwh}c1pgljD9jMmyu*cA3S`D5I*BDKF3@K z4?jST15T00@bLp5Jbe7vOCIyZKe|Nl@HeT(XTFTD$m{kpf~VL@{9|Xc%Wc8Ytq#n; zdT>~mBSLmJ;r;N`!SG-G^{@84dV?onWVaHs`v}=hMC+1w+J;O#CgiKVKp#B(GlOas zO!eJGcN4Ok2-zLAOGk#Xo+~2M<3F1xEstU?k{tnII$(5j+V8F3UpB-3@*4@X`C)?gkz{iOu- Date: Thu, 11 Apr 2024 05:06:53 +1000 Subject: [PATCH 16/17] Bump pyspi version for publish and make datset generation workflow manually executable on git actions. --- .github/workflows/run_dataset_generation.yaml | 66 +++++++++---------- pyproject.toml | 2 +- setup.py | 2 +- 3 files changed, 35 insertions(+), 35 deletions(-) diff --git a/.github/workflows/run_dataset_generation.yaml b/.github/workflows/run_dataset_generation.yaml index 9fd39d0..69d9be0 100644 --- a/.github/workflows/run_dataset_generation.yaml +++ b/.github/workflows/run_dataset_generation.yaml @@ -1,35 +1,35 @@ -# name: Unit Testing Pipeline +name: Generate benchmarking dataset tables -# on: -# push: +on: + workflow_dispatch: -# jobs: -# test-ubuntu: -# runs-on: ubuntu-latest -# strategy: -# matrix: -# python-version: ["3.9"] -# steps: -# - uses: actions/checkout@v4 -# - name: Setup python ${{ matrix.python-version }} -# uses: actions/setup-python@v5 -# with: -# python-version: ${{ matrix.python-version }} -# cache: 'pip' -# - name: Install octave -# run: | -# sudo apt-get update -# sudo apt-get install -y build-essential octave -# - name: Install pyspi dependencies -# run: | -# python -m pip install --upgrade pip -# pip install -r requirements.txt -# pip install . -# - name: Run data generation -# run: | -# python tests/generate_benchmark_tables.py -# - name: Upload artifact -# uses: actions/upload-artifact@v3 -# with: -# name: benchmark-tables -# path: tests/CML7_benchmark_tables_new.pkl +jobs: + test-ubuntu: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.9"] + steps: + - uses: actions/checkout@v4 + - name: Setup python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + - name: Install octave + run: | + sudo apt-get update + sudo apt-get install -y build-essential octave + - name: Install pyspi dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + - name: Run data generation + run: | + python tests/generate_benchmark_tables.py + - name: Upload artifact + uses: actions/upload-artifact@v3 + with: + name: benchmark-tables + path: tests/CML7_benchmark_tables_new.pkl diff --git a/pyproject.toml b/pyproject.toml index 71ef2e9..7188e37 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "pyspi" -version = "1.0.1" +version = "1.0.2" authors = [ { name ="Oliver M. Cliff", email="oliver.m.cliff@gmail.com"}, ] diff --git a/setup.py b/setup.py index ccb1ed8..6b17053 100644 --- a/setup.py +++ b/setup.py @@ -61,7 +61,7 @@ 'data/standard_normal.npy', 'data/cml7.npy']}, include_package_data=True, - version='1.0.1', + version='1.0.2', description='Library for pairwise analysis of time series data.', author='Oliver M. Cliff', author_email='oliver.m.cliff@gmail.com', From c337bdfcba437b6c1a74d35db081de9c89f05c1b Mon Sep 17 00:00:00 2001 From: jmoo2880 Date: Thu, 11 Apr 2024 05:22:57 +1000 Subject: [PATCH 17/17] Update config and fast config file with GWTau SPI. --- pyspi/config.yaml | 3 ++- pyspi/fast_config.yaml | 11 +++++++++++ 2 files changed, 13 insertions(+), 1 deletion(-) diff --git a/pyspi/config.yaml b/pyspi/config.yaml index 8dbcd1c..5e9fbd2 100644 --- a/pyspi/config.yaml +++ b/pyspi/config.yaml @@ -309,7 +309,8 @@ - mode: softdtw statistic: max squared: True - + + # Gromov-Wasserstain Distance GromovWasserstainTau: labels: - unsigned diff --git a/pyspi/fast_config.yaml b/pyspi/fast_config.yaml index e421604..4cb2647 100644 --- a/pyspi/fast_config.yaml +++ b/pyspi/fast_config.yaml @@ -169,6 +169,17 @@ - mode: euclidean statistic: max squared: True + + # Gromov-Wasserstain Distance + GromovWasserstainTau: + labels: + - unsigned + - distance + - unordered + - nonlinear + - undirected + dependencies: + configs: .statistics.causal: # Additive noise model