From 869a9741946f421a9d2b730fbd07a65d8f9a3b19 Mon Sep 17 00:00:00 2001 From: Kaituo Li Date: Mon, 8 Jul 2024 16:21:35 -0700 Subject: [PATCH 1/2] dd Python Wrapper for RCF and Fix Error Message - Added a Python wrapper to enable calling RCF from Python. - Fixed an error message that previously referenced the wrong variable. Testing: - Manually tested the Python binding to ensure it works correctly. Signed-off-by: Kaituo Li --- .../parkservices/PredictorCorrector.java | 3 +- python_rcf_wrapper/README.md | 43 ++++++ python_rcf_wrapper/__init__.py | 23 +++ .../randomcutforest-core-4.0.0-SNAPSHOT.jar | Bin 0 -> 318978 bytes ...mcutforest-parkservices-4.0.0-SNAPSHOT.jar | Bin 0 -> 107277 bytes python_rcf_wrapper/rcf_model.py | 131 ++++++++++++++++++ python_rcf_wrapper/trcf_model.py | 56 ++++++++ 7 files changed, 255 insertions(+), 1 deletion(-) create mode 100644 python_rcf_wrapper/README.md create mode 100644 python_rcf_wrapper/__init__.py create mode 100644 python_rcf_wrapper/lib/randomcutforest-core-4.0.0-SNAPSHOT.jar create mode 100644 python_rcf_wrapper/lib/randomcutforest-parkservices-4.0.0-SNAPSHOT.jar create mode 100644 python_rcf_wrapper/rcf_model.py create mode 100644 python_rcf_wrapper/trcf_model.py diff --git a/Java/parkservices/src/main/java/com/amazon/randomcutforest/parkservices/PredictorCorrector.java b/Java/parkservices/src/main/java/com/amazon/randomcutforest/parkservices/PredictorCorrector.java index 217de22f..a6100a01 100644 --- a/Java/parkservices/src/main/java/com/amazon/randomcutforest/parkservices/PredictorCorrector.java +++ b/Java/parkservices/src/main/java/com/amazon/randomcutforest/parkservices/PredictorCorrector.java @@ -27,6 +27,7 @@ import java.util.Arrays; import java.util.List; +import java.util.Locale; import java.util.Random; import com.amazon.randomcutforest.RandomCutForest; @@ -960,7 +961,7 @@ public void setLastScore(double[] score) { } void validateIgnore(double[] shift, int length) { - checkArgument(shift.length == length, () -> "has to be of length " + 4 * baseDimension); + checkArgument(shift.length == length, () -> String.format(Locale.ROOT, "has to be of length %d but is %d", length, shift.length)); for (double element : shift) { checkArgument(element >= 0, "has to be non-negative"); } diff --git a/python_rcf_wrapper/README.md b/python_rcf_wrapper/README.md new file mode 100644 index 00000000..bf54e1ac --- /dev/null +++ b/python_rcf_wrapper/README.md @@ -0,0 +1,43 @@ +# Random Cut Forest (RCF) in Python + +RCF (Random Cut Forest) is implemented in Java and Rust. To use it in Python, follow these steps: + +## Step 1: Install JPype + +Install JPype to enable the interaction between Python and Java. You can find the installation instructions at [JPype Installation](https://jpype.readthedocs.io/en/latest/install.html). + +## Step 2: Import and Use TRCF from `python_rcf_wrapper` + +You need to import `TRCF` from the `python_rcf_wrapper` and call its `process` method. Below is an example Python script to demonstrate this: + +```python +from python_rcf_wrapper.trcf_model import TRandomCutForestModel as TRCF +import numpy as np + +# Parameters for the RCF model +shingle_size = 8 +dimensions = 2 +num_trees = 50 +output_after = 32 +sample_size = 256 + +# Initialize the RCF model +model = TRCF( + rcf_dimensions=shingle_size * dimensions, + shingle_size=shingle_size, + num_trees=num_trees, + output_after=output_after, + anomaly_rate=0.001, + z_factor=3, + score_differencing=0.5, + sample_size=sample_size +) + +# Generate test data +TEST_DATA = np.random.normal(size=(300, 2)) + +# Process each data point and print the RCF score and anomaly grade +for point in TEST_DATA: + descriptor = model.process(point) + print("RCF score: {}, Anomaly grade: {}".format(descriptor.getRCFScore(), descriptor.getAnomalyGrade())) +``` diff --git a/python_rcf_wrapper/__init__.py b/python_rcf_wrapper/__init__.py new file mode 100644 index 00000000..d41e34bf --- /dev/null +++ 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Optional, Tuple, Any + +import numpy as np +import logging +from com.amazon.randomcutforest import RandomCutForest +import jpype + +class RandomCutForestModel: + """ + Random Cut Forest Python Binding around the AWS Random Cut Forest Official Java version: + https://github.com/aws/random-cut-forest-by-aws + """ + + def __init__(self, forest: RandomCutForest = None, shingle_size: int = 8, + num_trees: int = 100, random_seed: int = None, + sample_size: int = 256, parallel_execution_enabled: bool = True, + thread_pool_size: Optional[int] = None, lam: float=0.0001, + output_after: int=256): + if forest is not None: + self.forest = forest + else: + builder = RandomCutForest.builder().numberOfTrees(num_trees). \ + sampleSize(sample_size). \ + dimensions(shingle_size). \ + storeSequenceIndexesEnabled(True). \ + centerOfMassEnabled(True). \ + parallelExecutionEnabled(parallel_execution_enabled). \ + timeDecay(lam). \ + outputAfter(output_after) + if thread_pool_size is not None: + builder.threadPoolSize(thread_pool_size) + + if random_seed is not None: + builder = builder.randomSeed(random_seed) + + self.forest = builder.build() + + def score(self, point: List[float]) -> float: + """ + Compute an anomaly score for the given point. + + Parameters + ---------- + point: List[float] + A data point with shingle size + + Returns + ------- + float + The anomaly score for the given point + + """ + return self.forest.getAnomalyScore(point) + + def update(self, point: List[float]): + """ + Update the model with the data point. + + Parameters + ---------- + point: List[float] + Point with shingle size + """ + self.forest.update(point) + + + def impute(self, point: List[float]) -> List[float]: + """ + Given a point with missing values, return a new point with the missing values imputed. Each tree in the forest + individual produces an imputed value. For 1-dimensional points, the median imputed value is returned. For + points with more than 1 dimension, the imputed point with the 25th percentile anomaly score is returned. + + Parameters + ---------- + point: List[float] + The point with shingle size + + Returns + ------- + List[float] + The imputed point. + """ + + num_missing = np.isnan(point).sum() + if num_missing == 0: + return point + missing_index = np.argwhere(np.isnan(point)).flatten() + imputed_shingle = list(self.forest.imputeMissingValues(point, num_missing, missing_index)) + return imputed_shingle + + def forecast(self, point: List[float]) -> float: + """ + Given one shingled data point, return one step forecast containing the next value. + + Parameters + ---------- + point: List[float] + The point with shingle size + + Returns + ------- + float + Forecast value of next timestamp. + + """ + val = list(self.forest.extrapolateBasic(point, 1, 1, False, 0))[0] + return val + + @property + def shingle_size(self) -> int: + """ + Returns + ------- + int + Shingle size of random cut trees. + """ + return self.forest.getDimensions() + + def get_attribution(self, point: List[float]) -> Tuple[List[float], List[float]]: + try: + attribution_di_vec: Any = self.forest.getAnomalyAttribution(point) + low: List[float] = list(attribution_di_vec.low) + high: List[float] = list(attribution_di_vec.high) + return low, high + except jpype.JException as exception: + logging.info("Error when loading the model: %s", exception.message()) + logging.info("Stack track: %s", exception.stacktrace()) + # Throw it back + raise exception + diff --git a/python_rcf_wrapper/trcf_model.py b/python_rcf_wrapper/trcf_model.py new file mode 100644 index 00000000..ebc19038 --- /dev/null +++ b/python_rcf_wrapper/trcf_model.py @@ -0,0 +1,56 @@ +# Java imports +from typing import List, Optional, Tuple, Any + +import numpy as np +import logging +from com.amazon.randomcutforest.parkservices import ThresholdedRandomCutForest +from com.amazon.randomcutforest.config import Precision +from com.amazon.randomcutforest.parkservices import AnomalyDescriptor +from com.amazon.randomcutforest.config import TransformMethod +import jpype + +class TRandomCutForestModel: + """ + Random Cut Forest Python Binding around the AWS Random Cut Forest Official Java version: + https://github.com/aws/random-cut-forest-by-aws + """ + + def __init__(self, rcf_dimensions, shingle_size, num_trees: int = 30, output_after: int=256, anomaly_rate=0.005, + z_factor=2.5, score_differencing=0.5, ignore_delta_threshold=0, sample_size=256): + self.forest = (ThresholdedRandomCutForest + .builder() + .dimensions(rcf_dimensions) + .sampleSize(sample_size) + .numberOfTrees(num_trees) + .timeDecay(0.0001) + .initialAcceptFraction(output_after*1.0/sample_size) + .parallelExecutionEnabled(True) + .compact(True) + .precision(Precision.FLOAT_32) + .boundingBoxCacheFraction(1) + .shingleSize(shingle_size) + .anomalyRate(anomaly_rate) + .outputAfter(output_after) + .internalShinglingEnabled(True) + .transformMethod(TransformMethod.NORMALIZE) + .alertOnce(True) + .autoAdjust(True) + .build()) + self.forest.setZfactor(z_factor) + + def process(self, point: List[float]) -> AnomalyDescriptor: + """ + Compute an anomaly score for the given point. + + Parameters + ---------- + point: List[float] + A data point with shingle size + + Returns + ------- + float + The anomaly score for the given point + + """ + return self.forest.process(point, 0) From f5c078a5d9f0aed58ed9f038f6815bf4c4fad9f1 Mon Sep 17 00:00:00 2001 From: Kaituo Li Date: Thu, 11 Jul 2024 18:06:31 -0700 Subject: [PATCH 2/2] added more description on the process method parameters. Signed-off-by: Kaituo Li --- python_rcf_wrapper/trcf_model.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/python_rcf_wrapper/trcf_model.py b/python_rcf_wrapper/trcf_model.py index ebc19038..2ab32546 100644 --- a/python_rcf_wrapper/trcf_model.py +++ b/python_rcf_wrapper/trcf_model.py @@ -40,7 +40,8 @@ def __init__(self, rcf_dimensions, shingle_size, num_trees: int = 30, output_aft def process(self, point: List[float]) -> AnomalyDescriptor: """ - Compute an anomaly score for the given point. + a single call that prepreprocesses data, compute score/grade and updates + state. Parameters ---------- @@ -49,8 +50,9 @@ def process(self, point: List[float]) -> AnomalyDescriptor: Returns ------- - float - The anomaly score for the given point + AnomalyDescriptor + Encapsulate detailed information about anomalies detected by RCF model. This class stores various attributes + related to an anomaly, such as confidence levels, attribution scores, and expected values. """ return self.forest.process(point, 0)