Turi Create simplifies the development of custom machine learning models.

Last update: Jan 01, 2023

Overview

Quick Links: Installation | Documentation | WWDC 2019 | WWDC 2018

Turi Create

Check out our talks at WWDC 2019 and at WWDC 2018!

Turi Create simplifies the development of custom machine learning models. You don't have to be a machine learning expert to add recommendations, object detection, image classification, image similarity or activity classification to your app.

Easy-to-use: Focus on tasks instead of algorithms
Visual: Built-in, streaming visualizations to explore your data
Flexible: Supports text, images, audio, video and sensor data
Fast and Scalable: Work with large datasets on a single machine
Ready To Deploy: Export models to Core ML for use in iOS, macOS, watchOS, and tvOS apps

With Turi Create, you can accomplish many common ML tasks:

ML Task	Description
Recommender	Personalize choices for users
Image Classification	Label images
Drawing Classification	Recognize Pencil/Touch Drawings and Gestures
Sound Classification	Classify sounds
Object Detection	Recognize objects within images
One Shot Object Detection	Recognize 2D objects within images using a single example
Style Transfer	Stylize images
Activity Classification	Detect an activity using sensors
Image Similarity	Find similar images
Classifiers	Predict a label
Regression	Predict numeric values
Clustering	Group similar datapoints together
Text Classifier	Analyze sentiment of messages

Example: Image classifier with a few lines of code

If you want your app to recognize specific objects in images, you can build your own model with just a few lines of code:

import turicreate as tc

# Load data 
data = tc.SFrame('photoLabel.sframe')

# Create a model
model = tc.image_classifier.create(data, target='photoLabel')

# Make predictions
predictions = model.predict(data)

# Export to Core ML
model.export_coreml('MyClassifier.mlmodel')

It's easy to use the resulting model in an iOS application:

Supported Platforms

Turi Create supports:

macOS 10.12+
Linux (with glibc 2.10+)
Windows 10 (via WSL)

System Requirements

Turi Create requires:

Python 2.7, 3.5, 3.6, 3.7, 3.8
x86_64 architecture
At least 4 GB of RAM

Installation

For detailed instructions for different varieties of Linux see LINUX_INSTALL.md. For common installation issues see INSTALL_ISSUES.md.

We recommend using virtualenv to use, install, or build Turi Create.

pip install virtualenv

The method for installing Turi Create follows the standard python package installation steps. To create and activate a Python virtual environment called venv follow these steps:

# Create a Python virtual environment
cd ~
virtualenv venv

# Activate your virtual environment
source ~/venv/bin/activate

Alternatively, if you are using Anaconda, you may use its virtual environment:

conda create -n virtual_environment_name anaconda
conda activate virtual_environment_name

To install Turi Create within your virtual environment:

(venv) pip install -U turicreate

Documentation

The package User Guide and API Docs contain more details on how to use Turi Create.

GPU Support

Turi Create does not require a GPU, but certain models can be accelerated 9-13x by utilizing a GPU.

Linux	macOS 10.13+	macOS 10.14+ discrete GPUs, macOS 10.15+ integrated GPUs
Activity Classification	Image Classification	Activity Classification
Drawing Classification	Image Similarity	Object Detection
Image Classification	Sound Classification	One Shot Object Detection
Image Similarity		Style Transfer
Object Detection
One Shot Object Detection
Sound Classification
Style Transfer

macOS GPU support is automatic. For Linux GPU support, see LinuxGPU.md.

Building From Source

If you want to build Turi Create from source, see BUILD.md.

Contributing

Prior to contributing, please review CONTRIBUTING.md and do not provide any contributions unless you agree with the terms and conditions set forth in CONTRIBUTING.md.

We want the Turi Create community to be as welcoming and inclusive as possible, and have adopted a Code of Conduct that we expect all community members, including contributors, to read and observe.

Comments

Different behavior between Model and Core ML model

I successfully trained a Object Detection model (default TC YOLO) with TC b3 and exported in CoreML format. My model has 8000 iterations and 0.8 final loss.

I then validate it with some images using TC and bounding box drawing util and it recognizes them better that I expected!

I then downloaded the sample project for recognizing objects in live capture presented by @znation during the WWDC and replaced the model in the project with my new model.

What it's weird is that the object are no longer recognized. Is NOT a problem of VNDetectedObjectObservation because they are correctly returned, but it seems that the classing and the bounding box does not represent the detected object correctly (different class and wrong bounding box). I used iOS 12 beta 9 and Xcode 10 beta 6 as developing environment, with an iPad Pro 2017 (or 2016, I don't remember).

From my first test seems this could be a rotation issue, but I don't know if that is the real issue and eventually how to fix it.

Does anybody faced a similar issue or can eventually help me with that?
bug object detection p2 toolkits

opened by cianiandreadev 51

Mac hardware dependent Failed assertion in object detection model running in MacOS

Hi,

I am getting the following error when I run an object detection model based on the cats and dogs example in a command-line MacOS project in Xcode:

validateComputeFunctionArguments:852: failed assertion Compute Function(TARR_elementwise_mul_f16_pack4): The pixel format (MTLPixelFormatRGBA32Float) of the texture (name:<null>) bound at index 2 is incompatible with the data type (MTLDataTypeHalf) of the texture parameter (src_b [[texture(0)]]). MTLPixelFormatRGBA32Float is compatible with the data type(s) (
    float
).
(lldb)

What's especially unusual is that this error only appears on my iMac (Retina 5K, 27-inch, 2017) and not on my mid 2010 Macbook Pro. The code actually works perfectly on the mid 2010 Macbook Pro as expected. I also noticed that the following message always appears when I run a turicreate model on the 2017 iMac and not on the mid 2010 Macbook Pro:

2017-12-29 19:22:36.740697+0100 CmdSand[29721:7166209] VPA info: plugin is INTEL.
VPA info: plugin is INTEL, AVD_id = 1080020, AVD_api.Create:0x125636cfa
2017-12-29 19:22:36.747578+0100 CmdSand[29721:7166209] AVD info: codecHALEnableHEVCDecoder = 1

Even on the 2017 iMac, everything works fine afterwards with an image classifier model, but with the object detection model I get the error message above. Unfortunately, I cannot find any useful documentation about the MTLPixelFormat formats to troubleshot. It seems to me, that the HEVC capability of the new iMac is the cause of this problem. Is there any way to disable this within Xcode as a workaround?

I am using the following code that was mostly derived from the cats and dogs example:

let semaphore = DispatchSemaphore(value: 2)

func output_handler2(request: VNRequest, error: Error?) {
    let results = request.results as! [VNCoreMLFeatureValueObservation]
    
    let coordinates = results[0].featureValue.multiArrayValue!
    let confidence = results[1].featureValue.multiArrayValue!
    
    let confidenceThreshold = 0.25
    var unorderedPredictions = [Prediction]()
    let numBoundingBoxes = confidence.shape[0].intValue
    let numClasses = confidence.shape[1].intValue
    let confidencePointer = UnsafeMutablePointer<Double>(OpaquePointer(confidence.dataPointer))
    let coordinatesPointer = UnsafeMutablePointer<Double>(OpaquePointer(coordinates.dataPointer))
    for b in 0..<numBoundingBoxes {
        var maxConfidence = 0.0
        var maxIndex = 0
        for c in 0..<numClasses {
            let conf = confidencePointer[b * numClasses + c]
            if conf > maxConfidence {
                maxConfidence = conf
                maxIndex = c
            }
        }
        if maxConfidence > confidenceThreshold {
            let x = coordinatesPointer[b * 4]
            let y = coordinatesPointer[b * 4 + 1]
            let w = coordinatesPointer[b * 4 + 2]
            let h = coordinatesPointer[b * 4 + 3]
            
            let rect = CGRect(x: CGFloat(x - w/2), y: CGFloat(y - h/2),
                              width: CGFloat(w), height: CGFloat(h))
            
            let prediction = Prediction(labelIndex: maxIndex,
                                        confidence: Float(maxConfidence),
                                        boundingBox: rect)
            unorderedPredictions.append(prediction)
        }
    }
    semaphore.signal()
}

let model_features = try VNCoreMLModel(for: detect_features().model)

let request_features = VNCoreMLRequest(model: model_features, completionHandler: output_handler2)

let link_str = "https://media-cdn.tripadvisor.com/media/photo-s/01/62/9d/5b/addo-national-park.jpg"
var imageURL = URL(string: link_str)
let inputImage = CIImage(contentsOf: imageURL!)
if(inputImage != nil)
{
    let object_image = inputImage!
    let handler_features = VNImageRequestHandler(ciImage: inputImage!)
    try handler_features.perform([request_features])
    semaphore.wait()
}

Best wishes,

Leif

bug object detection p2

opened by borderlineinteractive 46

pip install -U turicreate Showing Error (using python3 and windows 10)
Collecting turicreate Using cached turicreate-6.0.tar.gz (1.9 kB) Building wheels for collected packages: turicreate Building wheel for turicreate (setup.py) ... error ERROR: Command errored out with exit status 1: command: 'C:\Users\Hridoy\Anaconda3\envs\virtual_environment_name\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate\setup.py'"'"'; file='"'"'C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\Hridoy\AppData\Local\Temp\pip-wheel-yqhedwiv' cwd: C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate
Complete output (31 lines): running bdist_wheel running build installing to build\bdist.win-amd64\wheel running install

================================================================================== TURICREATE ERROR If you see this message, pip install did not find an available binary package for your system. Supported Platforms: * macOS 10.12+ x86_64. * Linux x86_64 (including WSL on Windows 10). Support Python Versions: * 2.7 * 3.5 * 3.6 * 3.7 Another possible cause of this error is an outdated pip version. Try: `pip install -U pip` ==================================================================================

ERROR: Failed building wheel for turicreate Running setup.py clean for turicreate Failed to build turicreate Installing collected packages: turicreate Running setup.py install for turicreate ... error ERROR: Command errored out with exit status 1: command: 'C:\Users\Hridoy\Anaconda3\envs\virtual_environment_name\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate\setup.py'"'"'; file='"'"'C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' install --record 'C:\Users\Hridoy\AppData\Local\Temp\pip-record-d_6jd0af\install-record.txt' --single-version-externally-managed --compile --install-headers 'C:\Users\Hridoy\Anaconda3\envs\virtual_environment_name\Include\turicreate' cwd: C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate
Complete output (28 lines): running install

================================================================================== TURICREATE ERROR If you see this message, pip install did not find an available binary package for your system. Supported Platforms: * macOS 10.12+ x86_64. * Linux x86_64 (including WSL on Windows 10). Support Python Versions: * 2.7 * 3.5 * 3.6 * 3.7 Another possible cause of this error is an outdated pip version. Try: `pip install -U pip` ================================================================================== ----------------------------------------

ERROR: Command errored out with exit status 1: 'C:\Users\Hridoy\Anaconda3\envs\virtual_environment_name\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate\setup.py'"'"'; file='"'"'C:\Users\Hridoy\AppData\Local\Temp\pip-install-yglwdhwi\turicreate\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' install --record 'C:\Users\Hridoy\AppData\Local\Temp\pip-record-d_6jd0af\install-record.txt' --single-version-externally-managed --compile --install-headers 'C:\Users\Hridoy\Anaconda3\envs\virtual_environment_name\Include\turicreate' Check the logs for full command output.
duplicate windows
opened by hridoy100 37
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed

ubuntu 16.04, virtualenv, python3.7 Following the instructions of gpu, after installed the turicreate, execute these two cmds: (venv) pip uninstall -y tensorflow (venv) pip install tensorflow-gpu

Then it shows: Requirement already satisfied: zipp>=0.5 in ./lib/python3.7/site-packages (from importlib-metadata->markdown>=2.6.8->tensorboard~=2.4->tensorflow-gpu) (3.4.0) Installing collected packages: tensorboard-plugin-wit, numpy, grpcio, tensorflow-estimator, tensorboard, gast, flatbuffers, astunparse, tensorflow-gpu Attempting uninstall: numpy Found existing installation: numpy 1.18.5 Uninstalling numpy-1.18.5: Successfully uninstalled numpy-1.18.5 Attempting uninstall: grpcio Found existing installation: grpcio 1.35.0 Uninstalling grpcio-1.35.0: Successfully uninstalled grpcio-1.35.0 Attempting uninstall: tensorflow-estimator Found existing installation: tensorflow-estimator 2.0.1 Uninstalling tensorflow-estimator-2.0.1: Successfully uninstalled tensorflow-estimator-2.0.1 Attempting uninstall: tensorboard Found existing installation: tensorboard 2.0.2 Uninstalling tensorboard-2.0.2: Successfully uninstalled tensorboard-2.0.2 Attempting uninstall: gast Found existing installation: gast 0.2.2 Uninstalling gast-0.2.2: Successfully uninstalled gast-0.2.2 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. turicreate 6.4.1 requires tensorflow<2.1.0,>=2.0.0, which is not installed. Successfully installed astunparse-1.6.3 flatbuffers-1.12 gast-0.3.3 grpcio-1.32.0 numpy-1.19.5 tensorboard-2.4.1 tensorboard-plugin-wit-1.8.0 tensorflow-estimator-2.4.0 tensorflow-gpu-2.4.1

Is this installation OK?
question

opened by addriumruss 34
tc.object_detector.create doesn't create VNRecognizedObjectObservation ?
I'm using the boiler-plate code: import turicreate as tc

Load the data

data = tc.SFrame('annotations.sframe')

# Make a train-test split train_data, test_data = data.random_split(0.8) # Create a model model = tc.object_detector.create(train_data, feature='image', max_iterations=100, model='darknet-yolo') # Save predictions to an SArray predictions = model.predict(test_data) # Evaluate the model and save the results into a dictionary metrics = model.evaluate(test_data) # Save the model for later use in Turi Create model.save('mymodel.model') # Export for use in Core ML model.export_coreml('MyCustomObjectDetector.mlmodel')

to train a model and the out-of-the-box project: https://developer.apple.com/documentation/vision/recognizing_objects_in_live_capture

to try and have my objects detected in live capture. It seems like the code produces a classification object and not a VNRecognizedObjectObservation, since no box is being drawn on the mobile screen.

By looking at the info on the .mlmodel, I can see that the outputs arrays of confidence and coordinates are multiarray of (Double 2535x1) and (Double 2535 x 4) respectively as opposed to (Double 0 x 0) for the ObjectDetector model that comes with the project.

I'm using Version: 4.0
bug object detection p1
opened by amiraeitan 32
tc.config.set_num_gpus fails on Ubuntu 16.0.4 with multiple GPUs
Hello

Successfully running Turi Create 5.0b1 on Ubuntu with GPU training and putting Core ML models. Very cool.

Our system has 5 GPUs - 2x 1080s and 3x 1070s. Our Turi Create script sets tc.config.set_num_gpus(-1) but we fail to ever see any GPU other than the first in use.

Is this a known issue? is this subject to hardware config?

System: Ubuntu 16.0.4

NVidia Drivers 390.48, Cuda 9.0,

Topology:

GPU0 GPU1 GPU2 GPU3 GPU4 CPU Affinity

GPU0 X PHB PHB PHB PHB 0-3 GPU1 PHB X PHB PHB PHB 0-3 GPU2 PHB PHB X PHB PHB 0-3 GPU3 PHB PHB PHB X PHB 0-3 GPU4 PHB PHB PHB PHB X 0-3

+-----------------------------------------------------------------------------+ | NVIDIA-SMI 390.48 Driver Version: 390.48 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | |===============================+======================+======================| | 0 GeForce GTX 1080 Off | 00000000:01:00.0 On | N/A | |100% 39C P2 58W / 180W | 1067MiB / 8116MiB | 37% Default | +-------------------------------+----------------------+----------------------+ | 1 GeForce GTX 1080 Off | 00000000:02:00.0 Off | N/A | |100% 36C P8 16W / 180W | 786MiB / 8119MiB | 0% Default | +-------------------------------+----------------------+----------------------+ | 2 GeForce GTX 1070 Off | 00000000:04:00.0 Off | N/A | |100% 30C P8 19W / 230W | 734MiB / 8119MiB | 0% Default | +-------------------------------+----------------------+----------------------+ | 3 GeForce GTX 1070 Off | 00000000:05:00.0 Off | N/A | |100% 32C P8 20W / 230W | 640MiB / 8119MiB | 0% Default | +-------------------------------+----------------------+----------------------+ | 4 GeForce GTX 1070 Off | 00000000:09:00.0 Off | N/A | |100% 29C P8 20W / 230W | 546MiB / 8119MiB | 0% Default | +-------------------------------+----------------------+----------------------+
bug p2
opened by vade 32
unable to read from/write to a non public S3 bucket

It seems not possible to use method turicreate.aws.set_credentials() described in documentation https://apple.github.io/turicreate/docs/api/generated/turicreate.SFrame.html

There is no aws object within turicreate. It seems also not possible to use environment variables, either when set in the shell environment, or before calling the load_sframe method.

This is the code i'm using to get an SFrame in S3. It works well with the sframe library, but fails with turicreate

def getSFrame(s3SFramePath): import os import turicreate as tc global S3_ACCESS_KEY, S3_SECRET_KEY os.environ['AWS_ACCESS_KEY_ID'] = S3_ACCESS_KEY os.environ['AWS_SECRET_ACCESS_KEY'] = S3_SECRET_KEY return tc.load_sframe(s3SFramePath)
bug setup p2 engine

opened by davidswaven 29
Turi create memory error-> MemoryError: std::bad_alloc in GPU & CPU machine

I have trained turi create model in CPU machine for 4k dataset and got memory error

Total dataset size : 103.7 MB, Single image size in KB only .

Machine configuration :

I have referred memory error already posted in https://github.com/apple/turicreate/issues/267 and updated batch_size parameter as 32 and still got same issue

Memory error :

Modified batch size changes :
bug SFrame object detection p1 need turi repro

opened by dhgokul 28
Trying to install

Which way would you recommend installing turicreate preferably the easiest way. Tried using Jupiter Notebook like in the WWDC 2018 video, but I was having trouble importing turicreate into the environment. It always said that my python is too new and that I need v.3.6 bu ti have 3.7. does anyone know how to downgrade python using anaconda?
question

opened by MatthewGCampbell 27
Kernel dies when trying to train object detection model with radeon 560 gpu

I have a 2018 Mac book pro with a radeon 560 gpu. I can train a object detection model with cpu using turicreate and use my radeon gpu for training other models using "plaid", but every time I try to train using turicreate and it chooses my AMD Radeon 560 gpu my kernel dies before training starts and I get this message:

/BuildRoot/Library/Caches/com.apple.xbs/Sources/MetalPerformanceShaders/MetalPerformanceShaders-121.1.1/MPSCore/Utility/MPSLibrary.mm:218: failed assertion `MPSKernel MTLComputePipelineStateCache unable to load function cnnConv_Update_32x64. Compiler encountered an internal error: (null)

I'm on turicreate 5.2.

Thanks
object detection p1 toolkits

opened by HugoLamarreFTC 27
Error when trying to 'import turicreate' in Google Cloud Datalab

ImportError Traceback (most recent call last) in () ----> 1 import turicreate

/usr/local/envs/py3env/lib/python3.5/site-packages/turicreate/init.py`

in () 17 from turicreate.version_info import version 18 ---> 19 from turicreate.data_structures.sgraph import Vertex, Edge 20 from turicreate.data_structures.sgraph import SGraph 21 from turicreate.data_structures.sarray import SArray

/usr/local/envs/py3env/lib/python3.5/site-packages/turicreate/data_structures/init.py in () 16 17 from . import image ---> 18 from . import sframe 19 from . import sarray 20 from . import sgraph

/usr/local/envs/py3env/lib/python3.5/site-packages/turicreate/data_structures/sframe.py in () 14 from future import division as _ 15 from future import absolute_import as _ ---> 16 from ..connect import main as glconnect 17 from ..cython.cy_flexible_type import infer_type_of_list 18 from ..cython.context import debug_trace as cython_context

/usr/local/envs/py3env/lib/python3.5/site-packages/turicreate/connect/main.py in () 11 from future import absolute_import as _ 12 ---> 13 from ..cython.cy_unity import UnityGlobalProxy 14 from ..cython.cy_server import EmbeddedServer 15

ImportError: libblas.so.3: cannot open shared object file: No such file or directory

Above is the output of when I try import turicreate. I have trained a few models in Jupyter Notebook using turicreate on my local machine. But, Google Cloud Datalab is basically a cloud version of Jupyter Notebook, and I can't figure out how install 'libblas' as was suggested in #191

opened by SoroushKadineh 26
While training object_detector in colab randomly Using CPU/GPU to create model.

While training object detector using turicreate in colab, sometimes it uses GPU & sometimes it uses CPU even though I am using a colab session with GPU

opened by jithinpjames 0
CVE-2007-4559 Patch

Patching CVE-2007-4559

Hi, we are security researchers from the Advanced Research Center at Trellix. We have began a campaign to patch a widespread bug named CVE-2007-4559. CVE-2007-4559 is a 15 year old bug in the Python tarfile package. By using extract() or extractall() on a tarfile object without sanitizing input, a maliciously crafted .tar file could perform a directory path traversal attack. We found at least one unsantized extractall() in your codebase and are providing a patch for you via pull request. The patch essentially checks to see if all tarfile members will be extracted safely and throws an exception otherwise. We encourage you to use this patch or your own solution to secure against CVE-2007-4559. Further technical information about the vulnerability can be found in this blog.

If you have further questions you may contact us through this projects lead researcher Kasimir Schulz.

opened by TrellixVulnTeam 0
Mac M2 model.export_coreml('.mlmodel') Unable to export model

This is my code: import turicreate as tc image_folder = 'image1/训练集' data = tc.image_analysis.load_images(image_folder, with_path=True) data['label'] = data['path'].apply (lambda path: 'D_4015' if 'D_4015' in path else 'DB_013') data.save('diller.sframe') train_data, test_data = data.random_split(0.8, seed=2) model = tc.image_classifier.create(train_data, target='label') predictions = model.predict(test_data) metrics = model.evaluate(test_data) model.export_coreml('diller.mlmodel') But an error occurred while exporting the model Error code: WARNING:root:scikit-learn version 1.1.2 is not supported. Minimum required version: 0.17. Maximum required version: 0.19.2. Disabling scikit-learn conversion API. zsh: illegal hardware instruction /opt/anaconda3/envs/diller/bin/python How can I solve this problem? Apple computers do not support Apple modules, which surprised me.

opened by 69Big 1
available data sets in turicreate

Hello I have a code from GitHub for 2016 that it used (https://static.turi.com/datasets/bitcoin/market-price.csv) how can I find it? is this dataset available in turicreate?

opened by arashsa2022 0

Object detection - Segfault after a large number of iterations

I am running turicreate on macos on the following computer

 Model Name:	MacBook Pro
  Model Identifier:	MacBookPro16,4
  Processor Name:	8-Core Intel Core i9
  Processor Speed:	2.4 GHz
  Number of Processors:	1
  Total Number of Cores:	8
  L2 Cache (per Core):	256 KB
  L3 Cache:	16 MB
  Hyper-Threading Technology:	Enabled
  Memory:	64 GB
  
  AMD Radeon Pro 5600M:

  Chipset Model:	AMD Radeon Pro 5600M
  Type:	GPU
  Bus:	PCIe
  PCIe Lane Width:	x16
  VRAM (Total):	8 GB

Running macOS Monterey 12.6, Python 3.8, using virtualenv

Turicreate Version: 6.4.1 Tensorflow Version: 2.10.0

After about 38 thousand iterations running object detector script (which took some 21 hours) python crashed with a segfault

Here's crash log as reported by Problem Report tool

-------------------------------------
Translated Report (Full Report Below)
-------------------------------------

Process:               Python [14958]
Path:                  /usr/local/Cellar/[email protected]/3.8.14/Frameworks/Python.framework/Versions/3.8/Resources/Python.app/Contents/MacOS/Python
Identifier:            org.python.python
Version:               3.8.14 (3.8.14)
Code Type:             X86-64 (Native)
Parent Process:        zsh [8098]
Responsible:           Terminal [410]
User ID:               501

Date/Time:             2022-10-14 10:57:03.6191 +1100
OS Version:            macOS 12.6 (21G115)
Report Version:        12
Bridge OS Version:     6.6 (19P6067)
Anonymous UUID:        XXXX

Sleep/Wake UUID:       YYYY

Time Awake Since Boot: 100000 seconds
Time Since Wake:       3117 seconds

System Integrity Protection: enabled

Crashed Thread:        105

Exception Type:        EXC_BAD_ACCESS (SIGSEGV)
Exception Codes:       KERN_INVALID_ADDRESS at 0x0000000000000002
Exception Codes:       0x0000000000000001, 0x0000000000000002
Exception Note:        EXC_CORPSE_NOTIFY

Termination Reason:    Namespace SIGNAL, Code 11 Segmentation fault: 11
Terminating Process:   exc handler [14958]

VM Region Info: 0x2 is not in any region.  Bytes before following region: 140737486807038
      REGION TYPE                    START - END         [ VSIZE] PRT/MAX SHRMOD  REGION DETAIL
      UNUSED SPACE AT START
--->  
      VM_ALLOCATE              7fffffe86000-7fffffe87000 [    4K] r-x/r-x SM=ALI  

Thread 0::  Dispatch queue: com.apple.main-thread
0   libsystem_kernel.dylib        	    0x7ff8080240ea __ulock_wait + 10
1   libsystem_pthread.dylib       	    0x7ff808060c95 _pthread_join + 358
2   AppleVPA                      	    0x7ff81b17d1bc 0x7ff81b153000 + 172476
3   AppleVPA                      	    0x7ff81b17572c 0x7ff81b153000 + 141100
4   CoreFoundation                	    0x7ff8081f30c6 _CFRelease + 244
5   CoreFoundation                	    0x7ff8080fda00 __CFArrayReleaseValues + 442
6   CoreFoundation                	    0x7ff8081f30c6 _CFRelease + 244
7   CMPhoto                       	    0x7ffb0a394e6e 0x7ffb0a378000 + 118382
8   CoreFoundation                	    0x7ff8081f30c6 _CFRelease + 244
9   ImageIO                       	    0x7ff81116d157 AppleJPEGReadPlugin::copyIOSurface(InfoRec*, CGImageProvider*, __CFDictionary const*) + 1229
10  ImageIO                       	    0x7ff8111db7a9 IIO_Reader::CopyIOSurfaceProc(void*, CGImageProvider*, __CFDictionary const*) + 57
11  ImageIO                       	    0x7ff81115ab08 IIOImageProviderInfo::copyIOSurface(CGImageProvider*, __CFDictionary const*) + 346
12  ImageIO                       	    0x7ff811158a80 IIOImageProviderInfo::CopyIOSurface(void*, CGImageProvider*, __CFDictionary const*) + 436
13  CoreImage                     	    0x7ff81132b324 -[CIImage initWithCGImage:options:] + 1399
14  CoreImage                     	    0x7ff81144c372 -[CIImage initWithCGImageSource:index:options:] + 1180
15  CoreImage                     	    0x7ff81144f6c5 -[CIImage initWithData:options:] + 259
16  CoreImage                     	    0x7ff81144f565 +[CIImage imageWithData:] + 42
17  libunity_shared.dylib         	       0x12c725b08 turi::wrap_image(turi::image_type const&) + 1656
18  libunity_shared.dylib         	       0x12c49a6e7 turi::object_detection::simple_data_iterator::next_batch(unsigned long) + 5031
19  libunity_shared.dylib         	       0x12c4a56c3 turi::object_detection::DataIterator::Next() + 67
20  libunity_shared.dylib         	       0x12c492450 turi::neural_net::IteratorPublisher<turi::object_detection::DataBatch>::IteratorSubscription::Request(turi::neural_net::Demand) + 96
21  libunity_shared.dylib         	       0x12c488389 turi::neural_net::FuturesSubscriber<turi::object_detection::TrainingOutputBatch>::Request() + 585
22  libunity_shared.dylib         	       0x12c46beb3 turi::object_detection::object_detector::iterate_training() + 915
23  libunity_shared.dylib         	       0x12c45b8b9 turi::object_detection::object_detector::train(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >) + 1881
24  libunity_shared.dylib         	       0x12c4755a5 void boost::fusion::detail::invoke_impl<std::__1::__mem_fn<void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >)>, boost::fusion::vector<turi::object_detection::object_detector*, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > > >, 6, false, true, void>::call<std::__1::__mem_fn<void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >)> >(std::__1::__mem_fn<void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >)>&, boost::fusion::vector<turi::object_detection::object_detector*, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > > >&) + 197
25  libunity_shared.dylib         	       0x12c474e06 std::__1::function<boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)> turi::toolkit_function_wrapper_impl::generate_member_function_wrapper<5ul, turi::object_detection::object_detector, void, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > > >(void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >), std::__1::vector<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::allocator<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > > >)::'lambda'(turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)::operator()(turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >) const + 518
26  libunity_shared.dylib         	       0x12c474b91 std::__1::__function::__func<std::__1::function<boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)> turi::toolkit_function_wrapper_impl::generate_member_function_wrapper<5ul, turi::object_detection::object_detector, void, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > > >(void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >), std::__1::vector<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::allocator<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > > >)::'lambda'(turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >), std::__1::allocator<std::__1::function<boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)> turi::toolkit_function_wrapper_impl::generate_member_function_wrapper<5ul, turi::object_detection::object_detector, void, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > > >(void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >), std::__1::vector<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::allocator<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > > >)::'lambda'(turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)>, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::object_detection::object_detector*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)>::operator()(turi::object_detection::object_detector*&&, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >&&) + 97
27  libunity_shared.dylib         	       0x12c475be9 std::__1::function<boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)> turi::toolkit_class_wrapper_impl::generate_member_function_wrapper_indirect<turi::object_detection::object_detector, void, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >, char const*, char const*, char const*, char const*, char const*>(void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >), char const*, char const*, char const*, char const*, char const*)::'lambda'(turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)::operator()(turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >) const + 489
28  libunity_shared.dylib         	       0x12c475991 std::__1::__function::__func<std::__1::function<boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)> turi::toolkit_class_wrapper_impl::generate_member_function_wrapper_indirect<turi::object_detection::object_detector, void, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >, char const*, char const*, char const*, char const*, char const*>(void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >), char const*, char const*, char const*, char const*, char const*)::'lambda'(turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >), std::__1::allocator<std::__1::function<boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)> turi::toolkit_class_wrapper_impl::generate_member_function_wrapper_indirect<turi::object_detection::object_detector, void, turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >, char const*, char const*, char const*, char const*, char const*>(void (turi::object_detection::object_detector::*)(turi::gl_sframe, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, turi::flexible_type, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, turi::flexible_type> > >), char const*, char const*, char const*, char const*, char const*)::'lambda'(turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)>, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > (turi::model_base*, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >)>::operator()(turi::model_base*&&, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >&&) + 97
29  libunity_shared.dylib         	       0x12bcf3b32 turi::model_base::call_function(std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const&, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> >, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::variant<boost::detail::variant::recursive_flag<turi::flexible_type>, std::__1::shared_ptr<turi::unity_sgraph_base>, turi::dataframe_t, std::__1::shared_ptr<turi::model_base>, std::__1::shared_ptr<turi::unity_sframe_base>, std::__1::shared_ptr<turi::unity_sarray_base>, std::__1::map<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> >, boost::recursive_variant_, std::__1::less<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >, std::__1::allocator<std::__1::pair<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > const, boost::recursive_variant_> > >, std::__1::vector<boost::recursive_variant_, std::__1::allocator<boost::recursive_variant_> >, boost::recursive_wrapper<turi::function_closure_info> > > > >) + 2482
30  cy_model.so                   	       0x12782b862 __pyx_f_10turicreate_7_cython_8cy_model_10UnityModel_call_function(__pyx_obj_10turicreate_7_cython_8cy_model_UnityModel*, _object*, int, __pyx_opt_args_10turicreate_7_cython_8cy_model_10UnityModel_call_function*) + 1058
31  cy_model.so                   	       0x12782ef25 __pyx_pw_10turicreate_7_cython_8cy_model_10UnityModel_9call_function(_object*, _object*, _object*) + 117
32  Python                        	       0x10f886deb method_vectorcall_VARARGS_KEYWORDS + 309
33  Python                        	       0x10f92038d call_function + 324
34  Python                        	       0x10f91d628 _PyEval_EvalFrameDefault + 27489
35  Python                        	       0x10f880042 function_code_fastcall + 106
36  Python                        	       0x10f882101 method_vectorcall + 135
37  Python                        	       0x10f92038d call_function + 324
38  Python                        	       0x10f91d64b _PyEval_EvalFrameDefault + 27524
39  Python                        	       0x10f920ea1 _PyEval_EvalCodeWithName + 1932
40  Python                        	       0x10f8801a7 _PyFunction_Vectorcall + 227
41  Python                        	       0x10f92038d call_function + 324
42  Python                        	       0x10f91d7b7 _PyEval_EvalFrameDefault + 27888
43  Python                        	       0x10f920ea1 _PyEval_EvalCodeWithName + 1932
44  Python                        	       0x10f8801a7 _PyFunction_Vectorcall + 227
45  Python                        	       0x10f92038d call_function + 324
46  Python                        	       0x10f91d7b7 _PyEval_EvalFrameDefault + 27888
47  Python                        	       0x10f920ea1 _PyEval_EvalCodeWithName + 1932
48  Python                        	       0x10f916a24 PyEval_EvalCode + 51
49  Python                        	       0x10f94ed19 run_eval_code_obj + 102
50  Python                        	       0x10f94dfae run_mod + 82
51  Python                        	       0x10f94ccdd PyRun_InteractiveOneObjectEx + 534
52  Python                        	       0x10f94c4eb PyRun_InteractiveLoopFlags + 124
53  Python                        	       0x10f94c43c PyRun_AnyFileExFlags + 60
54  Python                        	       0x10f9643d0 Py_RunMain + 2308
55  Python                        	       0x10f96457d pymain_main + 307
56  Python                        	       0x10f9645cb Py_BytesMain + 42
57  dyld                          	       0x11741152e start + 462

Thread 1:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b5eb455 turi::log_rotation_background_thread() + 1045
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 2:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12baa2b61 turi::hundredms_timer::alarm_thread() + 145
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 3:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12bc92dab turi::blocking_queue<std::__1::basic_string<char, std::__1::char_traits<char>, std::__1::allocator<char> > >::dequeue() + 91
3   libunity_shared.dylib         	       0x12bc92d12 boost::detail::function::void_function_obj_invoker0<turi::unity_server::start(turi::unity_server_initializer const&)::$_0, void>::invoke(boost::detail::function::function_buffer&) + 98
4   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 4:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 5:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 6:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 7:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 8:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 9:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 10:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 11:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 12:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 13:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 14:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 15:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 16:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 17:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 18:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 19:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b684a3b turi::blocking_queue<std::__1::pair<boost::function<void ()>, int> >::dequeue() + 91
3   libunity_shared.dylib         	       0x12b683e7a turi::thread_pool::wait_for_task() + 122
4   libunity_shared.dylib         	       0x12b680189 turi::thread_group::invoke(boost::function<void ()>, turi::thread_group*) + 41
5   libunity_shared.dylib         	       0x12b6824ae void boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> >::operator()<void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0>(boost::_bi::type<void>, void (*&)(boost::function<void ()>, turi::thread_group*), boost::_bi::list0&, int) + 94
6   libunity_shared.dylib         	       0x12b6821ca boost::detail::function::void_function_obj_invoker0<boost::_bi::bind_t<void, void (*)(boost::function<void ()>, turi::thread_group*), boost::_bi::list2<boost::_bi::value<boost::function<void ()> >, boost::_bi::value<turi::thread_group*> > >, void>::invoke(boost::detail::function::function_buffer&) + 26
7   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
8   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
9   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 20:
0   libsystem_kernel.dylib        	    0x7ff80802734e kevent + 10
1   libunity_shared.dylib         	       0x12c86012f nn_poller_wait + 111
2   libunity_shared.dylib         	       0x12c8630e3 nn_worker_routine + 515
3   libunity_shared.dylib         	       0x12c88358d nn_thread_main_routine + 13
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 21:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 22:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 23:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 24:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 25:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c8658e2 nn_poll + 274
2   libunity_shared.dylib         	       0x12b6632ae turi::nanosockets::subscribe_socket::thread_function() + 94
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 26:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 27:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 28:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 29:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 30:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 31:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 32:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 33:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 34:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 35:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 36:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 37:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 38:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 39:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c8658e2 nn_poll + 274
2   libunity_shared.dylib         	       0x12b6632ae turi::nanosockets::subscribe_socket::thread_function() + 94
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 40:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c8658e2 nn_poll + 274
2   libunity_shared.dylib         	       0x12b6632ae turi::nanosockets::subscribe_socket::thread_function() + 94
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 41:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 42:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 43:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 44:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 45:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 46:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 47:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 48:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 49:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c8658e2 nn_poll + 274
2   libunity_shared.dylib         	       0x12b6632ae turi::nanosockets::subscribe_socket::thread_function() + 94
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 50:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 51:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 52:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 53:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 54:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 55:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c8658e2 nn_poll + 274
2   libunity_shared.dylib         	       0x12b6632ae turi::nanosockets::subscribe_socket::thread_function() + 94
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 56:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 57:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 58:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 59:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 60:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 61:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 62:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 63:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c881f57 nn_efd_wait + 39
2   libunity_shared.dylib         	       0x12c8670a3 nn_sock_recv + 259
3   libunity_shared.dylib         	       0x12c864e1b nn_recvmsg + 155
4   libunity_shared.dylib         	       0x12c864d7a nn_recv + 58
5   libunity_shared.dylib         	       0x12b6632d4 turi::nanosockets::subscribe_socket::thread_function() + 132
6   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
7   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
8   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 64:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 65:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 66:
0   libsystem_kernel.dylib        	    0x7ff8080290aa poll + 10
1   libunity_shared.dylib         	       0x12c8658e2 nn_poll + 274
2   libunity_shared.dylib         	       0x12b6632ae turi::nanosockets::subscribe_socket::thread_function() + 94
3   libunity_shared.dylib         	       0x12b67eb80 turi::thread::invoke(void*) + 48
4   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
5   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 67:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4ceae9 boost::condition_variable::do_wait_until(boost::unique_lock<boost::mutex>&, boost::detail::real_platform_timepoint const&) + 73
3   libunity_shared.dylib         	       0x12b4cbc7c boost::detail::thread_data<cppipc::comm_client::start()::$_2>::run() + 332
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 68:
0   libsystem_kernel.dylib        	    0x7ff8080253ea __psynch_cvwait + 10
1   libsystem_pthread.dylib       	    0x7ff80805fa6f _pthread_cond_wait + 1249
2   libunity_shared.dylib         	       0x12b4c0a61 boost::condition_variable::wait(boost::unique_lock<boost::mutex>&) + 65
3   libunity_shared.dylib         	       0x12b4c0683 cppipc::comm_client::status_callback_thread_function() + 243
4   libunity_shared.dylib         	       0x12c8a4ac8 boost::(anonymous namespace)::thread_proxy(void*) + 136
5   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
6   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15

Thread 69:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 70:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 71:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 72:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 73:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 74:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 75:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 76:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 77:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 78:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 79:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 80:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 81:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 82:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 83:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 84:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 85:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 86:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 87:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 88:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 89:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 90:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 91:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 92:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 93:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 94:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 95:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 96:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 97:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 98:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 99:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 100:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 101:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 102:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 103:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 104:
0   libsystem_pthread.dylib       	    0x7ff80805af48 start_wqthread + 0

Thread 105 Crashed:
0   ???                           	               0x2 ???
1   AppleVPA                      	    0x7ff81b17f15c 0x7ff81b153000 + 180572
2   AppleVPA                      	    0x7ff81b17d12c 0x7ff81b153000 + 172332
3   libsystem_pthread.dylib       	    0x7ff80805f4e1 _pthread_start + 125
4   libsystem_pthread.dylib       	    0x7ff80805af6b thread_start + 15


Thread 105 crashed with X86 Thread State (64-bit):
  rax: 0x00006000257e5a70  rbx: 0x00007f7969876000  rcx: 0x000070002196fef0  rdx: 0x0000000000000000
  rdi: 0x00007ff7b0a17910  rsi: 0x0000000000000000  rbp: 0x000070002196ff60  rsp: 0x000070002196fee8
   r8: 0x0000000000000001   r9: 0x0000000000000000  r10: 0x0000000000000000  r11: 0x0000000000000246
  r12: 0x000070002196ff80  r13: 0x0000000000000005  r14: 0x0000000000000000  r15: 0x00007f7969874000
  rip: 0x0000000000000002  rfl: 0x0000000000010202  cr2: 0x0000000000000002
  
Logical CPU:     14
Error Code:      0x00000014 (no mapping for user instruction read)
Trap Number:     14


Binary Images:
    0x7ff808021000 -     0x7ff808058fff libsystem_kernel.dylib (*) <8cc28466-fd2f-3c80-9834-9525b7beac19> /usr/lib/system/libsystem_kernel.dylib
    0x7ff808059000 -     0x7ff808064fff libsystem_pthread.dylib (*) <b5454e27-e8c7-3fdb-b77f-714f1e82e70b> /usr/lib/system/libsystem_pthread.dylib
    0x7ff81b153000 -     0x7ff81b192fff com.apple.AppleVPAFramework (3.26.1) <fc5cc1eb-8c24-3b70-9a71-dc1b2d53467e> /System/Library/PrivateFrameworks/AppleVPA.framework/Versions/A/AppleVPA
    0x7ff8080a6000 -     0x7ff8085a8fff com.apple.CoreFoundation (6.9) <93c48919-68af-367e-9a67-db4159bc962c> /System/Library/Frameworks/CoreFoundation.framework/Versions/A/CoreFoundation
    0x7ffb0a378000 -     0x7ffb0a411fff com.apple.CMPhoto (1.0) <f43cfc54-917c-318f-956d-71d52106fd43> /System/Library/PrivateFrameworks/CMPhoto.framework/Versions/A/CMPhoto
    0x7ff8110e2000 -     0x7ff811328fff com.apple.ImageIO (3.3.0) <666b5d98-130d-3c97-8e67-c1342c00ca0f> /System/Library/Frameworks/ImageIO.framework/Versions/A/ImageIO
    0x7ff811329000 -     0x7ff8116b0fff com.apple.CoreImage (17.0.0) <c09709b3-b4c5-3737-b4df-dd65c670b1ea> /System/Library/Frameworks/CoreImage.framework/Versions/A/CoreImage
       0x12b0fc000 -        0x12d1ccfff libunity_shared.dylib (*) <2496c4ef-35fd-3e0f-a1f8-3ec69812a1b3> /Users/USER/Desktop/*/libunity_shared.dylib
       0x127825000 -        0x127835fff cy_model.so (*) <96691b6d-c4f1-3045-bed8-d388818b2cfd> /Users/USER/Desktop/*/cy_model.so
       0x10f864000 -        0x10fa3bfff org.python.python (3.8.14, (c) 2001-2019 Python Software Foundation.) <a8a40320-b55f-3328-9a7c-81c0dd1a6a9c> /usr/local/Cellar/[email protected]/3.8.14/Frameworks/Python.framework/Versions/3.8/Python
       0x11740c000 -        0x117477fff dyld (*) <71febccd-d9dc-3599-9971-2b3407c588a8> /usr/lib/dyld
               0x0 - 0xffffffffffffffff ??? (*) <00000000-0000-0000-0000-000000000000> ???

External Modification Summary:
  Calls made by other processes targeting this process:
    task_for_pid: 0
    thread_create: 0
    thread_set_state: 0
  Calls made by this process:
    task_for_pid: 0
    thread_create: 0
    thread_set_state: 0
  Calls made by all processes on this machine:
    task_for_pid: 0
    thread_create: 0
    thread_set_state: 0

VM Region Summary:
ReadOnly portion of Libraries: Total=1.1G resident=0K(0%) swapped_out_or_unallocated=1.1G(100%)
Writable regions: Total=9.3G written=0K(0%) resident=0K(0%) swapped_out=0K(0%) unallocated=9.3G(100%)

                                VIRTUAL   REGION 
REGION TYPE                        SIZE    COUNT (non-coalesced) 
===========                     =======  ======= 
Activity Tracing                   256K        1 
ColorSync                            4K        1 
Kernel Alloc Once                    8K        1 
MALLOC                             7.7G     5897 
MALLOC guard page                   24K        5 
MALLOC_MEDIUM (reserved)         568.1M       10         reserved VM address space (unallocated)
MALLOC_NANO (reserved)           384.0M        1         reserved VM address space (unallocated)
ObjC additional data                15K        1 
STACK GUARD                        424K      106 
Stack                            331.8M      106 
VM_ALLOCATE                      139.4M      133 
VM_ALLOCATE (reserved)           160.0M        1         reserved VM address space (unallocated)
__CTF                               756        1 
__DATA                            25.5M      478 
__DATA_CONST                      19.6M      243 
__DATA_DIRTY                       876K      119 
__FONT_DATA                          4K        1 
__LINKEDIT                       683.4M      139 
__TEXT                           476.2M      477 
__UNICODE                          592K        1 
dyld private memory               1088K        3 
mapped file                       45.9M       22 
shared memory                      636K       12 
===========                     =======  ======= 
TOTAL                             10.5G     7759 
TOTAL, minus reserved VM space     9.4G     7759

Is there something that can be done to recover the trained model under these circumstances?

If not, is there any way to continue training a model if this happens again?

opened by az-oolloow 0

Can you continue training ObjectDetector model?

With CreateML we can start training, pause to evaluate and continue training.

With turicreate it seems while we can provide the number of iterations, once the ObjectDetector is trained there is no way to continue training for X more operations?

opened by az-oolloow 0

Releases(6.4.1)

6.4.1(Sep 30, 2020)
New Features

User controlled SFrame pickling functionality (Python 3 only) #3327

Bug Fixes

Drawing Classifer: automaticaly resize images #3313

Decrease memory usage for ROC curve calculation #3323

Remove tc.config.get_server_log_location() #3329

Fixed tc.version_info.git_sha #3310

Fixed export_coreml() tilda expansion #3309

Better error message when using image deep features with wrong model #3332

Source code(tar.gz)
Source code(zip)
docs.zip(43.70 MB)
libAudioPreprocessing.zip(1.60 MB)
libRecommender.zip(7.91 MB)
turicreate-6.4.1+minimal-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.63 MB)
turicreate-6.4.1+minimal-cp27-cp27mu-manylinux1_x86_64.whl(87.66 MB)
turicreate-6.4.1+minimal-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.66 MB)
turicreate-6.4.1+minimal-cp35-cp35m-manylinux1_x86_64.whl(87.69 MB)
turicreate-6.4.1+minimal-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.71 MB)
turicreate-6.4.1+minimal-cp36-cp36m-manylinux1_x86_64.whl(87.74 MB)
turicreate-6.4.1+minimal-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4.1+minimal-cp37-cp37m-manylinux1_x86_64.whl(87.72 MB)
turicreate-6.4.1+minimal-cp38-cp38-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4.1+minimal-cp38-cp38-manylinux1_x86_64.whl(87.72 MB)
turicreate-6.4.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.63 MB)
turicreate-6.4.1-cp27-cp27mu-manylinux1_x86_64.whl(87.66 MB)
turicreate-6.4.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.66 MB)
turicreate-6.4.1-cp35-cp35m-manylinux1_x86_64.whl(87.69 MB)
turicreate-6.4.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.71 MB)
turicreate-6.4.1-cp36-cp36m-manylinux1_x86_64.whl(87.74 MB)
turicreate-6.4.1-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4.1-cp37-cp37m-manylinux1_x86_64.whl(87.72 MB)
turicreate-6.4.1-cp38-cp38-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4.1-cp38-cp38-manylinux1_x86_64.whl(87.72 MB)
6.4(Aug 27, 2020)
New Features

Python 3.8 support #3296

Expose deep features for images #3210

SArray median #3222

Feature Enhancements

Drawing Classifier uses MLCompute #3279

Object Detection uses MLCompute #3278

Add Non-maximum Suppression layer to Object Detection #3274

Relax TensorFlow requirement #3281

Add L2 Regularization to Text Classifier #3285

Bug Fixes

Stop disabling TensorFlow version 2 behavior #3273

Empty SArray cannot contain audio data #3208

Better handling of setting SSL certificate path #3211

Source code(tar.gz)
Source code(zip)
docs.zip(43.70 MB)
libAudioPreprocessing.zip(1.60 MB)
libRecommender.zip(7.91 MB)
turicreate-6.4+minimal-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.63 MB)
turicreate-6.4+minimal-cp27-cp27mu-manylinux1_x86_64.whl(87.65 MB)
turicreate-6.4+minimal-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.66 MB)
turicreate-6.4+minimal-cp35-cp35m-manylinux1_x86_64.whl(87.69 MB)
turicreate-6.4+minimal-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.71 MB)
turicreate-6.4+minimal-cp36-cp36m-manylinux1_x86_64.whl(87.73 MB)
turicreate-6.4+minimal-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4+minimal-cp37-cp37m-manylinux1_x86_64.whl(87.72 MB)
turicreate-6.4+minimal-cp38-cp38-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4+minimal-cp38-cp38-manylinux1_x86_64.whl(87.72 MB)
turicreate-6.4-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.63 MB)
turicreate-6.4-cp27-cp27mu-manylinux1_x86_64.whl(87.65 MB)
turicreate-6.4-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.66 MB)
turicreate-6.4-cp35-cp35m-manylinux1_x86_64.whl(87.69 MB)
turicreate-6.4-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.71 MB)
turicreate-6.4-cp36-cp36m-manylinux1_x86_64.whl(87.73 MB)
turicreate-6.4-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4-cp37-cp37m-manylinux1_x86_64.whl(87.71 MB)
turicreate-6.4-cp38-cp38-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.69 MB)
turicreate-6.4-cp38-cp38-manylinux1_x86_64.whl(87.72 MB)
turicreate-6.4.tar.gz(1.88 KB)
6.3(May 26, 2020)
New Features

Created a set of minimal wheels designed for users that only want to use SFrame, SArray, or SGraph and none of the machine learning functionality. These minimal wheels significantly reduce the total number of dependencies which need to be installed. These wheels are included below but will not be put on PyPI.

SArray shuffle. #3178

Feature Enhancements

Style Transfer: include style and content loss in metrics, when available. #3131

Better S3 error handling. #3116

Sound Classifier: better accuracy, particularly for training on long audio clips, by shuffling stacked deep features prior to training. #3178

Bug Fixes

Fixed bad formatting typo in User Guide install instructions. #3141

Clarify the use of tc.config.set_num_gpus. #3181

Source code(tar.gz)
Source code(zip)
docs.zip(43.57 MB)
libAudioPreprocessing.zip(1.60 MB)
libRecommender.zip(7.69 MB)
turicreate-6.3+minimal-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.45 MB)
turicreate-6.3+minimal-cp27-cp27mu-manylinux1_x86_64.whl(87.56 MB)
turicreate-6.3+minimal-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.48 MB)
turicreate-6.3+minimal-cp35-cp35m-manylinux1_x86_64.whl(87.59 MB)
turicreate-6.3+minimal-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.53 MB)
turicreate-6.3+minimal-cp36-cp36m-manylinux1_x86_64.whl(87.63 MB)
turicreate-6.3+minimal-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.52 MB)
turicreate-6.3+minimal-cp37-cp37m-manylinux1_x86_64.whl(87.62 MB)
turicreate-6.3-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.45 MB)
turicreate-6.3-cp27-cp27mu-manylinux1_x86_64.whl(87.56 MB)
turicreate-6.3-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.48 MB)
turicreate-6.3-cp35-cp35m-manylinux1_x86_64.whl(87.59 MB)
turicreate-6.3-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.53 MB)
turicreate-6.3-cp36-cp36m-manylinux1_x86_64.whl(87.63 MB)
turicreate-6.3-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.52 MB)
turicreate-6.3-cp37-cp37m-manylinux1_x86_64.whl(87.62 MB)
6.2.2(May 11, 2020)
Three Critical Bug Fixes for TensorFlow Implementation of Object Detection:

Fix color augmentation in TensorFlow object detection #3176

Fix TensorFlow object detector evaluate always returning zero accuracy #3148

Fix TensorFlow object detector not working for more than two objects/classes #3031

Source code(tar.gz)
Source code(zip)
docs.zip(43.47 MB)
libAudioPreprocessing.zip(1.60 MB)
libRecommender.zip(7.68 MB)
turicreate-6.2.2-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.39 MB)
turicreate-6.2.2-cp27-cp27mu-manylinux1_x86_64.whl(87.51 MB)
turicreate-6.2.2-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.44 MB)
turicreate-6.2.2-cp35-cp35m-manylinux1_x86_64.whl(87.53 MB)
turicreate-6.2.2-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.49 MB)
turicreate-6.2.2-cp36-cp36m-manylinux1_x86_64.whl(87.58 MB)
turicreate-6.2.2-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.48 MB)
turicreate-6.2.2-cp37-cp37m-manylinux1_x86_64.whl(87.57 MB)
6.2.1(Apr 30, 2020)

Pinned 2nd-order dependency llvmlite to version 0.31.0 on python versions 2.7 and 3.5 to avoid install errors.
Source code(tar.gz)
Source code(zip)
docs.zip(43.47 MB)
libAudioPreprocessing.zip(1.60 MB)
libRecommender.zip(7.68 MB)
turicreate-6.2.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.41 MB)
turicreate-6.2.1-cp27-cp27mu-manylinux1_x86_64.whl(87.51 MB)
turicreate-6.2.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.44 MB)
turicreate-6.2.1-cp35-cp35m-manylinux1_x86_64.whl(87.53 MB)
turicreate-6.2.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.49 MB)
turicreate-6.2.1-cp36-cp36m-manylinux1_x86_64.whl(87.58 MB)
turicreate-6.2.1-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.48 MB)
turicreate-6.2.1-cp37-cp37m-manylinux1_x86_64.whl(87.57 MB)
6.2(Apr 13, 2020)
New Features

SFrame shuffle operator (#942)

Object Detector takes seed parameter (#2168)

Image Classifier and Image Similarity use eGPU (#883)

Feature Enhancements

Unfix numpy dependency (#2664)

Rewrite S3 code path with AWS SDK (#3025)

S3 code path uses AWS SigV4 (#2910)

Bug Fixes

Fix tc.load_model and tc.load_sgraph APIs to respect the user’s home directory (#2685)

Temporarily restrict TensorFlow version range on Linux (#3089)

Add type checking for tc.recommender.util.compare_models (#2758)

Clarify definition of “SFrame” in user docs (#2908)

Fix broken links on the tc.aggregate API doc page (#3011)

Improve logging of execution path for GPU/CPU use cases (#3037)

Fix threading issue in column indexer of ml_data. (#2979)

Fix typos in Sound Classifier user guide (#3020)

Source code(tar.gz)
Source code(zip)
docs.zip(43.47 MB)
libAudioPreprocessing.zip(1.60 MB)
libRecommender.zip(7.68 MB)
turicreate-6.2-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.39 MB)
turicreate-6.2-cp27-cp27mu-manylinux1_x86_64.whl(87.51 MB)
turicreate-6.2-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.44 MB)
turicreate-6.2-cp35-cp35m-manylinux1_x86_64.whl(87.53 MB)
turicreate-6.2-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.49 MB)
turicreate-6.2-cp36-cp36m-manylinux1_x86_64.whl(87.58 MB)
turicreate-6.2-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(31.48 MB)
turicreate-6.2-cp37-cp37m-manylinux1_x86_64.whl(87.57 MB)
6.1(Feb 12, 2020)

New Features

Remove duplicate columns of a an SFrame (#2540) SArray function: abs() (#1885)

Feature Enhancements

Add metadata to exported CoreML models (#2800) Unpin numpy dependency by using new coremltools version (#2664) Better error message for unsupported platform on TuriCreate install (#1163) Nearest Neighbors: better logging and model summary (#2460) Object Detection: add warning message if class label not in training set (#2551) Drawing Classifier: evaluate method is faster (#2932) One Shot Object Detection: better tar file management for background images (#2005) Style Transfer: parameter checking (#2790) Style Transfer: model loaded lazily (#2799) Sound Classifier: better parameter checking (#2882, #2884, #2886)

Bug Fixes

Fixed ImportError: libbz2.so.1.0 error message (#2302) Stop calling tensorflow.compat.v1.reset_default_graph() (#2731) Protocol component of URL is now case insensitive (#2902) All toolkits: better parameter checking for summary method (#2872) Fix verbose=False flag for several toolkits (#2677) Activity Classifier: exporting a model to CoreML which uses just one feature (#2945) Activity Classifier: drop missing data (#2841) Activity Classifier: check for missing features (#2844) Activity Classifier: better parameter checking (#2837) Style Transfer: disable weight update for the VGG parameters (#2990) Style Transfer: weight initialization in style transfer to use uniform between -0.7 and 0.7 (#2988) Style Transfer: remove duplicated printed progress output (#2926) Style Transfer: improved docstings (#2789) Style Transfer: remove outdated information from user guide (#2620) Object Detection: fix inference regression between CPU and GPU (#2955) Object Detection: predict doesn’t depend on annotation column (#2830) One Shot Object Detection: fix user guide links (#2959) One Shot Object Detection: summary improvements (#2862, 2863) Sound Classifier: fix max_iterations=0 bug (2764) Image Classifier: fix docstring link (#931)
Source code(tar.gz)
Source code(zip)
docs.zip(43.16 MB)
libAudioPreprocessing.zip(1.13 MB)
libRecommender.zip(6.87 MB)
turicreate-6.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(30.50 MB)
turicreate-6.1-cp27-cp27mu-manylinux1_x86_64.whl(87.10 MB)
turicreate-6.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(30.54 MB)
turicreate-6.1-cp35-cp35m-manylinux1_x86_64.whl(87.12 MB)
turicreate-6.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(30.59 MB)
turicreate-6.1-cp36-cp36m-manylinux1_x86_64.whl(87.17 MB)
turicreate-6.1-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(30.57 MB)
turicreate-6.1-cp37-cp37m-manylinux1_x86_64.whl(87.16 MB)
6.0(Dec 18, 2019)
Release Notes

New Features

Swapped out using TensorFlow for MXNet for Deep Learning toolkits.

Added support for Python 3.7 on Linux.

Feature Enhancements

Added support for coremltools 3.1. (#2774)

Added user-defined metadata in Core ML model. (#2562)

Added guide of how to use confidence thresholds with the Vision framework. (#2615)

Enabled activity classifier to run on Metal Performance Shaders for GPU based training. (#919)

Added SFrame plus operator. (#2569)

Supported image visualization on Google Colab Jupyter Notebook. (#1269, #2483)

Ignore type when appending empty SArray. (#2390)

Supported SArray’s filter_by function with dictionary values and keys. (#2221)

Improved error message in apply method when most values are None. (#2066)

Changed Sketch.num_na() to Sketch.num_missing(). (#1759)

Updated SFrame.read_csv()'s API documentation. (#1367)

Enabled export for an empty SFrame. (#804)

Bug Fixes

Suppressed warnings to users while calling non-deprecated API. (#2529)

Removed unused state variables from the object detector model. (#2506)

Fixed conflicting Numpy dependencies (#2249)

Handled invalid path for loading audio files. (#2686)

Updated user guide to incorporate the new AC export_coreml format. (#2676)

Fixed segfault for text classifier with data with undefined values. (#2402)

Fix Image Classifier and Drawing Classifier annotation bugs on Linux. (#2401)

Reduced CPU architecture requirement to core2. (#2266)

Output of drawing classifier evaluation object now does not contain additional keys. (#1974)

Image classifier annotation function throws error with empty SFrame. (#1915)

Preserved nan values when converting from float SArray into int SArray. (#1761)

Fixed functionality for predict_id in Activity Classifier’s predict function. (#1706)

Fixed bug for dictionary input to text_analytics’ count_words function. (#954)

Source code(tar.gz)
Source code(zip)
docs.zip(43.81 MB)
libAudioPreprocessing.zip(17.56 KB)
libRecommender.zip(7.11 MB)
turicreate-6.0-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(24.24 MB)
turicreate-6.0-cp27-cp27mu-manylinux1_x86_64.whl(86.90 MB)
turicreate-6.0-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(24.27 MB)
turicreate-6.0-cp35-cp35m-manylinux1_x86_64.whl(86.93 MB)
turicreate-6.0-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(24.34 MB)
turicreate-6.0-cp36-cp36m-manylinux1_x86_64.whl(86.97 MB)
turicreate-6.0-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(24.32 MB)
turicreate-6.0-cp37-cp37m-manylinux1_x86_64.whl(86.96 MB)
5.8(Oct 7, 2019)
Release Notes

New Features

Style Transfer supports training with Mac GPU

Feature Enhancements

Improved speed for groupby operations over common keys (#2210)

Added new API for SArray's read_json initializer (#2331)

Improved speed for SFrame sample function. (#2343)

Added equality operator for image_type (#2347)

Enabled Sound Classifier predict for clips shorter than 975 milliseconds (#2310)

Bug Fixes

Enhanced logging in exception messages (#2145)

Fixed typos in Userguide (#2268)

Fixed issue with degree to radian conversion in One Shot Object Detector. (#2285)

Added column existence check in Image Classifier (#2296)

Enhanced seeding strategy in One Shot Object Detector (#2297)

Fixed inline Jupyter notebook title (#2306)

Enhanced One Shot Object Detector rotation angle distributions (#2316)

Clarified userguide regarding differing bounding box representation between Turi Create and Vision (#2320)

Added column type check in SFrame for all toolkits. (#2324)

Enhanced error checking for input datatype for all toolkits. (#2328)

Recognized exclude parameter in Recommender. (#2333)

Fixed evaluate().explore() crashes and hangs on Python 3 (#2337)

Suppressed warnings in libcurl dependency (#2366)

Added support for single image input to One Shot Object Detector. (#2370)

Notes

One Shot Object Detector is released out of Beta.

Added deprecation warnings for 6.0 release (#2321)

Source code(tar.gz)
Source code(zip)
docs.zip(43.16 MB)
libAudioPreprocessing.zip(18.60 KB)
libRecommender.zip(8.70 MB)
turicreate-5.8-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(23.67 MB)
turicreate-5.8-cp27-cp27mu-manylinux1_x86_64.whl(86.39 MB)
turicreate-5.8-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(23.71 MB)
turicreate-5.8-cp35-cp35m-manylinux1_x86_64.whl(86.41 MB)
turicreate-5.8-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(23.77 MB)
turicreate-5.8-cp36-cp36m-manylinux1_x86_64.whl(86.46 MB)
turicreate-5.8-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(23.75 MB)
5.7.1(Aug 27, 2019)
Installation

To install Turi Create 5.7.1 into your virtual environment, use:

(venv) pip install turicreate==5.7.1

Bug Fixes

Visualization: .explore() method breaks in Python3(#2264)

Source code(tar.gz)
Source code(zip)
docs.zip(43.31 MB)
libAudioPreprocessing.zip(17.96 KB)
libRecommender.zip(8.66 MB)
turicreate-5.7.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.37 MB)
turicreate-5.7.1-cp27-cp27mu-manylinux1_x86_64.whl(86.26 MB)
turicreate-5.7.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.41 MB)
turicreate-5.7.1-cp35-cp35m-manylinux1_x86_64.whl(86.29 MB)
turicreate-5.7.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.47 MB)
turicreate-5.7.1-cp36-cp36m-manylinux1_x86_64.whl(86.33 MB)
turicreate-5.7.1-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.45 MB)
turicreate-5.7.1.tar.gz(2.29 KB)
5.7(Aug 14, 2019)
New Features

Python 3.7 support on macOS (https://github.com/apple/turicreate/issues/788)

Feature Enhancements

Increased performance for XGBoost (https://github.com/apple/turicreate/issues/2033)

Added an option to inline render the SFrame .explore() method for greater Jupyter Notebook compatibility (https://github.com/apple/turicreate/issues/929)

Bug Fixes

Reduced disk footprint of One-Shot Object Detector (https://github.com/apple/turicreate/issues/2169)

Reduced memory usage of One-Shot Object Detector (https://github.com/apple/turicreate/issues/2191)

Fixed broken test CoreMLExportTest on macOS 10.13 (https://github.com/apple/turicreate/issues/1332)

Increased default max_iterations value for Drawing Classifier toolkit (https://github.com/apple/turicreate/issues/2092)

Fixed broken links in API docs (https://github.com/apple/turicreate/issues/2112)

Improved error message for One-Shot Object Detector when using empty arrays (https://github.com/apple/turicreate/issues/2002)

Toolkits now better handle missing values in SFrames (https://github.com/apple/turicreate/issues/1994)

Fixed how unpack and dropna lazily compute (https://github.com/apple/turicreate/issues/2170)

Fixed type checking for max_iterations in Style Transfer toolkit (https://github.com/apple/turicreate/issues/2013)

Notes

One-Shot Object Detector is now listed as a beta toolkit.

Source code(tar.gz)
Source code(zip)
docs.zip(43.32 MB)
libAudioPreprocessing.zip(17.96 KB)
libRecommender.zip(8.66 MB)
turicreate-5.7-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.37 MB)
turicreate-5.7-cp27-cp27mu-manylinux1_x86_64.whl(86.26 MB)
turicreate-5.7-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.41 MB)
turicreate-5.7-cp35-cp35m-manylinux1_x86_64.whl(86.29 MB)
turicreate-5.7-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.47 MB)
turicreate-5.7-cp36-cp36m-manylinux1_x86_64.whl(86.33 MB)
turicreate-5.7-cp37-cp37m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.45 MB)
turicreate-5.7.tar.gz(1.64 KB)
5.6(Jun 4, 2019)
New Features

New Toolkit: One Shot Object Detection (#1790)

New UI: Image Classifier & Drawing Classifier Evaluation (#1335)

Feature Enhancements

Annotation: similar images are automatically suggested for annotation (#1868)

Drawing Classifier: added annotate method (#2028)

Bug Fixes

Annotation: Ignore existing undefined labels when annotating (#2008)

Sound Classifier - consistent logging and bug fix (#1966)

Sound Classifier - put sample rate in Core ML metadata (#1908)

Drawing Classifier - better logging and error message. Bug fix: reported training time (#1967)

Drawing Classifier - better swift code in user guide for using Core ML model. (#1969)

Drawing Classifier - API doc fixes (#1988)

Visualization: Fix null value support in .explore (#1923)

Visualization: Fix key press handler in tcviz app (#1910)

Faster buffering for Activity Classifier (#1819)

Better recommender updates (#1844)

Fix CoreML export for tree classifiers (#1832)

Add confusion and precision recall matrix to training/validationMetrics (stats after training) for C-API activity classifier (#1807)

Source code(tar.gz)
Source code(zip)
libAudioPreprocessing.zip(20.14 KB)
libRecommender.zip(6.86 MB)
python_api_docs.tar.gz(2.55 MB)
turicreate-5.6-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.97 MB)
turicreate-5.6-cp27-cp27mu-manylinux1_x86_64.whl(82.09 MB)
turicreate-5.6-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.97 MB)
turicreate-5.6-cp35-cp35m-manylinux1_x86_64.whl(82.08 MB)
turicreate-5.6-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.97 MB)
turicreate-5.6-cp36-cp36m-manylinux1_x86_64.whl(82.08 MB)
5.5.1(May 22, 2019)
Bug Fixes

Fixes error image_classifier #1866

Fixes regression in TC image classifier evaluate #1889

Fixes import broken in 5.4 on linux GPUs for OD #1890

Note: the API surface is not impacted by this release, so for documentation, please see release 5.5.
Source code(tar.gz)
Source code(zip)
libAudioPreprocessing.zip(21.79 KB)
libRecommender.zip(6.83 MB)
turicreate-5.5.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.82 MB)
turicreate-5.5.1-cp27-cp27mu-manylinux1_x86_64.whl(81.95 MB)
turicreate-5.5.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.82 MB)
turicreate-5.5.1-cp35-cp35m-manylinux1_x86_64.whl(81.94 MB)
turicreate-5.5.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.82 MB)
turicreate-5.5.1-cp36-cp36m-manylinux1_x86_64.whl(81.94 MB)
5.5(Apr 30, 2019)
New Features

Added Ubuntu 14.04 compatibility #1441

Refined output images from Style Transfer model #666

Feature Enhancements

Object Detector will now compute training and validation metrics automatically #1726

Added an Advanced Usage page to documentation #1639

Added ability to navigate to arbitrary image during Image Annotation #1521

Added ability to tune neural network structure for Sound Classifier #1477

Now targeting iOS 10 as minimum deployment target #1654

Sound classifier now saves deep features #1601

Bug Fixes

Fixed crash related to Sound Classifier analyzing clips less than 975 milliseconds in length #1702

Fixed issue with Drawing Classifier warm start options #1808

Fixed compiler warning causing failing ninja builds #1667

Fixed issue with histogram axis labels #1664

Fixed issue with documentation formatting #1648

Added missing documentation for .annotate method #1645

Fix issue with Drawing Classifier infinite loop #1620

Clarified Drawing Classifier error message #1617

Fixed issue with UI selection for model evaluation #1564

Fixed crash with Int labels when using model evaluation #1561

Fixed issue with model evaluation window focus #1548

Fixed issue with Image Classifier image column name expectations #1535

Fixed issue related to Image Classifier model evaluation #1510

Added ability for SFrame filter_by to work with map data type #1140

Image deep feature extractor model downloads now check return code #1033

Histogram of ints now has integer-aligned bin boundaries #167

Source code(tar.gz)
Source code(zip)
docs.zip(39.55 MB)
libAudioPreprocessing.zip(17.91 KB)
libRecommender.zip(6.85 MB)
turicreate-5.5-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.82 MB)
turicreate-5.5-cp27-cp27mu-manylinux1_x86_64.whl(81.95 MB)
turicreate-5.5-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.82 MB)
turicreate-5.5-cp35-cp35m-manylinux1_x86_64.whl(81.94 MB)
turicreate-5.5-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(20.82 MB)
turicreate-5.5-cp36-cp36m-manylinux1_x86_64.whl(81.94 MB)
5.4(Mar 20, 2019)
New Features

New Toolkit: Drawing Classifier #1436

New Toolkit: Sound Classifier #1451

New Annotation Tool #1482

Feature Enhancements

CMake simplification & build speedup #1413

Improvements to LBFGS Solver. #1372

Replace Armadillo with Eigen #1402

Bug Fixes

SFrame.show crashes if there are 0 effective columns #1505

Exception when importing TuriCreate on a machine with no GPUs #1405

Handle exception thrown when calling nvidia-smi when no GPU is installed #1406

Killed upon reaching iteration limit #1075

Linear Regression Gives Incorrect Error Message with Image Column - #1298

Per-class accuracy doesn't make any sense #1407

Fix issue with documentation failing to display generated images #1595

SFrame.explore() throws AssertionError on a column with a list of list of dictionaries. #1503

Scatter plot and heat map start axes at 0 #1194

six dependency is too rigid #1417

Logistic Classifier: disable probability output type for multiclass predict #1414

Recommender Exclude Parameter Not Working #1164

make_wheel.sh creates wheels that are not pip installable #927

gl_sframe cache invalidation bug #1422

Fixes S3 write path for SFrames #1416

Source code(tar.gz)
Source code(zip)
docs.zip(39.49 MB)
libAudioPreprocessing.zip(18.51 KB)
libRecommender.zip(6.82 MB)
turicreate-5.4-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.90 MB)
turicreate-5.4-cp27-cp27mu-manylinux1_x86_64.whl(83.36 MB)
turicreate-5.4-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.90 MB)
turicreate-5.4-cp35-cp35m-manylinux1_x86_64.whl(83.36 MB)
turicreate-5.4-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.90 MB)
turicreate-5.4-cp36-cp36m-manylinux1_x86_64.whl(83.36 MB)
5.3.1(Feb 20, 2019)
Installation

To install Turi Create 5.3.1 into your virtual environment, use:

(venv) pip install turicreate==5.3.1

Fixes

Write support for S3 #57

Documentation and other downloads are not affected by this release; only .whl files have changed.
Source code(tar.gz)
Source code(zip)
turicreate-5.3.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.54 MB)
turicreate-5.3.1-cp27-cp27mu-manylinux1_x86_64.whl(81.27 MB)
turicreate-5.3.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.54 MB)
turicreate-5.3.1-cp35-cp35m-manylinux1_x86_64.whl(81.27 MB)
turicreate-5.3.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.54 MB)
turicreate-5.3.1-cp36-cp36m-manylinux1_x86_64.whl(81.28 MB)
5.3(Feb 6, 2019)
Installation

To install Turi Create 5.3 into your virtual environment, use:

(venv) pip install turicreate==5.3

Enhancements

Handle null & missing values in categorical heatmap (#1331)

Handle null values in numeric histogram (#1326)

Handle null values in categorical histogram (#1325)

Fixes

Support empty labels in plots (#1211)

More robust HDFS search paths (#1234)

Integrate progress printing into os_log on Apple platforms (#1240)

Corrected precision-recall computation in recommender.util.precision_recall_by_user (#1262)

CSV parsing improvements, including support for fields that contain newlines (#1263, #1266)

Improved error reporting when loading JPEG files with unsupported color spaces (#1279)

Support logistic classification training options in image classification (#1299)

Support custom IOU threshold for non-maximum suppression in object detector prediction (#1333)

Fix axis title bug in Box & Whisker plot (#1363)

Source code(tar.gz)
Source code(zip)
docs.zip(34.38 MB)
libRecommender.zip(6.70 MB)
turicreate-5.3-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.54 MB)
turicreate-5.3-cp27-cp27mu-manylinux1_x86_64.whl(81.24 MB)
turicreate-5.3-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.54 MB)
turicreate-5.3-cp35-cp35m-manylinux1_x86_64.whl(81.24 MB)
turicreate-5.3-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(21.54 MB)
turicreate-5.3-cp36-cp36m-manylinux1_x86_64.whl(81.27 MB)
5.2.1(Dec 13, 2018)
Installation

To install Turi Create 5.2.1 into your virtual environment, use:

(venv) pip install turicreate==5.2.1

Fixes

Fix plot get_data for SFrame summary view #1252

Note: artifacts other than Python wheels are omitted from this release, since only the Python wheel content has changed. For all other artifacts, use release 5.2.
Source code(tar.gz)
Source code(zip)
turicreate-5.2.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.17 MB)
turicreate-5.2.1-cp27-cp27mu-manylinux1_x86_64.whl(84.26 MB)
turicreate-5.2.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.16 MB)
turicreate-5.2.1-cp35-cp35m-manylinux1_x86_64.whl(84.24 MB)
turicreate-5.2.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.16 MB)
turicreate-5.2.1-cp36-cp36m-manylinux1_x86_64.whl(84.24 MB)
5.2(Nov 29, 2018)
Installation

To install Turi Create 5.2 into your virtual environment, use:

(venv) pip install turicreate==5.2

Fixes

Clarify sample code to avoid erroneous bounding boxes when deploying object detectors (#1016)

Restore object detector support for RGBA .PNG files; throw an error for unsupported color spaces (#1046)

Add SArray.filter_by (#1061)

Support dictionaries with keys that are tuples (#1096)

Support for nd-array features in supervised learning (#1127)

Fix heat map rendering (#1129)

Resolve JSON parsing bug for JSON input of exactly 128 characters (#1134)

Fix box plot rendering (#1179)

Allow object detector export to set confidence threshold to 0 (#1208)

No longer require npm when building from source (#1213)

Source code(tar.gz)
Source code(zip)
docs.zip(34.29 MB)
libRecommender.zip(7.86 MB)
turicreate-5.2-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.17 MB)
turicreate-5.2-cp27-cp27mu-manylinux1_x86_64.whl(84.24 MB)
turicreate-5.2-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.16 MB)
turicreate-5.2-cp35-cp35m-manylinux1_x86_64.whl(84.24 MB)
turicreate-5.2-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.16 MB)
turicreate-5.2-cp36-cp36m-manylinux1_x86_64.whl(84.29 MB)
5.1(Oct 2, 2018)
Installation

To install Turi Create 5.1 into your virtual environment, use:

(venv) pip install turicreate==5.1

Fixes

Add auto-detection of JSON file format for SFrame.save (#802)

Allow SArray initializer to convert an existing SArray to a different type (#1070)

Allow SFrame.add_column to accept iterables and to fill with a constant value (#1072)

Source code(tar.gz)
Source code(zip)
docs.zip(33.63 MB)
libRecommender.zip(6.87 MB)
turicreate-5.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.03 MB)
turicreate-5.1-cp27-cp27mu-manylinux1_x86_64.whl(84.01 MB)
turicreate-5.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.03 MB)
turicreate-5.1-cp35-cp35m-manylinux1_x86_64.whl(83.99 MB)
turicreate-5.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.02 MB)
turicreate-5.1-cp36-cp36m-manylinux1_x86_64.whl(84.01 MB)
5.0(Aug 22, 2018)
Installation

To install Turi Create 5.0 into your virtual environment, use:

(venv) pip install turicreate==5.0

Major Updates

GPU Acceleration on Macs

New Task: Style Transfer

Recommender model deployment

Vision Feature Print model deployment

Source code(tar.gz)
Source code(zip)
docs.zip(34.17 MB)
libRecommender.zip(6.87 MB)
turicreate-5.0-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.02 MB)
turicreate-5.0-cp27-cp27mu-manylinux1_x86_64.whl(83.97 MB)
turicreate-5.0-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.01 MB)
turicreate-5.0-cp35-cp35m-manylinux1_x86_64.whl(84.00 MB)
turicreate-5.0-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.01 MB)
turicreate-5.0-cp36-cp36m-manylinux1_x86_64.whl(83.96 MB)
5.0b3(Jul 31, 2018)

Source code(tar.gz)
Source code(zip)
docs.zip(34.23 MB)
libRecommender.zip(6.87 MB)
turicreate-5.0b3-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.61 MB)
turicreate-5.0b3-cp27-cp27mu-manylinux1_x86_64.whl(84.49 MB)
turicreate-5.0b3-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.60 MB)
turicreate-5.0b3-cp35-cp35m-manylinux1_x86_64.whl(84.46 MB)
turicreate-5.0b3-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(27.60 MB)
turicreate-5.0b3-cp36-cp36m-manylinux1_x86_64.whl(84.46 MB)
5.0b1(Jun 4, 2018)
Installation

To install the 5.0 beta into your virtual environment, use:

(venv) pip install turicreate==5.0b1

Major Updates

GPU Acceleration on Macs

New Task: Style Transfer

Recommender model deployment

Vision Feature Print model deployment

Source code(tar.gz)
Source code(zip)
libRecommender-arm64.dylib(8.19 MB)
libRecommender-x86_64.dylib(10.35 MB)
turicreate-5.0b1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(29.16 MB)
turicreate-5.0b1-cp27-cp27mu-manylinux1_x86_64.whl(85.98 MB)
turicreate-5.0b1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(29.16 MB)
turicreate-5.0b1-cp35-cp35m-manylinux1_x86_64.whl(85.95 MB)
turicreate-5.0b1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.macosx_10_13_intel.macosx_10_13_x86_64.macosx_10_14_intel.macosx_10_14_x86_64.whl(29.15 MB)
turicreate-5.0b1-cp36-cp36m-manylinux1_x86_64.whl(85.97 MB)
turicreate_python_sphinx_docs.tar(18.02 MB)
v4.3.2(Apr 18, 2018)
Fixes

Fixed critical bug where visualization files were excluded from wheel artifacts, breaking .show and .explore ( #539 )

Source code(tar.gz)
Source code(zip)
turicreate-4.3.2-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.whl(26.51 MB)
turicreate-4.3.2-cp27-cp27mu-manylinux1_x86_64.whl(84.61 MB)
turicreate-4.3.2-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.whl(26.50 MB)
turicreate-4.3.2-cp35-cp35m-manylinux1_x86_64.whl(84.61 MB)
turicreate-4.3.2-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.whl(26.50 MB)
turicreate-4.3.2-cp36-cp36m-manylinux1_x86_64.whl(84.61 MB)
v4.3.1(Apr 15, 2018)
Fixes

Fixed critical bug in logistic/linear regression with validation tracking ( #532 )

Source code(tar.gz)
Source code(zip)
turicreate-4.3.1-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.whl(23.76 MB)
turicreate-4.3.1-cp27-cp27mu-manylinux1_x86_64.whl(78.91 MB)
turicreate-4.3.1-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.whl(23.75 MB)
turicreate-4.3.1-cp35-cp35m-manylinux1_x86_64.whl(78.95 MB)
turicreate-4.3.1-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.whl(23.76 MB)
turicreate-4.3.1-cp36-cp36m-manylinux1_x86_64.whl(78.91 MB)
v4.3(Apr 14, 2018)
Major Updates

Plot API with save and ability to select plot type

Support for list, dict, array, ndarray in .explore()

Enhancements

Ability to view truncated values in .explore()

Fixes

Fix slicing issue for NDArray inside SArray (Python 3) (#385)

Make docstring consistent with current behavior (#374)

Avoiding default atof behavior for integers and floats (#373)

Fix image classifier unit tests (#371)

Consistent color for draw_bounding_boxes (#369)

Fix user facing deprecation warning for panda's to_datetime usage (#368)

Added Top Level load_sarray (#516)

user guide should use print as a function (#432)

Better error message for bad astype(...). (#430)

Remove (unused, non-functional, non-public) viz for recsys models (#428)

Better error message for unwritable temp location (#427)

Fix macOS platform tag to reflect true support (#426)

Update get/set runtime config docs and errors (#423)

Remove unnecessary Python linking (#421)

Remove references to lfs (#420)

Update supported and recommended MXNet versions (#418)

Fix single-image classifier inference on multi-gpu (#417)

Fix broken unit test for image bit depth (#416)

Add data preparation step to object detection user guide (#414)

Gitignore cleanup (#408)

updated sys.platform for python3 (#404)

Fix offset/length bug in NDArray-to-SArray (#395)

Support PNG images with non-8-bit depth (#393)

Do not use PIL for decoding images for pixel_data (#390)

Added support for file:// as valid url protocol. (#387)

Avoid ndarray to fix fatal error in activity classifier (#386)

Source code(tar.gz)
Source code(zip)
api_docs.zip(2.34 MB)
turicreate-4.3-cp27-cp27m-macosx_10_12_intel.macosx_10_12_x86_64.whl(23.76 MB)
turicreate-4.3-cp27-cp27mu-manylinux1_x86_64.whl(78.96 MB)
turicreate-4.3-cp35-cp35m-macosx_10_12_intel.macosx_10_12_x86_64.whl(23.75 MB)
turicreate-4.3-cp35-cp35m-manylinux1_x86_64.whl(78.92 MB)
turicreate-4.3-cp36-cp36m-macosx_10_12_intel.macosx_10_12_x86_64.whl(23.76 MB)
turicreate-4.3-cp36-cp36m-manylinux1_x86_64.whl(78.95 MB)
userguide.zip(13.82 MB)
v4.2(Mar 7, 2018)
Major Updates

Visualization support on Linux (#1)

NDArray support in SFrames

Embedded visualizations in Jupyter/iPython notebooks (#330)

Enhancements

Single dictionary support for object detection (#293 )

Image Classifier & Image Similarity: take as input single image or SArray of images (#280)

Add validation-set statistics to resulting model for linear/logistic regression (#274)

Fixes

load_images should have a way to order the images alphabetically by path (#125)

Adds verbose flag to ImageClassifier.evaluate (#281)

csv header parsing problem with BOM UTF8 (#227)

Support palette (type P) PNG image files (#278)

Allow CUDA GPU to be used if available (#227)

Handle RGBA (4 channels) and L (1 channel) images in detector (#275)

Source code(tar.gz)
Source code(zip)
turicreate-4.2-cp27-cp27m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(23.55 MB)
turicreate-4.2-cp27-cp27mu-manylinux1_x86_64.whl(78.82 MB)
turicreate-4.2-cp35-cp35m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(23.54 MB)
turicreate-4.2-cp35-cp35m-manylinux1_x86_64.whl(78.81 MB)
turicreate-4.2-cp36-cp36m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(23.54 MB)
turicreate-4.2-cp36-cp36m-manylinux1_x86_64.whl(78.82 MB)
v4.1.1(Feb 14, 2018)
Fixes

import turicreate fails on macOS 10.12.6 (https://github.com/apple/turicreate/issues/256)

Miscellaneous documentation consistency fixes

Source code(tar.gz)
Source code(zip)
api_docs.tar.gz(996.54 KB)
turicreate-4.1.1-cp27-cp27m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.18 MB)
turicreate-4.1.1-cp27-cp27mu-manylinux1_x86_64.whl(15.26 MB)
turicreate-4.1.1-cp35-cp35m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.18 MB)
turicreate-4.1.1-cp35-cp35m-manylinux1_x86_64.whl(15.27 MB)
turicreate-4.1.1-cp36-cp36m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.18 MB)
turicreate-4.1.1-cp36-cp36m-manylinux1_x86_64.whl(15.27 MB)
userguide.tar.gz(13.35 MB)
v4.1(Feb 8, 2018)
Major Updates

Support for Python 3.5 and 3.6 (#2)

Added Core ML support for sentence classifier (#99)

Added Core ML support for image similarity (#242)

Added more datasets to documentation (#251)

Enhancements

Implemented SArray.stack (https://github.com/apple/turicreate/pull/165)

Implemented SArray.value_counts() (https://github.com/apple/turicreate/pull/172)

Added methods to flexible_type (reinterpret_get, reinterpret_mutable_get) to make unsafe use explicit (https://github.com/apple/turicreate/pull/197)

Published C++ Documentation at https://apple.github.io/turicreate/docs/cpp/

Fixes

Visualization issues and improvements (https://github.com/apple/turicreate/pull/159, https://github.com/apple/turicreate/pull/166, https://github.com/apple/turicreate/pull/163)

Core ML errors for some models trained on dict features (https://github.com/apple/turicreate/issues/98, https://github.com/apple/turicreate/issues/174)

Topic Model perplexity computation may give different results (https://github.com/apple/turicreate/pull/243)

String target for sentence classifier would perform feature extraction on the target (https://github.com/apple/turicreate/issues/234)

Core ML version export type mismatch (https://github.com/apple/turicreate/pull/232)

Sentence classifier ignored validation_set=None (https://github.com/apple/turicreate/pull/208)

S3 Certificate Issues on Linux (https://github.com/apple/turicreate/pull/196, https://github.com/apple/turicreate/issues/57, https://github.com/apple/turicreate/issues/128)

JSON export of array dtype (https://github.com/apple/turicreate/pull/181)

Unable to create SFrame with non-ascii column name in Python 2 (https://github.com/apple/turicreate/issues/157)

SArray.apply fails with UnpicklingError (https://github.com/apple/turicreate/issues/124)

pyodbc type mismatch (https://github.com/apple/turicreate/issues/93)

Source code(tar.gz)
Source code(zip)
turicreate-4.1-cp27-cp27m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.23 MB)
turicreate-4.1-cp27-cp27mu-manylinux1_x86_64.whl(15.27 MB)
turicreate-4.1-cp35-cp35m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.22 MB)
turicreate-4.1-cp35-cp35m-manylinux1_x86_64.whl(15.27 MB)
turicreate-4.1-cp36-cp36m-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.23 MB)
turicreate-4.1-cp36-cp36m-manylinux1_x86_64.whl(15.27 MB)
v4.0(Dec 10, 2017)
Turi Create 4.0: the initial open source release!

Turi Create simplifies the development of custom machine learning models. You don't have to be a machine learning expert to add recommendations, object detection, image classification, image similarity or activity classification to your app.

Easy-to-use: Focus on tasks instead of algorithms

Visual: Built-in, streaming visualizations to explore your data

Flexible: Supports text, images, audio, video and sensor data

Fast and Scalable: Work with large datasets on a single machine

Ready To Deploy: Export models to Core ML for use in iOS, macOS, watchOS, and tvOS apps

Source code(tar.gz)
Source code(zip)
turicreate-4.0-cp27-none-macosx_10_5_x86_64.macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.macosx_10_11_intel.macosx_10_11_x86_64.whl(20.23 MB)
turicreate-4.0-py2.7.tar.gz(15.24 MB)

Turi Create simplifies the development of custom machine learning models.

Related tags

Overview

Turi Create

Example: Image classifier with a few lines of code

Supported Platforms

System Requirements

Installation

Documentation

GPU Support

Building From Source

Contributing

Comments

Load the data

Patching CVE-2007-4559

Releases(6.4.1)

6.4.1(Sep 30, 2020)

New Features

Bug Fixes

6.4(Aug 27, 2020)

New Features

Feature Enhancements

Bug Fixes

6.3(May 26, 2020)

New Features

Feature Enhancements

Bug Fixes

6.2.2(May 11, 2020)

6.2.1(Apr 30, 2020)

6.2(Apr 13, 2020)

New Features

Feature Enhancements

Bug Fixes

6.1(Feb 12, 2020)

New Features

Feature Enhancements

Bug Fixes

6.0(Dec 18, 2019)

Release Notes

New Features

Feature Enhancements

Bug Fixes

5.8(Oct 7, 2019)

Release Notes

New Features

Feature Enhancements

Bug Fixes

Notes

5.7.1(Aug 27, 2019)

Installation

Bug Fixes

5.7(Aug 14, 2019)

New Features

Feature Enhancements

Bug Fixes

Notes

5.6(Jun 4, 2019)

New Features

Feature Enhancements

Bug Fixes

5.5.1(May 22, 2019)

Bug Fixes

5.5(Apr 30, 2019)

New Features

Feature Enhancements

Bug Fixes

5.4(Mar 20, 2019)

New Features

Feature Enhancements

Bug Fixes

5.3.1(Feb 20, 2019)

Installation

Fixes

5.3(Feb 6, 2019)

Installation

Enhancements

Fixes

5.2.1(Dec 13, 2018)

Installation

Fixes