models | Model Zoo for Intel® Architecture : contains Intel | Machine Learning library

 by   IntelAI Python Version: v2.11.0 License: Apache-2.0

kandi X-RAY | models Summary

kandi X-RAY | models Summary

models is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow applications. models has no vulnerabilities, it has a Permissive License and it has high support. However models has 8 bugs and it build file is not available. You can download it from GitHub.

Model Zoo for Intel Architecture: contains Intel optimizations for running deep learning workloads on Intel Xeon Scalable processors
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            kandi-support Support

              models has a highly active ecosystem.
              It has 561 star(s) with 198 fork(s). There are 34 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 24 open issues and 30 have been closed. On average issues are closed in 227 days. There are 4 open pull requests and 0 closed requests.
              It has a positive sentiment in the developer community.
              The latest version of models is v2.11.0

            kandi-Quality Quality

              OutlinedDot
              models has 8 bugs (3 blocker, 0 critical, 3 major, 2 minor) and 874 code smells.

            kandi-Security Security

              models has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              models code analysis shows 0 unresolved vulnerabilities.
              There are 83 security hotspots that need review.

            kandi-License License

              models is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              models releases are available to install and integrate.
              models has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are available. Examples and code snippets are not available.
              models saves you 48019 person hours of effort in developing the same functionality from scratch.
              It has 56094 lines of code, 2915 functions and 575 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed models and discovered the below as its top functions. This is intended to give you an instant insight into models implemented functionality, and help decide if they suit your requirements.
            • Run the main function
            • Creates a criteo dataset
            • Make criteo data and loaders
            • Convert numpy array to binary
            • Train 50 mlperf per model
            • Print to stdout
            • Broadcasts seeds
            • Prints an MLPerf log
            • Create criteo data and loaders
            • Read a single dataset
            • Transformer model transformer
            • Perform the forward computation
            • Embed a quadratic RNN
            • Start the Docker container
            • Auto generate a spec file
            • Evaluate a list of detections
            • Train a training schedule
            • Parse command line arguments
            • Build the model
            • Convert examples to features
            • Build a model_fn
            • Main worker function
            • Writes prediction results
            • Define common flags
            • Main function for resnet
            • Runs large batch validation cases
            Get all kandi verified functions for this library.

            models Key Features

            No Key Features are available at this moment for models.

            models Examples and Code Snippets

            copy iconCopy
            import xgboost
            import shap
            
            # train an XGBoost model
            X, y = shap.datasets.boston()
            model = xgboost.XGBRegressor().fit(X, y)
            
            # explain the model's predictions using SHAP
            # (same syntax works for LightGBM, CatBoost, scikit-learn, transformers, Spark,   
            copy iconCopy
            # ...include code from https://github.com/keras-team/keras/blob/master/examples/mnist_cnn.py
            
            import shap
            import numpy as np
            
            # select a set of background examples to take an expectation over
            background = x_train[np.random.choice(x_train.shape[0], 10  
            copy iconCopy
            public static List getModelsAfter2000(List cars) {
                List carsSortedByYear = new ArrayList<>();
            
                for (Car car : cars) {
                  if (car.getYear() > 2000) {
                    carsSortedByYear.add(car);
                  }
                }
            
                Collections.sort(carsSorted  
            Rebuilds all loaded models .
            pythondot img4Lines of Code : 20dot img4License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def _reconstruct_all_models(self):
                """Reconstructs the network structure of all models."""
                all_initialized_models = set()
                while self._models_to_reconstruct:
                  model_id = self._models_to_reconstruct.pop(0)
                  all_initialized_models.  
            Checks to see if two models are equal
            javadot img5Lines of Code : 14dot img5License : Permissive (MIT License)
            copy iconCopy
            @Override
                public boolean equals(Object o) {
                    if (this == o) {
                        return true;
                    }
                    if (o == null || getClass() != o.getClass()) {
                        return false;
                    }
                    Dealer dealer = (Dealer) o;
                    if (dea  

            Community Discussions

            QUESTION

            How to create an object of model A out of 2 random objects of model B in Django?
            Asked 2021-Jun-15 at 21:48

            I'm trying to create an app that meets two random users in Django. my question is how to create an object Meeting out of 2 random users from my User model, I want something like a for loop so that every 2 users in my database have a meeting!

            ps: I have only one day left to submit my work I will be so thankful if u help me

            this is my code so far:

            ...

            ANSWER

            Answered 2021-Jun-15 at 21:48

            I can't decipher what you're doing there, but:

            Source https://stackoverflow.com/questions/67993189

            QUESTION

            How to test all possible iterations in a multiple linear regresion and return the best R-Squared and P values combination
            Asked 2021-Jun-15 at 20:33

            I am trying to get the best combination to reach the best R Squared and P value. In this case, I have 6 columns to run the code, but I have the R-Squared and P values just for this combo ([col0, col1, col2, col3, col4, col5] vs [col6]). I want to test all the possible combinations, something like:

            [col0] vs [col6]

            [col0 + col1] vs [col6]

            [col0 + col1 + col2] vs [col6]...

            Is there any way to automatize this? So I dont have to run all possible combinations on hand.

            ...

            ANSWER

            Answered 2021-Jun-15 at 20:33

            What you're looking to implement is the powerset function shown in the iterools documentation:

            Source https://stackoverflow.com/questions/67992739

            QUESTION

            Django says field does not exist when it does exist
            Asked 2021-Jun-15 at 20:06

            So I created a poll model in my Django app. I'm going thorugh the polling app tutorial posted on the Django website, however, I'm using a remote MySQL database rather than a SQLite database.

            ...

            ANSWER

            Answered 2021-Jun-15 at 20:06

            I'm thinking the suspect is an unsuccessful migration. Let's undo it and try again

            Source https://stackoverflow.com/questions/67992523

            QUESTION

            why doesn't nest_by replicate this typical group_by & nest pipeline?
            Asked 2021-Jun-15 at 19:23

            A typical way to use group_by and then nest is to estimate a series of models--

            ...

            ANSWER

            Answered 2021-Jun-15 at 19:23

            We can add ungroup in between as the nest_by returns with rowwise attribute which clashes with the map

            Source https://stackoverflow.com/questions/67992206

            QUESTION

            Laravel Streaming Results Lazily
            Asked 2021-Jun-15 at 18:29

            Im trying to reproduce pretty simple snippet from https://laravel.com/docs/8.x/eloquent#streaming-results-lazily

            ...

            ANSWER

            Answered 2021-Jun-15 at 18:29

            I think lazy() method added in laravel version v8.34.0.Even if you are using Laravel 8 then make sure it should be at least version v8.34.0

            As per Laravel Framework release note.

            Source https://stackoverflow.com/questions/67991536

            QUESTION

            Django unable to save form trying to set user in a field
            Asked 2021-Jun-15 at 17:53

            What I want to make, is to create a record of this class:

            ...

            ANSWER

            Answered 2021-Jun-15 at 17:47
                        if form.is_valid():
                            my_form = form.save(commit=False)
                            my_form.user = request.user
                            my_form.save()
            

            Source https://stackoverflow.com/questions/67990999

            QUESTION

            Can't call objects from class in loop Python Django
            Asked 2021-Jun-15 at 16:44

            I an newbee to Django and I realise that it is a very silly question but, when I put objects in a HTML code to call index from data base I recieve just text of what I am calling: List of news(item.title)(item.title)(item.title)(item.title)

            views.py:

            ...

            ANSWER

            Answered 2021-Jun-15 at 16:44
            from django.shortcuts import render
            from django.http import HttpResponse
            from .models import News
            
            def index(request):
                news = News.objects.all()
                res = 'List of news'
                for item in news:
                   res += f'

            {item.title}

            ' return HttpResponse(res)

            Source https://stackoverflow.com/questions/67990238

            QUESTION

            How to get the index of row containing min at one and max at second column?
            Asked 2021-Jun-15 at 16:33

            I am storing the information about trained models in a DataFrame:

            ...

            ANSWER

            Answered 2021-Jun-15 at 14:02

            sort_values with ascending one side descending other side:

            Source https://stackoverflow.com/questions/67987735

            QUESTION

            Update field with Django ORM based on computed value
            Asked 2021-Jun-15 at 16:27

            I have a basic model:

            ...

            ANSWER

            Answered 2021-Jun-15 at 16:27

            QUESTION

            Join query in Spring Data JPA
            Asked 2021-Jun-15 at 16:12

            I have two tables:

            1. Car_company which has the attributes of: C_id (primary key), C_name
            2. Car_model which has the attributes of: Com_id (referenced to C_id of Car_company), Model_year Warranty

            I wish to access both of these tables individually and also I would like to perform a join operation on them and display all of the car_models along with their car_company name. I tried using both JPQL and native query but nothing worked. I also made sure to use the OneToMany and ManyToOne associations but I ended up getting infinite nesting,i.e, the models have car_company as field, this inturn has car_models as a list, and this keeps going. Please help me with entity classes and DAOs.

            ...

            ANSWER

            Answered 2021-Jun-15 at 16:12

            You can get a List of CarModel for each car company in the CarCompany entity through the oneToMany annotation like this:

            Source https://stackoverflow.com/questions/67987305

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install models

            The Intel Model Zoo is released as a part of the Intel® AI Analytics Toolkit which provides a consolidated package of Intel’s latest deep and machine learning optimizations all in one place for ease of development. Along with Model Zoo, the toolkit also includes Intel optimized versions of deep learning frameworks (TensorFlow, PyTorch) and high performing Python libraries to streamline end-to-end data science and AI workflows on Intel architectures.
            The documentation here has instructions on how to get to the Model Zoo's conda environments and code directory within AI Kit.
            There is a table of TensorFlow models with links to instructions on how to run the models here.
            To get started you can refer to the ResNet50 FP32 Inference code sample.
            If you know what model you are interested in, or if you want to see a full list of models in the Model Zoo, start here.
            For framework best practice guides, and step-by-step tutorials for some models in the Model Zoo, start here.

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