hummingbird | Hummingbird compiles trained ML models into tensor | Machine Learning library
kandi X-RAY | hummingbird Summary
kandi X-RAY | hummingbird Summary
Hummingbird is a library for compiling trained traditional ML models into tensor computations. Hummingbird allows users to seamlessly leverage neural network frameworks (such as PyTorch) to accelerate traditional ML models. Thanks to Hummingbird, users can benefit from: (1) all the current and future optimizations implemented in neural network frameworks; (2) native hardware acceleration; (3) having a unique platform to support for both traditional and neural network models; and have all of this (4) without having to re-engineer their models. Currently, you can use Hummingbird to convert your trained traditional ML models into PyTorch, TorchScript, ONNX, and TVM). Hummingbird supports a variety of ML models and featurizers. These models include scikit-learn Decision Trees and Random Forest, and also LightGBM and XGBoost Classifiers/Regressors. Support for other neural network backends and models is on our roadmap. Hummingbird also provides a convenient uniform "inference" API following the Sklearn API. This allows swapping Sklearn models with Hummingbird-generated ones without having to change the inference code. By converting the models to PyTorch and TorchScript it also becomes possible to serve them using TorchServe.
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Top functions reviewed by kandi - BETA
- Benchmark the model
- Compute metrics for classification
- Get the metrics for the learning task
- Prepare a dataset
- Parse a single column transformer
- Fetch a slice of input tensors
- Declare a local operator
- Build sklearn operator list
- Check if sklearn is installed
- Parse a feature union
- Convert a GBDT regressor into a dictionary
- Constructs a pipeline from the given components
- Convert a sklearn regressor
- Build onnX operator list
- Convert a GBDDT classifier from an operator
- Convert MXNet model to MXNet
- Parse the sklearn stack
- Convert an operator from an operator
- Predict the model
- Load a model
- Load the given directory
- Parse command line arguments
- Load ONNX model
- Save the model
- Forward computation
- Convert a GBDDT classifier
hummingbird Key Features
hummingbird Examples and Code Snippets
Lines of Code : 46License : Permissive (Apache-2.0)
Copy$HBIRD_SDK_ROOT
├── application
│ ├── baremetal
│ ├── freertos
│ ├── ucosii
│ └── rtthread
├── Build
│ ├── gmsl
│ ├── Makefile.base
│ ├── Makefile.conf
│ @Service
@EnableCaching
@Slf4j
public class TestServiceImpl extends ServiceImpl implements ITestService {
@Override
@CachePut(value = "test")
public Test saveTest(Test test) {
baseMapper.insert(test);
return test;
}
auth:
custom-user: false
@Service
public class CustomUserServiceImpl implements ICustomUserService{
@Override
public User loadUserInfo(String username) {
User user = new User();
//可以从数据库中加载用户信息
user.setPassword("71 Community Discussions
Trending Discussions on hummingbird
QUESTION
I am planning to add a filtering feature to my website blogs. For this, each blog post will be associated with a keyword. Selecting these keywords will show/filter all the blogs associated with that specific keyword category.
In the code below, I have separated my blogs into 3 categories (Forest, Birds and Sea). However, I also want some of the blogs to be associated with multiple keywords (two or three), see the 'Forest Birds' section in the snippet below. If someone can help me with how to do it, that would be great.
...ANSWER
Answered 2022-Jan-02 at 18:43Here's what you can change, on line 198:
QUESTION
I'm trying to scrape this website www.zillow.com by using Scrapy. I'm trying to import addresses from a CSV file and trying to search by it. But getting error. Here is my code.
csv_read.py ...ANSWER
Answered 2021-Aug-16 at 16:56It's the response parsing methond, your should use response.xpath() but not response.body
QUESTION
I have a long Pandas dataset that contains a column called 'id' and another column called 'species', among other columns. I have to perform a change on the 'species' column, based on specific values of the 'id' column.
For example, if the 'id' is '5555555' (as a string), then I want that the 'species' value change its current value 'dove' (also a string) to 'hummingbird'. So far I have been using the method:
df.loc[df["id"] == '5555555', "species"] = 'hummingbird'
Here is short sample data frame:
...ANSWER
Answered 2021-Jul-07 at 17:10Use isin
QUESTION
I'm working on an October CMS project which use a blog where I need to seperate blog posts in two major categories. When listing blog posts using the RainLab.Blog plugin's Post List component, I need to list categories that are sub-categories under a specific top-level category and exclude other categories.
In the TWIG template, I want to iterate through and list out the categories that belong to "Birds" and not "Sealife".
In the default Post List component, categories are listed like this:
...ANSWER
Answered 2021-Jun-07 at 16:04If it's totally fine to hardcode category then you can simply compare categories parent's slug or id to hardcoded value.
Here I am using the
slugto compare parent, you can also useidit's totally up to you.
QUESTION
I want to include my supervisor's name, course name etc. for my paper written in bookdown. I specifically want this information to be in different lines. So far I have tried this in the yaml:
...ANSWER
Answered 2021-May-05 at 09:02Using a "line block" should do the trick:
QUESTION
I am learning the os module of python, where I wrote the following code to try out the functions of the module.
Input:
...ANSWER
Answered 2021-Apr-14 at 06:34In python, the backslash is used as an ignore symbol. So after each backslash add another backslash
QUESTION
Im playing around with bootstrap and i've come up against something I am struggling to find an answer to.
I want to put a 'Login' on the bottom right of the screen, near the fold. Below is my code:
...ANSWER
Answered 2020-Aug-22 at 14:14QUESTION
I am trying to do following 2 things for this nested dictionary:
If a bird is aggressive, print out a string advising us to 'cover our heads' using the 'actions' list in this print statement.
If a bird is endangered, print out a string advising us to 'back away', also using the actions list in this print statement.
Here's what I have so far. Any help is much appreciated!:
...ANSWER
Answered 2020-Jul-19 at 04:49final_actions={}
for key, value in rarebirds.items():
if final_actions.get(key)==None:
final_actions[key]=[]
if 'Aggressive' in value and value.get("Aggressive")==True:
final_actions[key].append(actions[1])
if 'Endangered' in value and value.get("Endangered")==True:
final_actions[key].append(actions[0])
if ('Aggressive' in value and value.get("Aggressive")==False) and ('Endangered' in value and value.get("Endangered")==False):
final_actions[key].append(actions[2])
print(final_actions)
QUESTION
Been working on a project in which a report will generated from the SQL Query. I wish to display all Shipments (based on unique automatic truck ID) which contain any combination of:
- Unique Customers (based on Customer Number, more than one Customer Number per shipment)
- Unique Addresses (based on defined Address Field, more than one unique Address per shipment)
The output should look like this when the code runs correct:
...ANSWER
Answered 2020-Apr-29 at 15:40SELECT * FROM (SELECT DISTINCT shp.shipmentID
, ven.CustomerCode
, ven.CustomerName
, ads.FirstAddress
, ads.SecondAddress
, ads.ThirdAddress
, ads.City
, ads.State
, ads.Zip
, CASE WHEN(ads.Country LIKE 'US') THEN N'USA' ELSE 'CANADA' END AS Country
, COUNT (shp.shipmentID) OVER (PARTITION BY shipmentID ORDER BY shp.shpID) AS cntshpID
FROM dbo.OrderItems AS ori
JOIN dbo.OrderLineProducts AS olns ON olns.olnID = ori.olnID
JOIN dbo.OrderLines AS oln ON oln.olnID = olns.olnID
JOIN dbo.Orders AS ord ON oln.ordID = ord.ordID
JOIN dbo.VendorCustomer AS ven ON ven.venID = ord.venID
JOIN dbo.OrderAddresses AS oa ON oa.ordID = ord.ordID
JOIN dbo.Address AS ads ON ads.addID = oa.addID
JOIN dbo.AddressType AS adst ON adst.atcID = ads.atcID
AND adst.atcAddressTypeCode = N'SHIP'
JOIN dbo.OrderItemShipments AS shpo ON ori.itmID = shpo.itmID
AND ori.itmIDInstance = shpo.itmIDInstance
AND ori.olnID = shpo.olnID
AND ori.olnIDInstance = shpo.olnIDInstance
JOIN dbo.Shipments AS shp ON shp.shpID = shpo.shipmentID
WHERE shpo.shpID = shp.shipmentID
GROUP BY shp.shipmentID
, ven.CustomerCode
, ven.CustomerName
, ads.FirstAddress
, ads.SecondAddress
, ads.ThirdAddress
, ads.City
, ads.State
, ads.aZip
, ads.Country) AS bb
WHERE bb.cntshpID > 1
ORDER BY shpID ASC
QUESTION
I try to extract a value from JS object.
Here is my data -
...ANSWER
Answered 2020-Jan-01 at 08:21You don't need a for loop. If you know the structure of your object, then you can simple do the following:
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