AMD Inference Server
main
Getting started
Introduction
Features
Documentation overview
Support
Terminology
amdinfer
Types of Docker images
Development
Deployment
Types of users
Clients
Administrators
Developers
Quickstart
Prerequisites
Prepare the model repository
Get the deployment image
Start the image
Server deployment summary
Get the Python library
Running an example
Inference summary
Next steps
User guide
Backends
CPlusPlus
Model support
Hardware support
Host setup
Build an image
Start a container
Get test assets
Loading the backend
Troubleshooting
MIGraphX
Model support
Hardware support
Host setup
Build an image
Start a container
Get test assets
Loading the backend
Troubleshooting
PtZenDNN
Model support
Hardware support
Host setup
Build an image
Start a container
Get test assets
Loading the backend
Troubleshooting
TfZenDNN
Model support
Hardware support
Host setup
Build an image
Start a container
Get test assets
Loading the backend
Troubleshooting
Vitis AI
Model support
Hardware support
Host setup
Build an image
Start a container
Get test assets
Loading the backend
Troubleshooting
Model Repository
Single models
Ensembles
Ensembles
Defining ensembles
Model repository
API
Deployment
Deployment image
Get the image
Build the image
Push to a registry
Prepare the image
Start a container
KServe
Development image
Client API
Include the API
Create a client object
Server status
Loading a backend
Making an inference request
Parsing the response
Next steps
KServe
Set up Kubernetes and KServe
Get or build the AMD Inference Server Image
Start an inference service
Serving Runtime
Custom container
Making Requests
Debugging
Performance
MLCommons
SingleStream
Server
Performance Factors
Hardware
Compile the right version
Parallelism
REST threads
Sending requests
Duplicating workers
Troubleshooting
Use the latest version
Use server logs
Build errors
Examples
Hello World - Python
Import the library
Create our client and server objects
Is AMD Inference Server already running?
Load a worker
Inference
Validate the response
Clean up
Next steps
Running ResNet50 - C++
Include the header
Start the server
Create the client object
Load a worker
Prepare images
Construct requests
Make an inference
Running ResNet50 - Python
Include the module
Start the server
Create the client object
Load a worker
Prepare images
Construct requests
Make an inference
Developers
Developer Quickstart
Prerequisites
Set up the host
Get the code
amdinfer script
Build or get the Docker image
Compiling the AMD Inference Server
Get test artifacts
Run the AMD Inference Server
Next steps
Testing
Add a new test
Add assets
Architecture
Overview
Ingestion
API
HTTP/REST and WebSocket
gRPC
C++ API
Batching
Workers
Organization and Lifecycle
Improving Performance
External Processing
XModel
Shared State
Observation
Logging
Metrics
Tracing
AKS
Introduction to AKS
Using AKS in AMD Inference Server
Logs
AMD Inference Server Logs
Drogon Logs
Benchmarking
XModel Benchmarking
Kernel Simulation
Metrics
Quickstart
Tracing
Quickstart
About
Contributing
Ways to contribute
Idea generation
Raise issues
Triage
Raise pull requests
Style guide
Documentation
Dependencies
Docker Image
Base Image
Ubuntu Focal Repositories
Ubuntu PPAs
PyPI
Github
Others
Xilinx
AMD
Included
Downloaded Files
Changelog
Unreleased
Added
Changed
Deprecated
Removed
Fixed
Security
0.4.0 - 2023-09-07
Added
Changed
Deprecated
Removed
Fixed
Security
0.3.0 - 2023-02-01
Added
Changed
Deprecated
Removed
Fixed
0.2.0 - 2022-08-05
Added
Changed
Fixed
0.1.0 - 2022-02-08
Added
Roadmap
2022
2022 Q1
2022 Q2
2022 Q3
2023
2023 Q1
2023 Q2
2023 Q3
2023 Q4
Future
Libraries and API
amdinfer Script
Commands
Options
Sub-commands
attach
benchmark
build
clean
dockerize
get
install
list
make
run
start
test
up
C++
Clients
gRPC
HTTP
Native
WebSocket
Core
DataType
Exceptions
Prediction
Servers
Python
Install the Python library
Build wheels
API
REST Endpoints
AMD Inference Server
»
Index
Index
_
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A
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B
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C
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D
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E
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F
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G
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H
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I
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L
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M
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N
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P
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R
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S
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T
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U
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V
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W
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X
_
__init__() (amdinfer.Client method)
(amdinfer.DataType method)
(amdinfer.DataType.Value method)
(amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.InferenceRequest method)
(amdinfer.InferenceRequestInput method)
(amdinfer.InferenceRequestOutput method)
(amdinfer.InferenceResponse method)
(amdinfer.InferenceResponseOutput method)
(amdinfer.InferenceTensor method)
(amdinfer.ModelMetadata method)
(amdinfer.NativeClient method)
(amdinfer.ParameterMap method)
(amdinfer.Server method)
(amdinfer.ServerMetadata method)
(amdinfer.Tensor method)
(amdinfer.WebSocketClient method)
A
addInputTensor() (amdinfer.InferenceRequest method)
(amdinfer.ModelMetadata method)
addOutput() (amdinfer.InferenceResponse method)
addOutputTensor() (amdinfer.InferenceRequest method)
(amdinfer.ModelMetadata method)
Administrator (User)
amdinfer
module
amdinfer (C++ type)
amdinfer::bad_status (C++ class)
amdinfer::connection_error (C++ class)
amdinfer::DataType (C++ class)
amdinfer::DataType::DataType (C++ function)
,
[1]
,
[2]
amdinfer::DataType::operator Value (C++ function)
amdinfer::DataType::operator<< (C++ function)
amdinfer::DataType::size (C++ function)
amdinfer::DataType::str (C++ function)
amdinfer::environment_not_set_error (C++ class)
amdinfer::external_error (C++ class)
amdinfer::file_not_found_error (C++ class)
amdinfer::file_read_error (C++ class)
amdinfer::GrpcClient (C++ class)
amdinfer::GrpcClient::GrpcClient (C++ function)
,
[1]
,
[2]
,
[3]
amdinfer::GrpcClient::GrpcClientImpl (C++ class)
amdinfer::GrpcClient::hasHardware (C++ function)
amdinfer::GrpcClient::modelList (C++ function)
amdinfer::GrpcClient::operator= (C++ function)
,
[1]
amdinfer::GrpcClient::serverLive (C++ function)
amdinfer::GrpcClient::serverMetadata (C++ function)
amdinfer::GrpcClient::serverReady (C++ function)
amdinfer::GrpcClient::workerLoad (C++ function)
amdinfer::GrpcClient::workerUnload (C++ function)
amdinfer::GrpcClient::~GrpcClient (C++ function)
amdinfer::HttpClient (C++ class)
amdinfer::HttpClient::hasHardware (C++ function)
amdinfer::HttpClient::HttpClient (C++ function)
,
[1]
,
[2]
,
[3]
amdinfer::HttpClient::HttpClientImpl (C++ class)
amdinfer::HttpClient::modelList (C++ function)
amdinfer::HttpClient::operator= (C++ function)
,
[1]
amdinfer::HttpClient::serverLive (C++ function)
amdinfer::HttpClient::serverMetadata (C++ function)
amdinfer::HttpClient::serverReady (C++ function)
amdinfer::HttpClient::workerLoad (C++ function)
amdinfer::HttpClient::workerUnload (C++ function)
amdinfer::HttpClient::~HttpClient (C++ function)
amdinfer::inferAsyncOrdered (C++ function)
amdinfer::inferAsyncOrderedBatched (C++ function)
amdinfer::InferenceRequest (C++ class)
amdinfer::InferenceRequest::addInputTensor (C++ function)
,
[1]
amdinfer::InferenceRequest::addOutputTensor (C++ function)
amdinfer::InferenceRequest::getCallback (C++ function)
amdinfer::InferenceRequest::getID (C++ function)
amdinfer::InferenceRequest::getInputs (C++ function)
amdinfer::InferenceRequest::getInputSize (C++ function)
amdinfer::InferenceRequest::getOutputs (C++ function)
amdinfer::InferenceRequest::getParameters (C++ function)
,
[1]
amdinfer::InferenceRequest::runCallback (C++ function)
amdinfer::InferenceRequest::runCallbackError (C++ function)
amdinfer::InferenceRequest::runCallbackOnce (C++ function)
amdinfer::InferenceRequest::setCallback (C++ function)
amdinfer::InferenceRequest::setID (C++ function)
amdinfer::InferenceRequest::setInputTensorData (C++ function)
amdinfer::InferenceRequest::setParameters (C++ function)
amdinfer::InferenceRequestInput (C++ class)
amdinfer::InferenceRequestInput::deserialize (C++ function)
amdinfer::InferenceRequestInput::getData (C++ function)
amdinfer::InferenceRequestInput::InferenceRequestInput (C++ function)
,
[1]
,
[2]
amdinfer::InferenceRequestInput::operator<< (C++ function)
amdinfer::InferenceRequestInput::serialize (C++ function)
amdinfer::InferenceRequestInput::serializeSize (C++ function)
amdinfer::InferenceRequestInput::setData (C++ function)
amdinfer::InferenceRequestOutput (C++ class)
amdinfer::InferenceRequestOutput::getData (C++ function)
amdinfer::InferenceRequestOutput::getName (C++ function)
amdinfer::InferenceRequestOutput::getParameters (C++ function)
,
[1]
amdinfer::InferenceRequestOutput::InferenceRequestOutput (C++ function)
amdinfer::InferenceRequestOutput::setData (C++ function)
amdinfer::InferenceRequestOutput::setName (C++ function)
amdinfer::InferenceRequestOutput::setParameters (C++ function)
amdinfer::InferenceResponse (C++ class)
amdinfer::InferenceResponse::addOutput (C++ function)
amdinfer::InferenceResponse::getError (C++ function)
amdinfer::InferenceResponse::getID (C++ function)
amdinfer::InferenceResponse::getModel (C++ function)
amdinfer::InferenceResponse::getOutputs (C++ function)
amdinfer::InferenceResponse::getParameters (C++ function)
amdinfer::InferenceResponse::InferenceResponse (C++ function)
,
[1]
amdinfer::InferenceResponse::isError (C++ function)
amdinfer::InferenceResponse::operator<< (C++ function)
amdinfer::InferenceResponse::setID (C++ function)
amdinfer::InferenceResponse::setModel (C++ function)
amdinfer::invalid_argument (C++ class)
amdinfer::loadEnsemble (C++ function)
amdinfer::ModelMetadata (C++ class)
amdinfer::ModelMetadata::addInputTensor (C++ function)
,
[1]
,
[2]
amdinfer::ModelMetadata::addOutputTensor (C++ function)
,
[1]
,
[2]
amdinfer::ModelMetadata::getInputs (C++ function)
amdinfer::ModelMetadata::getName (C++ function)
amdinfer::ModelMetadata::getOutputs (C++ function)
amdinfer::ModelMetadata::isReady (C++ function)
amdinfer::ModelMetadata::ModelMetadata (C++ function)
amdinfer::ModelMetadata::setName (C++ function)
amdinfer::ModelMetadata::setReady (C++ function)
amdinfer::NativeClient (C++ class)
amdinfer::NativeClient::hasHardware (C++ function)
amdinfer::NativeClient::modelList (C++ function)
amdinfer::NativeClient::NativeClient (C++ function)
,
[1]
,
[2]
amdinfer::NativeClient::NativeClientImpl (C++ struct)
amdinfer::NativeClient::operator= (C++ function)
,
[1]
amdinfer::NativeClient::serverLive (C++ function)
amdinfer::NativeClient::serverMetadata (C++ function)
amdinfer::NativeClient::serverReady (C++ function)
amdinfer::NativeClient::workerLoad (C++ function)
amdinfer::NativeClient::workerUnload (C++ function)
amdinfer::NativeClient::~NativeClient (C++ function)
amdinfer::ParameterMap (C++ class)
amdinfer::ParameterMap::begin (C++ function)
,
[1]
amdinfer::ParameterMap::cbegin (C++ function)
amdinfer::ParameterMap::cend (C++ function)
amdinfer::ParameterMap::data (C++ function)
amdinfer::ParameterMap::deserialize (C++ function)
amdinfer::ParameterMap::empty (C++ function)
amdinfer::ParameterMap::end (C++ function)
,
[1]
amdinfer::ParameterMap::erase (C++ function)
amdinfer::ParameterMap::get (C++ function)
amdinfer::ParameterMap::has (C++ function)
amdinfer::ParameterMap::operator<< (C++ function)
amdinfer::ParameterMap::ParameterMap (C++ function)
amdinfer::ParameterMap::put (C++ function)
,
[1]
amdinfer::ParameterMap::rename (C++ function)
amdinfer::ParameterMap::serialize (C++ function)
amdinfer::ParameterMap::serializeSize (C++ function)
amdinfer::ParameterMap::size (C++ function)
amdinfer::runtime_error (C++ class)
amdinfer::Server (C++ class)
amdinfer::Server::enableRepositoryMonitoring (C++ function)
amdinfer::Server::operator= (C++ function)
,
[1]
amdinfer::Server::Server (C++ function)
,
[1]
,
[2]
amdinfer::Server::ServerImpl (C++ struct)
amdinfer::Server::setModelRepository (C++ function)
amdinfer::Server::startGrpc (C++ function)
amdinfer::Server::startHttp (C++ function)
amdinfer::Server::stopGrpc (C++ function)
amdinfer::Server::stopHttp (C++ function)
amdinfer::Server::~Server (C++ function)
amdinfer::serverHasExtension (C++ function)
amdinfer::ServerMetadata (C++ struct)
amdinfer::ServerMetadata::extensions (C++ member)
amdinfer::ServerMetadata::name (C++ member)
amdinfer::ServerMetadata::version (C++ member)
amdinfer::unloadModels (C++ function)
amdinfer::waitUntilModelNotReady (C++ function)
amdinfer::waitUntilModelReady (C++ function)
amdinfer::waitUntilServerReady (C++ function)
amdinfer::WebSocketClient (C++ class)
amdinfer::WebSocketClient::close (C++ function)
amdinfer::WebSocketClient::hasHardware (C++ function)
amdinfer::WebSocketClient::modelInferWs (C++ function)
amdinfer::WebSocketClient::modelList (C++ function)
amdinfer::WebSocketClient::modelRecv (C++ function)
amdinfer::WebSocketClient::operator= (C++ function)
,
[1]
amdinfer::WebSocketClient::serverLive (C++ function)
amdinfer::WebSocketClient::serverMetadata (C++ function)
amdinfer::WebSocketClient::serverReady (C++ function)
amdinfer::WebSocketClient::WebSocketClient (C++ function)
,
[1]
,
[2]
amdinfer::WebSocketClient::WebSocketClientImpl (C++ class)
amdinfer::WebSocketClient::WebSocketClientImpl::operator= (C++ function)
,
[1]
amdinfer::WebSocketClient::WebSocketClientImpl::WebSocketClientImpl (C++ function)
,
[1]
amdinfer::WebSocketClient::workerLoad (C++ function)
amdinfer::WebSocketClient::workerUnload (C++ function)
amdinfer::WebSocketClient::~WebSocketClient (C++ function)
B
BadStatus
BOOL (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
BYTES (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
C
Chain
Client (class in amdinfer)
(User)
close() (amdinfer.WebSocketClient method)
ConnectionError
Container (Docker)
D
data (amdinfer.InferenceRequestOutput property)
datatype (amdinfer.InferenceResponseOutput property)
(amdinfer.Tensor property)
DataType (class in amdinfer)
DataType.Value (class in amdinfer)
Developer (User)
E
empty() (amdinfer.ParameterMap method)
enableRepositoryMonitoring() (amdinfer.Server method)
Ensemble
EnvironmentNotSetError
erase() (amdinfer.ParameterMap method)
EULA
extensions (amdinfer.ServerMetadata property)
ExternalError
F
FileNotFoundError
FileReadError
FLOAT16 (amdinfer.DataType attribute)
FLOAT32 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
FLOAT64 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
FP16 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
FP32 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
FP64 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
G
getBool() (amdinfer.ParameterMap method)
getError() (amdinfer.InferenceResponse method)
getFloat() (amdinfer.ParameterMap method)
getFp16Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getFp32Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getFp64Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getInputs() (amdinfer.InferenceRequest method)
(amdinfer.ModelMetadata method)
getInputSize() (amdinfer.InferenceRequest method)
getInt() (amdinfer.ParameterMap method)
getInt16Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getInt32Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getInt64Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getInt8Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getOutputs() (amdinfer.InferenceRequest method)
(amdinfer.InferenceResponse method)
getParameters() (amdinfer.InferenceResponse method)
getPlatform() (amdinfer.ModelMetadata method)
getSize() (amdinfer.InferenceResponseOutput method)
(amdinfer.Tensor method)
getString() (amdinfer.ParameterMap method)
getStringData() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getUint16Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getUint32Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getUint64Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
getUint8Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
GrpcClient (class in amdinfer)
H
has() (amdinfer.ParameterMap method)
hasHardware() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
HttpClient (class in amdinfer)
I
id (amdinfer.InferenceRequest property)
(amdinfer.InferenceResponse property)
Image (Docker)
ImageInferenceRequest() (in module amdinfer)
inferAsyncOrdered() (in module amdinfer)
inferAsyncOrderedBatched() (in module amdinfer)
inference_request_to_dict() (in module amdinfer)
InferenceRequest (class in amdinfer)
InferenceRequestInput (class in amdinfer)
InferenceRequestOutput (class in amdinfer)
InferenceResponse (class in amdinfer)
InferenceResponseOutput (class in amdinfer)
InferenceTensor (class in amdinfer)
INT16 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
INT32 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
INT64 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
INT8 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
InvalidArgumentError
isError() (amdinfer.InferenceResponse method)
isReady() (amdinfer.ModelMetadata method)
L
loadEnsemble() (in module amdinfer)
M
model (amdinfer.InferenceResponse property)
Model repository
modelInfer() (amdinfer.Client method)
modelInferWs() (amdinfer.WebSocketClient method)
modelList() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
modelLoad() (amdinfer.Client method)
ModelMetadata (class in amdinfer)
modelMetadata() (amdinfer.Client method)
modelReady() (amdinfer.Client method)
modelRecv() (amdinfer.WebSocketClient method)
modelUnload() (amdinfer.Client method)
module
amdinfer
N
name (amdinfer.DataType.Value property)
(amdinfer.InferenceRequestOutput property)
(amdinfer.InferenceResponseOutput property)
(amdinfer.ModelMetadata property)
(amdinfer.ServerMetadata property)
(amdinfer.Tensor property)
NativeClient (class in amdinfer)
P
parallel_infer() (in module amdinfer)
ParameterMap (class in amdinfer)
parameters (amdinfer.InferenceRequest property)
(amdinfer.InferenceRequestOutput property)
(amdinfer.InferenceResponseOutput property)
(amdinfer.InferenceTensor property)
propagate() (amdinfer.InferenceRequest method)
put() (amdinfer.ParameterMap method)
R
RuntimeError
S
Server (class in amdinfer)
serverHasExtension() (in module amdinfer)
serverLive() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
ServerMetadata (class in amdinfer)
serverMetadata() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
serverReady() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
setFp16Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setFp32Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setFp64Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setInt16Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setInt32Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setInt64Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setInt8Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setModelRepository() (amdinfer.Server method)
setReady() (amdinfer.ModelMetadata method)
setStringData() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setUint16Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setUint32Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setUint64Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
setUint8Data() (amdinfer.InferenceRequestInput method)
(amdinfer.InferenceResponseOutput method)
shape (amdinfer.InferenceResponseOutput property)
(amdinfer.Tensor property)
size() (amdinfer.DataType method)
(amdinfer.ParameterMap method)
start_http_client_server() (in module amdinfer)
startGrpc() (amdinfer.Server method)
startHttp() (amdinfer.Server method)
stopGrpc() (amdinfer.Server method)
stopHttp() (amdinfer.Server method)
str() (amdinfer.DataType method)
stringToArray() (in module amdinfer)
T
Tensor (class in amdinfer)
U
UINT16 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
UINT32 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
UINT64 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
UINT8 (amdinfer.DataType attribute)
(amdinfer.DataType.Value attribute)
unloadModels() (in module amdinfer)
User
V
value (amdinfer.DataType.Value property)
VART
version (amdinfer.ServerMetadata property)
W
waitUntilModelNotReady() (in module amdinfer)
waitUntilModelReady() (in module amdinfer)
waitUntilServerReady() (in module amdinfer)
WebSocketClient (class in amdinfer)
workerLoad() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
workerUnload() (amdinfer.GrpcClient method)
(amdinfer.HttpClient method)
(amdinfer.NativeClient method)
(amdinfer.WebSocketClient method)
X
XRT
Read the Docs
v: main
Languages
en
Versions
0.1.0
0.2.0
0.3.0
0.4.0
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