diff --git a/docs/_notebooks/Resnet50-example.html b/docs/_notebooks/Resnet50-example.html index 697b0a9347..e3a1615651 100644 --- a/docs/_notebooks/Resnet50-example.html +++ b/docs/_notebooks/Resnet50-example.html @@ -693,7 +693,7 @@

- ff74b56771a64c978bf8eab7b77f6d64 + 3f3df38af6534d96b3e00b4a5ac32254

TRTorch Getting Started - ResNet 50 diff --git a/docs/_notebooks/lenet-getting-started.html b/docs/_notebooks/lenet-getting-started.html index eeddd857cf..9b348bfd66 100644 --- a/docs/_notebooks/lenet-getting-started.html +++ b/docs/_notebooks/lenet-getting-started.html @@ -787,7 +787,7 @@

- 415b837ad51b4452b05ef87991e84465 + 9fafb7c6b26042f09019abca625e72a9

TRTorch Getting Started - LeNet diff --git a/docs/_notebooks/ssd-object-detection-demo.html b/docs/_notebooks/ssd-object-detection-demo.html index 7a9d0953e8..6c38e1cb71 100644 --- a/docs/_notebooks/ssd-object-detection-demo.html +++ b/docs/_notebooks/ssd-object-detection-demo.html @@ -807,7 +807,7 @@

- 474905315e234b31a168b62fdd2739fa + 656583182bac46c79c1fd7d509553e59

Object Detection with TRTorch (SSD) diff --git a/docs/_sources/tutorials/trtorchc.rst.txt b/docs/_sources/tutorials/trtorchc.rst.txt index a83571f64b..c78bf1fbe3 100644 --- a/docs/_sources/tutorials/trtorchc.rst.txt +++ b/docs/_sources/tutorials/trtorchc.rst.txt @@ -19,79 +19,83 @@ to standard TorchScript. Load with ``torch.jit.load()`` and run like you would r trtorchc [input_file_path] [output_file_path] [input_specs...] {OPTIONS} - TRTorch is a compiler for TorchScript, it will compile and optimize - TorchScript programs to run on NVIDIA GPUs using TensorRT + TRTorch is a compiler for TorchScript, it will compile and optimize + TorchScript programs to run on NVIDIA GPUs using TensorRT - OPTIONS: + OPTIONS: - -h, --help Display this help menu - Verbiosity of the compiler - -v, --verbose Dumps debugging information about the - compilation process onto the console - -w, --warnings Disables warnings generated during - compilation onto the console (warnings - are on by default) - --i, --info Dumps info messages generated during - compilation onto the console - --build-debuggable-engine Creates a debuggable engine - --use-strict-types Restrict operating type to only use set - operation precision - --allow-gpu-fallback (Only used when targeting DLA - (device-type)) Lets engine run layers on - GPU if they are not supported on DLA - --disable-tf32 Prevent Float32 layers from using the - TF32 data format - -p[precision...], - --enabled-precison=[precision...] (Repeatable) Enabling an operating - precision for kernels to use when - building the engine (Int8 requires a - calibration-cache argument) [ float | - float32 | f32 | half | float16 | f16 | - int8 | i8 ] (default: float) - -d[type], --device-type=[type] The type of device the engine should be - built for [ gpu | dla ] (default: gpu) - --gpu-id=[gpu_id] GPU id if running on multi-GPU platform - (defaults to 0) - --dla-core=[dla_core] DLACore id if running on available DLA - (defaults to 0) - --engine-capability=[capability] The type of device the engine should be - built for [ default | safe_gpu | - safe_dla ] - --calibration-cache-file=[file_path] - Path to calibration cache file to use - for post training quantization - --num-min-timing-iter=[num_iters] Number of minimization timing iterations - used to select kernels - --num-avg-timing-iters=[num_iters] - Number of averaging timing iterations - used to select kernels - --workspace-size=[workspace_size] Maximum size of workspace given to - TensorRT - --max-batch-size=[max_batch_size] Maximum batch size (must be >= 1 to be - set, 0 means not set) - -t[threshold], - --threshold=[threshold] Maximum acceptable numerical deviation - from standard torchscript output - (default 2e-5) - --save-engine Instead of compiling a full a - TorchScript program, save the created - engine to the path specified as the - output path - input_file_path Path to input TorchScript file - output_file_path Path for compiled TorchScript (or - TensorRT engine) file - input_specs... Specs for inputs to engine, can either - be a single size or a range defined by - Min, Optimal, Max sizes, e.g. - "(N,..,C,H,W)" - "[(MIN_N,..,MIN_C,MIN_H,MIN_W);(OPT_N,..,OPT_C,OPT_H,OPT_W);(MAX_N,..,MAX_C,MAX_H,MAX_W)]". - Data Type and format can be specified by - adding an "@" followed by dtype and "%" - followed by format to the end of the - shape spec. e.g. "(3, 3, 32, - 32)@f16%NHWC" - "--" can be used to terminate flag options and force all following - arguments to be treated as positional options + -h, --help Display this help menu + Verbiosity of the compiler + -v, --verbose Dumps debugging information about the + compilation process onto the console + -w, --warnings Disables warnings generated during + compilation onto the console (warnings + are on by default) + --i, --info Dumps info messages generated during + compilation onto the console + --build-debuggable-engine Creates a debuggable engine + --use-strict-types Restrict operating type to only use set + operation precision + --allow-gpu-fallback (Only used when targeting DLA + (device-type)) Lets engine run layers on + GPU if they are not supported on DLA + --disable-tf32 Prevent Float32 layers from using the + TF32 data format + -p[precision...], + --enabled-precison=[precision...] (Repeatable) Enabling an operating + precision for kernels to use when + building the engine (Int8 requires a + calibration-cache argument) [ float | + float32 | f32 | half | float16 | f16 | + int8 | i8 ] (default: float) + -d[type], --device-type=[type] The type of device the engine should be + built for [ gpu | dla ] (default: gpu) + --gpu-id=[gpu_id] GPU id if running on multi-GPU platform + (defaults to 0) + --dla-core=[dla_core] DLACore id if running on available DLA + (defaults to 0) + --engine-capability=[capability] The type of device the engine should be + built for [ default | safe_gpu | + safe_dla ] + --calibration-cache-file=[file_path] + Path to calibration cache file to use + for post training quantization + --embed-engine Whether to treat input file as a + serialized TensorRT engine and embed it + into a TorchScript module (device spec + must be provided) + --num-min-timing-iter=[num_iters] Number of minimization timing iterations + used to select kernels + --num-avg-timing-iters=[num_iters] + Number of averaging timing iterations + used to select kernels + --workspace-size=[workspace_size] Maximum size of workspace given to + TensorRT + --max-batch-size=[max_batch_size] Maximum batch size (must be >= 1 to be + set, 0 means not set) + -t[threshold], + --threshold=[threshold] Maximum acceptable numerical deviation + from standard torchscript output + (default 2e-5) + --save-engine Instead of compiling a full a + TorchScript program, save the created + engine to the path specified as the + output path + input_file_path Path to input TorchScript file + output_file_path Path for compiled TorchScript (or + TensorRT engine) file + input_specs... Specs for inputs to engine, can either + be a single size or a range defined by + Min, Optimal, Max sizes, e.g. + "(N,..,C,H,W)" + "[(MIN_N,..,MIN_C,MIN_H,MIN_W);(OPT_N,..,OPT_C,OPT_H,OPT_W);(MAX_N,..,MAX_C,MAX_H,MAX_W)]". + Data Type and format can be specified by + adding an "@" followed by dtype and "%" + followed by format to the end of the + shape spec. e.g. "(3, 3, 32, + 32)@f16%NHWC" + "--" can be used to terminate flag options and force all following + arguments to be treated as positional options e.g. diff --git a/docs/py_api/trtorch.html b/docs/py_api/trtorch.html index de11ff639c..b011f1a4c0 100644 --- a/docs/py_api/trtorch.html +++ b/docs/py_api/trtorch.html @@ -1121,7 +1121,7 @@

) - → <torch._C.ScriptClass object at 0x7ff7f901d2f0> + → <torch._C.ScriptClass object at 0x7fe8b17b4630> diff --git a/docs/searchindex.js b/docs/searchindex.js index fca22568ae..b5c7ea9c89 100644 --- a/docs/searchindex.js +++ b/docs/searchindex.js @@ -1 +1 @@ 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PyTorch","DLA"],titleterms:{"class":[0,1,2,3,4,5,21,22,40,42,52,53],"enum":[18,19,41,52,53,68],"function":[19,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,52,53,63,68],The:69,Used:59,Useful:63,Using:[69,74],aarch64:70,abi:70,addmm:59,advic:64,ahead:65,api:[15,19,20,21,22,52,53,54,63,65,70],applic:71,arg:64,avail:63,background:[61,64,69],base:[4,5],benchmark:[55,57],binari:70,branch:59,build:70,checkmethodoperatorsupport:37,citat:71,cli:70,code:59,compil:[60,62,65,69,70],compilegraph:34,compilespec:[1,3,47,48,49,50,51],conclus:[56,57],construct:61,content:[19,20,21,22,40,41,42,55,56,57],context:64,contigu:59,contract:64,contributor:65,convers:[58,60,62,64],convert:[58,64,66,69],convertgraphtotrtengin:39,cpp:[14,19,20,21,22],creat:[69,71],cudnn:70,current:66,custom:69,cxx11:70,datatyp:1,dead:59,debug:70,defin:[6,7,8,9,10,11,12,13,20,52,53],definit:[19,20,21,22],depend:70,deploi:72,descript:[55,57],deseri:61,detail:57,detect:57,detector:57,develop:63,devic:[2,48],devicetyp:2,dimens:63,directli:74,directori:[14,15,16,17,54],disk:69,distribut:70,dla:75,documen:65,document:[1,2,3,4,5,6,7,8,9,10,11,12,13,18,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,47,48,49,50,51,63,65],dropout:59,dump_build_info:36,easier:63,elimin:59,eliminatecommonsubexpress:59,embedengineinnewmodul:38,engin:61,envior:70,evalu:[58,66],execept:59,executor:61,expect:63,file:[17,19,20,21,22,23,43,44,45,46,52,54],flatten:59,fp16:55,fp32:55,freez:59,from:[70,74],full:[52,53,54],fuse:59,gaurd:59,get:[55,56,65,69],get_build_info:33,get_is_colored_output_on:26,get_logging_prefix:30,get_reportable_log_level:24,gpu:65,graph:[59,61],guarante:64,half:55,hierarchi:[0,23,52],hood:69,how:71,includ:[16,19,20,21,22],indic:65,infer:57,inherit:[4,5],input:49,inputrang:50,instal:70,int8cachecalibr:4,int8calibr:5,jetson:70,jit:65,layer:63,learn:[55,56,57],lenet:56,level:18,librari:[70,72],libtrtorch:72,linear:59,link:63,list:[43,44,45,46],local:70,log:[19,24,25,26,27,28,29,30,41,43,67],logsoftmax:59,loop:59,lower:[59,60,62],macro:[20,44],make_int8_cache_calibr:32,make_int8_calibr:31,measur:57,model:[55,56,57],modul:[59,69],multibox:57,namespac:[19,21,22,40,41,42,52,53],nativ:70,native_op:63,nest:[1,2,3,47,48,49,50,51],next:[55,56],node:58,nvidia:65,object:[55,56,57],oper:[66,69],optimz:59,other:64,overview:[55,56,57,62],own:71,packag:[70,72],pass:59,pattern:59,peephol:59,phase:[58,59,60,61,62],post:71,pre:70,precis:55,precompil:70,prerequisit:70,program:[43,44,45,46,72],ptq:[21,31,32,42,45,71],python:[63,65,69,70,71],pytorch:[56,63,65,74],quantiz:71,quickstart:69,read:63,redund:59,refer:57,regist:69,relationship:[1,2,3,4,5,47,48,49,50,51],releas:70,remov:59,resnet:55,respons:64,result:[57,61],runtim:[60,61,62,72],sampl:57,save:69,script:56,serial:61,set_devic:35,set_is_colored_output_on:27,set_logging_prefix:25,set_reportable_log_level:29,setup:70,shot:57,singl:[55,57],sometim:63,sourc:70,speedup:57,ssd:57,start:[55,56,65,69],str:6,struct:[47,48,49,50,51,52,53],subdirectori:[14,15,16],submodul:68,support:66,system:62,tarbal:70,templat:[4,5,31,32],tensorformat:3,tensorrt:[61,63,70],through:66,time:65,torchfallback:51,torchscript:[56,65,69],trace:[55,56],train:71,trtorch:[17,19,20,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,46,52,55,56,57,63,65,67,68,69,72,74],trtorch_api:7,trtorch_hidden:8,trtorch_major_vers:9,trtorch_minor_vers:13,trtorch_patch_vers:10,trtorch_vers:11,trtorchc:[69,73],tupl:59,type:[4,5,47,48],under:69,unpack:59,unrol:59,unsupport:69,using:70,util:[55,57],visual:57,weight:64,what:[55,56,64],work:69,write:64,xstr:12,your:71}}) \ No newline at end of file diff --git a/docs/tutorials/trtorchc.html b/docs/tutorials/trtorchc.html index e193eeb8de..c456449d04 100644 --- a/docs/tutorials/trtorchc.html +++ b/docs/tutorials/trtorchc.html @@ -417,82 +417,86 @@

-
  trtorchc [input_file_path] [output_file_path]
-      [input_specs...] {OPTIONS}
+         
trtorchc [input_file_path] [output_file_path]
+    [input_specs...] {OPTIONS}
 
-  TRTorch is a compiler for TorchScript, it will compile and optimize
-  TorchScript programs to run on NVIDIA GPUs using TensorRT
+    TRTorch is a compiler for TorchScript, it will compile and optimize
+    TorchScript programs to run on NVIDIA GPUs using TensorRT
 
-OPTIONS:
+  OPTIONS:
 
-    -h, --help                        Display this help menu
-    Verbiosity of the compiler
-      -v, --verbose                     Dumps debugging information about the
-                                        compilation process onto the console
-      -w, --warnings                    Disables warnings generated during
-                                        compilation onto the console (warnings
-                                        are on by default)
-      --i, --info                       Dumps info messages generated during
-                                        compilation onto the console
-    --build-debuggable-engine         Creates a debuggable engine
-    --use-strict-types                Restrict operating type to only use set
-                                      operation precision
-    --allow-gpu-fallback              (Only used when targeting DLA
-                                      (device-type)) Lets engine run layers on
-                                      GPU if they are not supported on DLA
-    --disable-tf32                    Prevent Float32 layers from using the
-                                      TF32 data format
-    -p[precision...],
-    --enabled-precison=[precision...] (Repeatable) Enabling an operating
-                                      precision for kernels to use when
-                                      building the engine (Int8 requires a
-                                      calibration-cache argument) [ float |
-                                      float32 | f32 | half | float16 | f16 |
-                                      int8 | i8 ] (default: float)
-    -d[type], --device-type=[type]    The type of device the engine should be
-                                      built for [ gpu | dla ] (default: gpu)
-    --gpu-id=[gpu_id]                 GPU id if running on multi-GPU platform
-                                      (defaults to 0)
-    --dla-core=[dla_core]             DLACore id if running on available DLA
-                                      (defaults to 0)
-    --engine-capability=[capability]  The type of device the engine should be
-                                      built for [ default | safe_gpu |
-                                      safe_dla ]
-    --calibration-cache-file=[file_path]
-                                      Path to calibration cache file to use
-                                      for post training quantization
-    --num-min-timing-iter=[num_iters] Number of minimization timing iterations
-                                      used to select kernels
-    --num-avg-timing-iters=[num_iters]
-                                      Number of averaging timing iterations
-                                      used to select kernels
-    --workspace-size=[workspace_size] Maximum size of workspace given to
-                                      TensorRT
-    --max-batch-size=[max_batch_size] Maximum batch size (must be >= 1 to be
-                                      set, 0 means not set)
-    -t[threshold],
-    --threshold=[threshold]           Maximum acceptable numerical deviation
-                                      from standard torchscript output
-                                      (default 2e-5)
-    --save-engine                     Instead of compiling a full a
-                                      TorchScript program, save the created
-                                      engine to the path specified as the
-                                      output path
-    input_file_path                   Path to input TorchScript file
-    output_file_path                  Path for compiled TorchScript (or
-                                      TensorRT engine) file
-    input_specs...                    Specs for inputs to engine, can either
-                                      be a single size or a range defined by
-                                      Min, Optimal, Max sizes, e.g.
-                                      "(N,..,C,H,W)"
-                                      "[(MIN_N,..,MIN_C,MIN_H,MIN_W);(OPT_N,..,OPT_C,OPT_H,OPT_W);(MAX_N,..,MAX_C,MAX_H,MAX_W)]".
-                                      Data Type and format can be specified by
-                                      adding an "@" followed by dtype and "%"
-                                      followed by format to the end of the
-                                      shape spec. e.g. "(3, 3, 32,
-                                      32)@f16%NHWC"
-    "--" can be used to terminate flag options and force all following
-    arguments to be treated as positional options
+      -h, --help                        Display this help menu
+      Verbiosity of the compiler
+        -v, --verbose                     Dumps debugging information about the
+                                          compilation process onto the console
+        -w, --warnings                    Disables warnings generated during
+                                          compilation onto the console (warnings
+                                          are on by default)
+        --i, --info                       Dumps info messages generated during
+                                          compilation onto the console
+      --build-debuggable-engine         Creates a debuggable engine
+      --use-strict-types                Restrict operating type to only use set
+                                        operation precision
+      --allow-gpu-fallback              (Only used when targeting DLA
+                                        (device-type)) Lets engine run layers on
+                                        GPU if they are not supported on DLA
+      --disable-tf32                    Prevent Float32 layers from using the
+                                        TF32 data format
+      -p[precision...],
+      --enabled-precison=[precision...] (Repeatable) Enabling an operating
+                                        precision for kernels to use when
+                                        building the engine (Int8 requires a
+                                        calibration-cache argument) [ float |
+                                        float32 | f32 | half | float16 | f16 |
+                                        int8 | i8 ] (default: float)
+      -d[type], --device-type=[type]    The type of device the engine should be
+                                        built for [ gpu | dla ] (default: gpu)
+      --gpu-id=[gpu_id]                 GPU id if running on multi-GPU platform
+                                        (defaults to 0)
+      --dla-core=[dla_core]             DLACore id if running on available DLA
+                                        (defaults to 0)
+      --engine-capability=[capability]  The type of device the engine should be
+                                        built for [ default | safe_gpu |
+                                        safe_dla ]
+      --calibration-cache-file=[file_path]
+                                        Path to calibration cache file to use
+                                        for post training quantization
+      --embed-engine                    Whether to treat input file as a
+                                        serialized TensorRT engine and embed it
+                                        into a TorchScript module (device spec
+                                        must be provided)
+      --num-min-timing-iter=[num_iters] Number of minimization timing iterations
+                                        used to select kernels
+      --num-avg-timing-iters=[num_iters]
+                                        Number of averaging timing iterations
+                                        used to select kernels
+      --workspace-size=[workspace_size] Maximum size of workspace given to
+                                        TensorRT
+      --max-batch-size=[max_batch_size] Maximum batch size (must be >= 1 to be
+                                        set, 0 means not set)
+      -t[threshold],
+      --threshold=[threshold]           Maximum acceptable numerical deviation
+                                        from standard torchscript output
+                                        (default 2e-5)
+      --save-engine                     Instead of compiling a full a
+                                        TorchScript program, save the created
+                                        engine to the path specified as the
+                                        output path
+      input_file_path                   Path to input TorchScript file
+      output_file_path                  Path for compiled TorchScript (or
+                                        TensorRT engine) file
+      input_specs...                    Specs for inputs to engine, can either
+                                        be a single size or a range defined by
+                                        Min, Optimal, Max sizes, e.g.
+                                        "(N,..,C,H,W)"
+                                        "[(MIN_N,..,MIN_C,MIN_H,MIN_W);(OPT_N,..,OPT_C,OPT_H,OPT_W);(MAX_N,..,MAX_C,MAX_H,MAX_W)]".
+                                        Data Type and format can be specified by
+                                        adding an "@" followed by dtype and "%"
+                                        followed by format to the end of the
+                                        shape spec. e.g. "(3, 3, 32,
+                                        32)@f16%NHWC"
+      "--" can be used to terminate flag options and force all following
+      arguments to be treated as positional options