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* Move files from files from `shark-turbine` to `iree/turbine`. * Update imports * Update `setup.py` * Make backward redirect `shark-turbine` -> `iree.turbine` (do we need this?) Progress on #28 --------- Signed-off-by: Ivan Butygin <[email protected]>
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# Copyright 2023 Nod Labs, Inc | ||
# | ||
# Licensed under the Apache License v2.0 with LLVM Exceptions. | ||
# See https://llvm.org/LICENSE.txt for license information. | ||
# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
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# This sample builds a dynamic shape version of the MLP with | ||
# a dynamic batch dimension. It uses the advanced, low-level | ||
# API because we don't have dynamic shapes available in the | ||
# simple API yet. | ||
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import torch | ||
import torch.nn as nn | ||
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import iree.turbine.aot as aot | ||
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class MLP(nn.Module): | ||
def __init__(self): | ||
super().__init__() | ||
self.layer0 = nn.Linear(8, 8, bias=True) | ||
self.layer1 = nn.Linear(8, 4, bias=True) | ||
self.layer2 = nn.Linear(4, 2, bias=True) | ||
self.layer3 = nn.Linear(2, 2, bias=True) | ||
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def forward(self, x: torch.Tensor): | ||
x = self.layer0(x) | ||
x = torch.sigmoid(x) | ||
x = self.layer1(x) | ||
x = torch.sigmoid(x) | ||
x = self.layer2(x) | ||
x = torch.sigmoid(x) | ||
x = self.layer3(x) | ||
return x | ||
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model = MLP() | ||
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class CompiledMLP(aot.CompiledModule): | ||
params = aot.export_parameters(model) | ||
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def main(self, x=aot.AbstractTensor(None, 97, 8, dtype=torch.float32)): | ||
return aot.jittable(model.forward)( | ||
x, | ||
constraints=[ | ||
x.dynamic_dim(0), | ||
], | ||
) | ||
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batch = torch.export.Dim("batch") | ||
exported = aot.export( | ||
model, | ||
args=(torch.empty([2, 97, 8], dtype=torch.float32),), | ||
dynamic_shapes={"x": {0: batch}}, | ||
) | ||
# Note that dynamic Torch IR is created below. | ||
exported.print_readable() | ||
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# TODO: Enable once version roll to ToT torch-mlir with dynamic view | ||
# op legalization fixes. | ||
# compiled_binary = exported.compile(save_to=None) | ||
# def infer(): | ||
# import numpy as np | ||
# import iree.runtime as rt | ||
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# config = rt.Config("local-task") | ||
# vmm = rt.load_vm_module( | ||
# rt.VmModule.wrap_buffer(config.vm_instance, compiled_binary.map_memory()), | ||
# config, | ||
# ) | ||
# x = np.random.rand(10, 97, 8).astype(np.float32) | ||
# y = vmm.main(x) | ||
# print(y.to_host()) | ||
# infer() |
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% ALGORITHM STYLE -- Released 8 April 1996 | ||
% for LaTeX-2e | ||
% Copyright -- 1994 Peter Williams | ||
% E-mail [email protected] | ||
\NeedsTeXFormat{LaTeX2e} | ||
\ProvidesPackage{algorithm} | ||
\typeout{Document Style `algorithm' - floating environment} | ||
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\RequirePackage{float} | ||
\RequirePackage{ifthen} | ||
\newcommand{\ALG@within}{nothing} | ||
\newboolean{ALG@within} | ||
\setboolean{ALG@within}{false} | ||
\newcommand{\ALG@floatstyle}{ruled} | ||
\newcommand{\ALG@name}{Algorithm} | ||
\newcommand{\listalgorithmname}{List of \ALG@name s} | ||
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% Declare Options | ||
% first appearance | ||
\DeclareOption{plain}{ | ||
\renewcommand{\ALG@floatstyle}{plain} | ||
} | ||
\DeclareOption{ruled}{ | ||
\renewcommand{\ALG@floatstyle}{ruled} | ||
} | ||
\DeclareOption{boxed}{ | ||
\renewcommand{\ALG@floatstyle}{boxed} | ||
} | ||
% then numbering convention | ||
\DeclareOption{part}{ | ||
\renewcommand{\ALG@within}{part} | ||
\setboolean{ALG@within}{true} | ||
} | ||
\DeclareOption{chapter}{ | ||
\renewcommand{\ALG@within}{chapter} | ||
\setboolean{ALG@within}{true} | ||
} | ||
\DeclareOption{section}{ | ||
\renewcommand{\ALG@within}{section} | ||
\setboolean{ALG@within}{true} | ||
} | ||
\DeclareOption{subsection}{ | ||
\renewcommand{\ALG@within}{subsection} | ||
\setboolean{ALG@within}{true} | ||
} | ||
\DeclareOption{subsubsection}{ | ||
\renewcommand{\ALG@within}{subsubsection} | ||
\setboolean{ALG@within}{true} | ||
} | ||
\DeclareOption{nothing}{ | ||
\renewcommand{\ALG@within}{nothing} | ||
\setboolean{ALG@within}{true} | ||
} | ||
\DeclareOption*{\edef\ALG@name{\CurrentOption}} | ||
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% ALGORITHM | ||
% | ||
\ProcessOptions | ||
\floatstyle{\ALG@floatstyle} | ||
\ifthenelse{\boolean{ALG@within}}{ | ||
\ifthenelse{\equal{\ALG@within}{part}} | ||
{\newfloat{algorithm}{htbp}{loa}[part]}{} | ||
\ifthenelse{\equal{\ALG@within}{chapter}} | ||
{\newfloat{algorithm}{htbp}{loa}[chapter]}{} | ||
\ifthenelse{\equal{\ALG@within}{section}} | ||
{\newfloat{algorithm}{htbp}{loa}[section]}{} | ||
\ifthenelse{\equal{\ALG@within}{subsection}} | ||
{\newfloat{algorithm}{htbp}{loa}[subsection]}{} | ||
\ifthenelse{\equal{\ALG@within}{subsubsection}} | ||
{\newfloat{algorithm}{htbp}{loa}[subsubsection]}{} | ||
\ifthenelse{\equal{\ALG@within}{nothing}} | ||
{\newfloat{algorithm}{htbp}{loa}}{} | ||
}{ | ||
\newfloat{algorithm}{htbp}{loa} | ||
} | ||
\floatname{algorithm}{\ALG@name} | ||
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\newcommand{\listofalgorithms}{\listof{algorithm}{\listalgorithmname}} |
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% ALGORITHMIC STYLE -- Released 8 APRIL 1996 | ||
% for LaTeX version 2e | ||
% Copyright -- 1994 Peter Williams | ||
% E-mail [email protected] | ||
% | ||
% Modified by Alex Smola (08/2000) | ||
% E-mail [email protected] | ||
% | ||
\NeedsTeXFormat{LaTeX2e} | ||
\ProvidesPackage{algorithmic} | ||
\typeout{Document Style `algorithmic' - environment} | ||
% | ||
\RequirePackage{ifthen} | ||
\RequirePackage{calc} | ||
\newboolean{ALC@noend} | ||
\setboolean{ALC@noend}{false} | ||
\newcounter{ALC@line} | ||
\newcounter{ALC@rem} | ||
\newlength{\ALC@tlm} | ||
% | ||
\DeclareOption{noend}{\setboolean{ALC@noend}{true}} | ||
% | ||
\ProcessOptions | ||
% | ||
% ALGORITHMIC | ||
\newcommand{\algorithmicrequire}{\textbf{Require:}} | ||
\newcommand{\algorithmicensure}{\textbf{Ensure:}} | ||
\newcommand{\algorithmiccomment}[1]{\{#1\}} | ||
\newcommand{\algorithmicend}{\textbf{end}} | ||
\newcommand{\algorithmicif}{\textbf{if}} | ||
\newcommand{\algorithmicthen}{\textbf{then}} | ||
\newcommand{\algorithmicelse}{\textbf{else}} | ||
\newcommand{\algorithmicelsif}{\algorithmicelse\ \algorithmicif} | ||
\newcommand{\algorithmicendif}{\algorithmicend\ \algorithmicif} | ||
\newcommand{\algorithmicfor}{\textbf{for}} | ||
\newcommand{\algorithmicforall}{\textbf{for all}} | ||
\newcommand{\algorithmicdo}{\textbf{do}} | ||
\newcommand{\algorithmicendfor}{\algorithmicend\ \algorithmicfor} | ||
\newcommand{\algorithmicwhile}{\textbf{while}} | ||
\newcommand{\algorithmicendwhile}{\algorithmicend\ \algorithmicwhile} | ||
\newcommand{\algorithmicloop}{\textbf{loop}} | ||
\newcommand{\algorithmicendloop}{\algorithmicend\ \algorithmicloop} | ||
\newcommand{\algorithmicrepeat}{\textbf{repeat}} | ||
\newcommand{\algorithmicuntil}{\textbf{until}} | ||
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%changed by alex smola | ||
\newcommand{\algorithmicinput}{\textbf{input}} | ||
\newcommand{\algorithmicoutput}{\textbf{output}} | ||
\newcommand{\algorithmicset}{\textbf{set}} | ||
\newcommand{\algorithmictrue}{\textbf{true}} | ||
\newcommand{\algorithmicfalse}{\textbf{false}} | ||
\newcommand{\algorithmicand}{\textbf{and\ }} | ||
\newcommand{\algorithmicor}{\textbf{or\ }} | ||
\newcommand{\algorithmicfunction}{\textbf{function}} | ||
\newcommand{\algorithmicendfunction}{\algorithmicend\ \algorithmicfunction} | ||
\newcommand{\algorithmicmain}{\textbf{main}} | ||
\newcommand{\algorithmicendmain}{\algorithmicend\ \algorithmicmain} | ||
%end changed by alex smola | ||
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\def\ALC@item[#1]{% | ||
\if@noparitem \@donoparitem | ||
\else \if@inlabel \indent \par \fi | ||
\ifhmode \unskip\unskip \par \fi | ||
\if@newlist \if@nobreak \@nbitem \else | ||
\addpenalty\@beginparpenalty | ||
\addvspace\@topsep \addvspace{-\parskip}\fi | ||
\else \addpenalty\@itempenalty \addvspace\itemsep | ||
\fi | ||
\global\@inlabeltrue | ||
\fi | ||
\everypar{\global\@minipagefalse\global\@newlistfalse | ||
\if@inlabel\global\@inlabelfalse \hskip -\parindent \box\@labels | ||
\penalty\z@ \fi | ||
\everypar{}}\global\@nobreakfalse | ||
\if@noitemarg \@noitemargfalse \if@nmbrlist \refstepcounter{\@listctr}\fi \fi | ||
\sbox\@tempboxa{\makelabel{#1}}% | ||
\global\setbox\@labels | ||
\hbox{\unhbox\@labels \hskip \itemindent | ||
\hskip -\labelwidth \hskip -\ALC@tlm | ||
\ifdim \wd\@tempboxa >\labelwidth | ||
\box\@tempboxa | ||
\else \hbox to\labelwidth {\unhbox\@tempboxa}\fi | ||
\hskip \ALC@tlm}\ignorespaces} | ||
% | ||
\newenvironment{algorithmic}[1][0]{ | ||
\let\@item\ALC@item | ||
\newcommand{\ALC@lno}{% | ||
\ifthenelse{\equal{\arabic{ALC@rem}}{0}} | ||
{{\footnotesize \arabic{ALC@line}:}}{}% | ||
} | ||
\let\@listii\@listi | ||
\let\@listiii\@listi | ||
\let\@listiv\@listi | ||
\let\@listv\@listi | ||
\let\@listvi\@listi | ||
\let\@listvii\@listi | ||
\newenvironment{ALC@g}{ | ||
\begin{list}{\ALC@lno}{ \itemsep\z@ \itemindent\z@ | ||
\listparindent\z@ \rightmargin\z@ | ||
\topsep\z@ \partopsep\z@ \parskip\z@\parsep\z@ | ||
\leftmargin 1em | ||
\addtolength{\ALC@tlm}{\leftmargin} | ||
} | ||
} | ||
{\end{list}} | ||
\newcommand{\ALC@it}{\addtocounter{ALC@line}{1}\addtocounter{ALC@rem}{1}\ifthenelse{\equal{\arabic{ALC@rem}}{#1}}{\setcounter{ALC@rem}{0}}{}\item} | ||
\newcommand{\ALC@com}[1]{\ifthenelse{\equal{##1}{default}}% | ||
{}{\ \algorithmiccomment{##1}}} | ||
\newcommand{\REQUIRE}{\item[\algorithmicrequire]} | ||
\newcommand{\ENSURE}{\item[\algorithmicensure]} | ||
\newcommand{\STATE}{\ALC@it} | ||
\newcommand{\COMMENT}[1]{\algorithmiccomment{##1}} | ||
%changes by alex smola | ||
\newcommand{\INPUT}{\item[\algorithmicinput]} | ||
\newcommand{\OUTPUT}{\item[\algorithmicoutput]} | ||
\newcommand{\SET}{\item[\algorithmicset]} | ||
% \newcommand{\TRUE}{\algorithmictrue} | ||
% \newcommand{\FALSE}{\algorithmicfalse} | ||
\newcommand{\AND}{\algorithmicand} | ||
\newcommand{\OR}{\algorithmicor} | ||
\newenvironment{ALC@func}{\begin{ALC@g}}{\end{ALC@g}} | ||
\newenvironment{ALC@main}{\begin{ALC@g}}{\end{ALC@g}} | ||
%end changes by alex smola | ||
\newenvironment{ALC@if}{\begin{ALC@g}}{\end{ALC@g}} | ||
\newenvironment{ALC@for}{\begin{ALC@g}}{\end{ALC@g}} | ||
\newenvironment{ALC@whl}{\begin{ALC@g}}{\end{ALC@g}} | ||
\newenvironment{ALC@loop}{\begin{ALC@g}}{\end{ALC@g}} | ||
\newenvironment{ALC@rpt}{\begin{ALC@g}}{\end{ALC@g}} | ||
\renewcommand{\\}{\@centercr} | ||
\newcommand{\IF}[2][default]{\ALC@it\algorithmicif\ ##2\ \algorithmicthen% | ||
\ALC@com{##1}\begin{ALC@if}} | ||
\newcommand{\SHORTIF}[2]{\ALC@it\algorithmicif\ ##1\ | ||
\algorithmicthen\ {##2}} | ||
\newcommand{\ELSE}[1][default]{\end{ALC@if}\ALC@it\algorithmicelse% | ||
\ALC@com{##1}\begin{ALC@if}} | ||
\newcommand{\ELSIF}[2][default]% | ||
{\end{ALC@if}\ALC@it\algorithmicelsif\ ##2\ \algorithmicthen% | ||
\ALC@com{##1}\begin{ALC@if}} | ||
\newcommand{\FOR}[2][default]{\ALC@it\algorithmicfor\ ##2\ \algorithmicdo% | ||
\ALC@com{##1}\begin{ALC@for}} | ||
\newcommand{\FORALL}[2][default]{\ALC@it\algorithmicforall\ ##2\ % | ||
\algorithmicdo% | ||
\ALC@com{##1}\begin{ALC@for}} | ||
\newcommand{\SHORTFORALL}[2]{\ALC@it\algorithmicforall\ ##1\ % | ||
\algorithmicdo\ {##2}} | ||
\newcommand{\WHILE}[2][default]{\ALC@it\algorithmicwhile\ ##2\ % | ||
\algorithmicdo% | ||
\ALC@com{##1}\begin{ALC@whl}} | ||
\newcommand{\LOOP}[1][default]{\ALC@it\algorithmicloop% | ||
\ALC@com{##1}\begin{ALC@loop}} | ||
%changed by alex smola | ||
\newcommand{\FUNCTION}[2][default]{\ALC@it\algorithmicfunction\ ##2\ % | ||
\ALC@com{##1}\begin{ALC@func}} | ||
\newcommand{\MAIN}[2][default]{\ALC@it\algorithmicmain\ ##2\ % | ||
\ALC@com{##1}\begin{ALC@main}} | ||
%end changed by alex smola | ||
\newcommand{\REPEAT}[1][default]{\ALC@it\algorithmicrepeat% | ||
\ALC@com{##1}\begin{ALC@rpt}} | ||
\newcommand{\UNTIL}[1]{\end{ALC@rpt}\ALC@it\algorithmicuntil\ ##1} | ||
\ifthenelse{\boolean{ALC@noend}}{ | ||
\newcommand{\ENDIF}{\end{ALC@if}} | ||
\newcommand{\ENDFOR}{\end{ALC@for}} | ||
\newcommand{\ENDWHILE}{\end{ALC@whl}} | ||
\newcommand{\ENDLOOP}{\end{ALC@loop}} | ||
\newcommand{\ENDFUNCTION}{\end{ALC@func}} | ||
\newcommand{\ENDMAIN}{\end{ALC@main}} | ||
}{ | ||
\newcommand{\ENDIF}{\end{ALC@if}\ALC@it\algorithmicendif} | ||
\newcommand{\ENDFOR}{\end{ALC@for}\ALC@it\algorithmicendfor} | ||
\newcommand{\ENDWHILE}{\end{ALC@whl}\ALC@it\algorithmicendwhile} | ||
\newcommand{\ENDLOOP}{\end{ALC@loop}\ALC@it\algorithmicendloop} | ||
\newcommand{\ENDFUNCTION}{\end{ALC@func}\ALC@it\algorithmicendfunction} | ||
\newcommand{\ENDMAIN}{\end{ALC@main}\ALC@it\algorithmicendmain} | ||
} | ||
\renewcommand{\@toodeep}{} | ||
\begin{list}{\ALC@lno}{\setcounter{ALC@line}{0}\setcounter{ALC@rem}{0}% | ||
\itemsep\z@ \itemindent\z@ \listparindent\z@% | ||
\partopsep\z@ \parskip\z@ \parsep\z@% | ||
\labelsep 0.5em \topsep 0.2em% | ||
\ifthenelse{\equal{#1}{0}} | ||
{\labelwidth 0.5em } | ||
{\labelwidth 1.2em } | ||
\leftmargin\labelwidth \addtolength{\leftmargin}{\labelsep} | ||
\ALC@tlm\labelsep | ||
} | ||
} | ||
{\end{list}} |
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