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Posted to commits@tvm.apache.org by "sunggg (via GitHub)" <gi...@apache.org> on 2023/07/05 17:52:42 UTC
[GitHub] [tvm] sunggg opened a new pull request, #15246: [Unity][Pass] BindSymVar pass
sunggg opened a new pull request, #15246:
URL: https://github.com/apache/tvm/pull/15246
This PR introduces an utility pass that binds symbolic variables to user-provided integer values.
For example, say we have a following IRModule.
```Python
@tvm.script.ir_module
class Before:
@R.function
def main(
x: R.Tensor(("m", "n")),
y: R.Tensor(("m", "n"))
) -> R.Tensor(("m", "n")):
m = T.Var("m", "int64")
n = T.Var("m", "int64")
with R.dataflow():
out = R.matmul(x, y)
R.output(out)
return out
```
We can conveniently bind the symbolic variable by applying `After = relax.transform.BindSymVars("main", {"m": 10, "n": 10})(Before)`.
```Python
@tvm.script.ir_module
class After:
@R.function
def main(
x: R.Tensor((10, 10)),
y: R.Tensor((10, 10))
) -> R.Tensor((10, 10)):
with R.dataflow():
out = R.matmul(x, y)
R.output(out)
return out
```
This would be useful when specializing shape and providing compile-time shape info (e.g., model params or batch sizes) by eliminating the need to rewrite the model.
cc. @tqchen @psrivas2
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[GitHub] [tvm] sunggg closed pull request #15246: [Unity][Pass] `BindSymVar` pass
Posted by "sunggg (via GitHub)" <gi...@apache.org>.
sunggg closed pull request #15246: [Unity][Pass] `BindSymVar` pass
URL: https://github.com/apache/tvm/pull/15246
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[GitHub] [tvm] github-actions[bot] commented on pull request #15246: [Unity][Pass] `BindSymVar` pass
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #15246:
URL: https://github.com/apache/tvm/pull/15246#issuecomment-1634195369
Failed to re-run CI in https://github.com/apache/tvm/actions/runs/5543328554
<details>
```
Traceback (most recent call last):
File "ci/scripts/github/github_tvmbot.py", line 594, in comment_failure
raise item
File "ci/scripts/github/github_tvmbot.py", line 700, in run
pr.rerun_jenkins_ci()
File "ci/scripts/github/github_tvmbot.py", line 553, in rerun_jenkins_ci
post(url, auth=("tvm-bot", TVM_BOT_JENKINS_TOKEN))
File "/home/runner/work/tvm/tvm/ci/scripts/jenkins/git_utils.py", line 53, in post
with request.urlopen(req, data) as response:
File "/usr/lib/python3.8/urllib/request.py", line 222, in urlopen
return opener.open(url, data, timeout)
File "/usr/lib/python3.8/urllib/request.py", line 531, in open
response = meth(req, response)
File "/usr/lib/python3.8/urllib/request.py", line 640, in http_response
response = self.parent.error(
File "/usr/lib/python3.8/urllib/request.py", line 569, in error
return self._call_chain(*args)
File "/usr/lib/python3.8/urllib/request.py", line 502, in _call_chain
result = func(*args)
File "/usr/lib/python3.8/urllib/request.py", line 649, in http_error_default
raise HTTPError(req.full_url, code, msg, hdrs, fp)
urllib.error.HTTPError: HTTP Error 500: Server Error
```
with response
```
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<title>Jenkins [Jenkins]</title><link rel="stylesheet" href="/static/bb039fcf/jsbundles/styles.css" type="text/css"><link rel="stylesheet" href="/static/bb039fcf/css/responsive-grid.css" type="text/css"><link rel="shortcut icon" href="/static/bb039fcf/favicon.ico" type="image/vnd.microsoft.icon"><script src="/static/bb039fcf/scripts/prototype.js" type="text/javascript"></script><script src="/static/bb039fcf/scripts/behavior.js" type="text/javascript"></script><script src='/adjuncts/bb039fcf/org/kohsuke/stapler/bind.js' type='text/javascript'></script><script src="/static/bb039fcf/scripts/yui/yahoo/yahoo-min.js"></script><script src="/static/bb039fcf/scripts/yui/dom/dom-min.js"></script><script src="/static/bb039fcf/scripts/yui/event/event-min.js"></script><script src="/static/bb039fcf/scripts/yui/animation/animation-min.js"></script><script src="/static/bb039fcf/scripts/yui/dragdrop/dragdrop-min.js"></script><script src="/static/bb039fcf/scripts/yui/container/container-min.js"
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iv><div id="visible-sec-am-insertion" class="page-header__am-wrapper"></div><a href="/securityRealm/commenceLogin?from=%2Fjob%2Ftvm-arm%2Fjob%2FPR-15246%2FbuildWithParameters"><b>log in</b></a></div></header><script src="/static/bb039fcf/jsbundles/keyboard-shortcuts.js" type="text/javascript"></script><div id="breadcrumbBar"><script src='/adjuncts/bb039fcf/lib/layout/breadcrumbs.js' type='text/javascript'></script><div class="top-sticker noedge"><div class="top-sticker-inner"><div class="jenkins-breadcrumbs"><ul id="breadcrumbs"><li class="item"><a href="/" class="model-link">Dashboard</a></li><li href="/" class="children"></li></ul><div id="breadcrumb-menu-target"></div></div></div></div></div><div id="page-body" class="clear"><div id="main-panel"><a name="skip2content"></a><h1 style="text-align: center"><img src="/static/bb039fcf/images/rage.svg" width="154" height="179"><span style="font-size:50px"> Oops!</span></h1><div id="error-description"><h2 style="text-align: center">A pr
oblem occurred while processing the request.</h2><p style="text-align: center">Logging ID=8ad985b5-8f1f-4991-8689-614cac30404c</div></div></div><footer class="page-footer"><div class="container-fluid"><div class="page-footer__flex-row"><div class="page-footer__footer-id-placeholder" id="footer"></div><div class="page-footer__links rest_api hidden-xs"><a href="api/">REST API</a></div><div class="page-footer__links page-footer__links--white jenkins_ver"><a rel="noopener noreferrer" href="https://www.jenkins.io/" target="_blank">Jenkins 2.361.2</a></div></div></div></footer></body></html>
```
</details>
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[GitHub] [tvm] tvm-bot commented on pull request #15246: [Unity][Pass] BindSymVar pass
Posted by "tvm-bot (via GitHub)" <gi...@apache.org>.
tvm-bot commented on PR #15246:
URL: https://github.com/apache/tvm/pull/15246#issuecomment-1622218677
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[GitHub] [tvm] sunggg commented on pull request #15246: [Unity][Pass] `BindSymVar` pass
Posted by "sunggg (via GitHub)" <gi...@apache.org>.
sunggg commented on PR #15246:
URL: https://github.com/apache/tvm/pull/15246#issuecomment-1672499916
Closed as it is merged with another PR https://github.com/apache/tvm/pull/15509
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[GitHub] [tvm] sunggg commented on pull request #15246: [Unity][Pass] `BindSymVar` pass
Posted by "sunggg (via GitHub)" <gi...@apache.org>.
sunggg commented on PR #15246:
URL: https://github.com/apache/tvm/pull/15246#issuecomment-1634194931
@tvm-bot rerun
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