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BF16 Support #17670

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BF16 Support #17670

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@joshua-j-hong joshua-j-hong commented Feb 23, 2025 •
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Adds general BF16 support to TVM

  • Addresses missing legalization in comm_reducer
  • Adds BF16 legalization pass skipping if the target supports BF16
  • Unit Tests for comm_reducer changes as well as legalization skipping
  • Modifications to TVM datatypes to allow for T.bfloat16 in the test file
  • Fixes for BFloat related cuda codegen

Related PR in MLC-LLM adds BF16 support with quantization mlc-ai/mlc-llm#3158

Tested with the original problematic model Gemma 2 27b with both added quantization configurations q4bf16_0 and q4bf16_1

@MasterJH5574
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Hi @joshua-j-hong, thank you so much for the great contributions! Could you please add some PR descriptions so that CI tests can be triggered?

@MasterJH5574
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@tvm-bot rerun

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Failed to re-run CI in https://github.com/apache/tvm/actions/runs/13505622336

Traceback (most recent call last):
  File "ci/scripts/github/github_tvmbot.py", line 595, in comment_failure
    raise item
  File "ci/scripts/github/github_tvmbot.py", line 701, in run
    pr.rerun_jenkins_ci()
  File "ci/scripts/github/github_tvmbot.py", line 554, 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 404: Not Found

with response


    
    
  
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@tvm-bot rerun

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MasterJH5574 approved these changes Mar 8, 2025
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LGTM, thanks for rehabilitating BF16!

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Would like to address these before merging

  • Testing with the original problematic model Gemma 2 27b
  • Support for quantization with BF16

@joshua-j-hong Just want to check these two points. Have we confirmed that they are in good shape now? We are good to merge if these are confirmed.

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I've added the changes for quantization in MLC LLM (will put up the corresponding PR soon) and am currently testing with the original model, but am running into some local build issues. Hoping to resolve these tomorrow to close out this ticket!

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@joshua-j-hong @MasterJH5574