Thanks for sharing all of this—really solid findings. Working with AutoTVM on 
Windows definitely brings some unique challenges, and your notes highlight the 
key issues really clearly.

1. **Using 127.0.0.1 instead of 0.0.0.0**
That makes sense. `0.0.0.0` can act unexpectedly on Windows, so switching to 
`127.0.0.1` is a smart workaround for local setups.
2. **Pickle and multiprocessing closures**
Yep, this is a common Windows issue since it doesn’t use `fork`. Moving the 
wrapped function to the top level is the right call—glad to see you already 
figured that out.
3. **Missing `tar` command**
Good tip—Cygwin works, or even Git Bash or WSL. In some cases, using Python’s 
built-in `tarfile` module could help skip the shell command entirely.
4. **Handling `:` in Windows paths for tar**
Adding `--force-local` is a solid workaround when paths include a drive letter. 
Windows really doesn’t like the colon in CLI tools unless handled this way.
5. **Backslash issues in tar commands**
Yeah, replacing `\` with `/` helps when shelling out commands. You might also 
consider using `pathlib.Path.as_posix()` to keep things cleaner.
6. **Socket error 10048**
Pretty typical when sockets don’t release fast enough. Adding specific handling 
for error 10048 is a good call.
7. **LocalRunner + cpp_rpc**
That’s a gotcha for a lot of people. Compiling and manually starting 
`tvm_rpc.exe` is necessary, and it’s not super obvious. Documenting this better 
would help a lot.
8. **Tracker/server creation in loops**
Definitely inefficient on Windows. Your reuse logic looks like a clean 
improvement—it’d be great to see something like this upstreamed.
9. **Linker error for `tvm_main`**
Seen this too. Annotating or stubbing `tvm_main` is a workable fix for now, but 
it’d be good to understand why it’s getting pulled in at all during linking.





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