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Posted to commits@tvm.apache.org by "qzylalala (via GitHub)" <gi...@apache.org> on 2023/07/02 14:53:39 UTC
[GitHub] [tvm] qzylalala opened a new issue, #15206: [Bug] [Auto Scheduler] Cannot find any valid schedule
qzylalala opened a new issue, #15206:
URL: https://github.com/apache/tvm/issues/15206
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### Expected behavior
I'm trying auto scheduling step by step, following this official doc https://tvm.apache.org/docs/tutorial/autotvm_matmul_x86.html#sphx-glr-download-tutorial-autotvm-matmul-x86-py
It should work as showed in this tutorial.
### Actual behavior
However, I got an error when it arrived at this line of code.
```python3
# Run auto-tuning (search)
task.tune(tune_option)
# Apply the best schedule
sch, args = task.apply_best(log_file) # Got an error here
```
I find others have the same problem, like this https://discuss.tvm.apache.org/t/solved-auto-scheduler-cannot-find-a-valid-schedule/11745/8.
Unluckly, it not works for me.
### Environment
OS: Ubuntu1804
TVM version: newest (commit 683dfb0)
Python: Anaconda python3.8.3
LLVM: llvm-17
### Steps to reproduce
```python
import numpy as np
import tvm
from tvm import te, auto_scheduler
@auto_scheduler.register_workload # Note the auto_scheduler decorator
def matmul_add(N, L, M, dtype):
A = te.placeholder((N, L), name="A", dtype=dtype)
B = te.placeholder((L, M), name="B", dtype=dtype)
C = te.placeholder((N, M), name="C", dtype=dtype)
k = te.reduce_axis((0, L), name="k")
matmul = te.compute(
(N, M),
lambda i, j: te.sum(A[i, k] * B[k, j], axis=k),
name="matmul",
attrs={"layout_free_placeholders": [B]}, # enable automatic layout transform for tensor B
)
out = te.compute((N, M), lambda i, j: matmul[i, j] + C[i, j], name="out")
return [A, B, C, out]
target = tvm.target.Target("llvm")
N = L = M = 1024
task = tvm.auto_scheduler.SearchTask(func=matmul_add, args=(N, L, M, "float32"), target=target)
# Inspect the computational graph
print("Computational DAG:")
print(task.compute_dag)
log_file = "matmul.json"
tune_option = auto_scheduler.TuningOptions(
num_measure_trials=10,
measure_callbacks=[auto_scheduler.RecordToFile(log_file)],
verbose=2,
)
################################################################################
# Run the search
# --------------
# Now we get all inputs ready. Pretty simple, isn't it? We can kick off the
# search and let the auto-scheduler do its magic. After some measurement
# trials, we can load the best schedule from the log file and apply it.
# Run auto-tuning (search)
task.tune(tune_option)
# Apply the best schedule
sch, args = task.apply_best(log_file)
print("Lowered TIR:")
print(tvm.lower(sch, args, simple_mode=True))
```
### Triage
Please refer to the list of label tags [here](https://github.com/apache/tvm/wiki/Issue-Triage-Labels) to find the relevant tags and add them below in a bullet format (example below).
* needs-triage
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Re: [I] [Bug] [Auto Scheduler] Cannot find any valid schedule [tvm]
Posted by "tqchen (via GitHub)" <gi...@apache.org>.
tqchen closed issue #15206: [Bug] [Auto Scheduler] Cannot find any valid schedule
URL: https://github.com/apache/tvm/issues/15206
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Re: [I] [Bug] [Auto Scheduler] Cannot find any valid schedule [tvm]
Posted by "vfdff (via GitHub)" <gi...@apache.org>.
vfdff commented on issue #15206:
URL: https://github.com/apache/tvm/issues/15206#issuecomment-2689665475
do you fix the issue after **pip install cloudpickle** ?
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