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Posted to commits@tvm.apache.org by "YaoJiawei329 (via GitHub)" <gi...@apache.org> on 2023/04/20 12:47:05 UTC
[GitHub] [tvm] YaoJiawei329 opened a new issue, #14681: [Bug] tvmc tune did not work.
YaoJiawei329 opened a new issue, #14681:
URL: https://github.com/apache/tvm/issues/14681
I use this command to tune yolov7.onnx
tvmc tune --target "llvm" --output yolov7.json yolov7.onnx
but it just show for so long:
[Task 1/47] Current/Best: 0.00/ 0.00 GFLOPS | Progress: (0/21) | 0.00 s
and cpu usage is 0%, memory usage is 30MB.
I want to know how to fix it. Or what's wrong with my conda env, or some other suggestions. Thanks!
### Environment
Operating System: Windows 11 laptop
TVM version: 0.13
### 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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[GitHub] [tvm] YaoJiawei329 commented on issue #14681: [Bug] tvmc tune did not work.
Posted by "YaoJiawei329 (via GitHub)" <gi...@apache.org>.
YaoJiawei329 commented on issue #14681:
URL: https://github.com/apache/tvm/issues/14681#issuecomment-1516371881
And I try to use the following code to tune the same model, but it also did not work, just hangon.
`
from tvm.driver import tvmc
from tvm import autotvm, relay
def tvmc_tune(model_path, shape_dict, target, log_file):
model = tvmc.load(model_path, shape_dict=shape_dict) # 第 1 步: 加载 + shape_dict
tvmc.tune(model, target=target, tuning_records=log_file) # 第 1.5 步:可选 Tune
package = tvmc.compile(model, target=target, tuning_records=log_file) # 第 2 步:编译
mod, params = relay.frontend.from_onnx(model_path, shape_dict)
with autotvm.apply_history_best(log_file):
with tvm.transform.PassContext(opt_level=4, config={}):
lib = relay.build(mod, target=target, params=params)
lib.export_library(model_path.replace("onnx", "so"))
if __name__ == "__main__":
model_path = "./yolov7.onnx"
shape_dict = {'images':[1,3,640,640]}
target = "llvm"
log_file = 'tune.json'
tvmc_tune(model_path, shape_dict, target, log_file)
`
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[GitHub] [tvm] YaoJiawei329 commented on issue #14681: [Bug] tvmc tune did not work.
Posted by "YaoJiawei329 (via GitHub)" <gi...@apache.org>.
YaoJiawei329 commented on issue #14681:
URL: https://github.com/apache/tvm/issues/14681#issuecomment-1518666804
![image](https://user-images.githubusercontent.com/56985607/233789357-ed2f9e33-8f90-4d01-8da1-717c51f36a71.png)
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[GitHub] [tvm] YaoJiawei329 commented on issue #14681: [Bug] tvmc tune did not work.
Posted by "YaoJiawei329 (via GitHub)" <gi...@apache.org>.
YaoJiawei329 commented on issue #14681:
URL: https://github.com/apache/tvm/issues/14681#issuecomment-1518976286
Today I try to tune model by auto_scheduler, also did not work.
| ID | Task Description | Latency (ms) | Speed (GFLOPS) | Trials |
-----------------------------------------------------------------------------------------------------------------
| 0 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_17 | - | - | 0 |
| 1 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_1 | - | - | 0 |
| 2 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_25 | - | - | 0 |
| 3 | vm_mod_fused_nn_max_pool2d_6 | - | - | 0 |
| 4 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_33 | - | - | 0 |
| 5 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_5 | - | - | 0 |
| 6 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_41 | - | - | 0 |
| 7 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_3 | - | - | 0 |
| 8 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_13 | - | - | 0 |
| 9 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_21 | - | - | 0 |
| 10 | vm_mod_fused_nn_max_pool2d_2 | - | - | 0 |
| 11 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_1 | - | - | 0 |
| 12 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_28 | - | - | 0 |
| 13 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_2 | - | - | 0 |
| 14 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_36 | - | - | 0 |
| 15 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply | - | - | 0 |
| 16 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_16 | - | - | 0 |
| 17 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_24 | - | - | 0 |
| 18 | vm_mod_fused_nn_max_pool2d_3,vm_mod_fused_nn_max_pool2d_4,vm_mod_fused_nn_max_pool2d_5 | - | - | 0 |
| 19 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_32 | - | - | 0 |
| 20 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_40 | - | - | 0 |
| 21 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add | - | - | 0 |
| 22 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_12 | - | - | 0 |
| 23 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_39 | - | - | 0 |
| 24 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_20 | - | - | 0 |
| 25 | vm_mod_fused_nn_max_pool2d_1 | - | - | 0 |
| 26 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_19 | - | - | 0 |
| 27 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_8 | - | - | 0 |
| 28 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_27 | - | - | 0 |
| 29 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_35 | - | - | 0 |
| 30 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_6 | - | - | 0 |
| 31 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_43 | - | - | 0 |
| 32 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_15 | - | - | 0 |
| 33 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_23 | - | - | 0 |
| 34 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_4 | - | - | 0 |
| 35 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_31 | - | - | 0 |
| 36 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_2 | - | - | 0 |
| 37 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_11 | - | - | 0 |
| 38 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_38 | - | - | 0 |
| 39 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_18 | - | - | 0 |
| 40 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_26 | - | - | 0 |
| 41 | vm_mod_fused_nn_max_pool2d_7 | - | - | 0 |
| 42 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_34 | - | - | 0 |
| 43 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_42 | - | - | 0 |
| 44 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_14 | - | - | 0 |
| 45 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_22 | - | - | 0 |
| 46 | vm_mod_fused_nn_max_pool2d | - | - | 0 |
| 47 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_30 | - | - | 0 |
| 48 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_10 | - | - | 0 |
| 49 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_29 | - | - | 0 |
| 50 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_37 | - | - | 0 |
| 51 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_9 | - | - | 0 |
| 52 | vm_mod_fused_nn_contrib_conv2d_NCHWc_add_sigmoid_multiply_7 | - | - | 0 |
-----------------------------------------------------------------------------------------------------------------
Estimated total latency: - ms Trials: 0 Used time : 0 s Next ID: 0
----------------------------------------------------------------------
------------------------------ [ Search ]
----------------------------------------------------------------------
Generate Sketches #s: 3
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Re: [I] [Bug] tvmc tune did not work. [tvm]
Posted by "ajiansoft (via GitHub)" <gi...@apache.org>.
ajiansoft commented on issue #14681:
URL: https://github.com/apache/tvm/issues/14681#issuecomment-1955758056
hey friend,do you fix it?
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