talematros opened a new issue #4420: compiling with autotune log fails, KeyErrors URL: https://github.com/apache/incubator-tvm/issues/4420 Im trying to tune and compile mobilenetv2 - mnet.025 model from retinaface repository. Im following tutorials and code examples from documentation, but it doesn't work out. I have following two target for tests: `target = tvm.target.create('llvm -mattr=avx')` or `target = tvm.target.create('llvm -device=arm_cpu -target=arm-linux-gnueabihf -mattr=+neon,+thumb2')` I pretty much cannot use winograd and spatial_pack, because I get errors like KeyError: 'tile_co' or KeyError: 'winograd'. Below is error trace for compiling model with autotuned log with winograd and spatial_pack for 'llvm -mattr=avx' target: ``` Compile the Graph ... Traceback (most recent call last): File "from_mxnet2.py", line 44, in <module> graph, lib, params = relay.build_module.build(func, target=target, params=params) File "/home/talematros/incubator-tvm/python/tvm/relay/build_module.py", line 244, in build graph_json, mod, params = bld_mod.build(func, target, target_host, params) File "/home/talematros/incubator-tvm/python/tvm/relay/build_module.py", line 109, in build self._build(func, target, target_host) File "/home/talematros/incubator-tvm/python/tvm/_ffi/_ctypes/function.py", line 207, in __call__ raise get_last_ffi_error() tvm._ffi.base.TVMError: Traceback (most recent call last): [bt] (8) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ScheduleGetter::VisitExpr(tvm::relay::Expr const&)+0x7e) [0x7f72192aeabe] [bt] (7) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>::VisitExpr(tvm::relay::Expr const&)+0x92) [0x7f72192acf62] [bt] (6) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>::InitVTable()::{lambda(tvm::runtime::ObjectRef const&, tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>*)#6}::_FUN(tvm::runtime::ObjectRef const&, tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>*)+0x27) [0x7f721929f7b7] [bt] (5) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ScheduleGetter::VisitExpr_(tvm::relay::CallNode const*)+0x169) [0x7f72192ab609] [bt] (4) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ScheduleGetter::VisitExpr(tvm::relay::Expr const&)+0x7e) [0x7f72192aeabe] [bt] (3) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>::VisitExpr(tvm::relay::Expr const&)+0x92) [0x7f72192acf62] [bt] (2) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>::InitVTable()::{lambda(tvm::runtime::ObjectRef const&, tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>*)#6}::_FUN(tvm::runtime::ObjectRef const&, tvm::relay::ExprFunctor<tvm::Array<tvm::Tensor, void> (tvm::relay::Expr const&)>*)+0x27) [0x7f721929f7b7] [bt] (1) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ScheduleGetter::VisitExpr_(tvm::relay::CallNode const*)+0x680) [0x7f72192abb20] [bt] (0) /place/home/talematros/incubator-tvm/build/libtvm.so(+0x11265cb) [0x7f72194155cb] File "/home/talematros/incubator-tvm/python/tvm/_ffi/_ctypes/function.py", line 72, in cfun rv = local_pyfunc(*pyargs) File "/home/talematros/incubator-tvm/python/tvm/relay/op/nn/_nn.py", line 576, in compute_contrib_conv2d_NCHWc data_layout, out_layout, out_dtype) File "</home/talematros/.local/lib/python3.6/site-packages/decorator-4.4.1-py3.6.egg/decorator.py:decorator-gen-37>", line 2, in conv2d_NCHWc File "/home/talematros/incubator-tvm/python/tvm/target.py", line 382, in dispatch_func return dispatch_dict[k](*args, **kwargs) File "</home/talematros/.local/lib/python3.6/site-packages/decorator-4.4.1-py3.6.egg/decorator.py:decorator-gen-124>", line 2, in config_dispatcher File "/home/talematros/incubator-tvm/python/tvm/autotvm/task/dispatcher.py", line 221, in dispatch_func return dispatch_dict[cfg.template_key](cfg, *args, **kwargs) KeyError: 'winograd' ``` I also posted two issues tvm discuss: https://discuss.tvm.ai/t/key-error-tile-co-tile-k-mobilenet-compiling-with-tuned-kernels/4903 https://discuss.tvm.ai/t/arm-network-tuning/4868 I tried master tvm and v0.6 branch, same problems. It seems problem arise because -device flag and winograd,spatial_pack are not "synced" Please, any help appreciated.
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