I tuned kernels, trying to compile model with history context, but getting following error:
tvm._ffi.base.TVMError: Traceback (most recent call last):
[bt] (8) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ForwardRewriter::VisitExpr_(tvm::relay::CallNode const*)+0x64e) [0x7efccd418ebe]
[bt] (7) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprMutator::VisitExpr(tvm::relay::Expr const&)+0x96) [0x7efccd58e096]
[bt] (6) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprFunctor<tvm::relay::Expr (tvm::relay::Expr const&)>::VisitExpr(tvm::relay::Expr const&)+0x92) [0x7efccd3b71b2]
[bt] (5) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ExprFunctor<tvm::relay::Expr (tvm::relay::Expr const&)>::InitVTable()::{lambda(tvm::runtime::ObjectRef const&, tvm::relay::ExprFunctor<tvm::relay::Expr (tvm::relay::Expr const&)>*)#6}::_FUN(tvm::runtime::ObjectRef const&, tvm::relay::ExprFunctor<tvm::relay::Expr (tvm::relay::Expr const&)>*)+0x27) [0x7efccd3ae327]
[bt] (4) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::ForwardRewriter::VisitExpr_(tvm::relay::CallNode const*)+0x876) [0x7efccd4190e6]
[bt] (3) /place/home/talematros/incubator-tvm/build/libtvm.so(std::_Function_handler<void (tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*), tvm::runtime::TypedPackedFunc<tvm::relay::Expr (tvm::relay::Call const&, tvm::Array<tvm::relay::Expr, void> const&, tvm::NodeRef const&)>::AssignTypedLambda<tvm::relay::Expr (*)(tvm::relay::Call const&, tvm::Array<tvm::relay::Expr, void> const&, tvm::NodeRef const&)>(tvm::relay::Expr (*)(tvm::relay::Call const&, tvm::Array<tvm::relay::Expr, void> const&, tvm::NodeRef const&))::{lambda(tvm::runtime::TVMArgs const&, tvm::runtime::TVMRetValue*)#1}>::_M_invoke(std::_Any_data const&, tvm::runtime::TVMArgs&&, tvm::runtime::TVMRetValue*&&)+0xad) [0x7efccd3a89cd]
[bt] (2) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::alter_op_layout::AlterOpLayoutRewrite(tvm::relay::Call const&, tvm::Array<tvm::relay::Expr, void> const&, tvm::NodeRef const&)+0xd98) [0x7efccd3a28f8]
[bt] (1) /place/home/talematros/incubator-tvm/build/libtvm.so(tvm::relay::alter_op_layout::CallAlter(tvm::relay::Call const&, std::vector<tvm::relay::Expr, std::allocator<tvm::relay::Expr> > const&)+0x643) [0x7efccd3a18e3]
[bt] (0) /place/home/talematros/incubator-tvm/build/libtvm.so(+0x1115f1b) [0x7efccd643f1b]
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 226, in alter_op_layout_conv2d
return topi.nn.conv2d_alter_layout(attrs, inputs, tinfos, op)
File "</home/talematros/.local/lib/python3.6/site-packages/decorator-4.4.1-py3.6.egg/decorator.py:decorator-gen-35>", line 2, in conv2d_alter_layout
File "/home/talematros/incubator-tvm/python/tvm/target.py", line 382, in dispatch_func
return dispatch_dict[k](*args, **kwargs)
File "/home/talematros/incubator-tvm/topi/python/topi/arm_cpu/conv2d.py", line 569, in _alter_conv2d_layout_arm
VC = cfg['tile_co'].size[-1]
File "/home/talematros/incubator-tvm/python/tvm/autotvm/task/space.py", line 806, in __getitem__
return self._entity_map[name]
KeyError: 'tile_co'
I replaced conv2d with topi_x86_conv2d_NCHWc and depth wise_conv2d_nchw with topi_x86_depthwise_NCHWc_from_nchw
also for conv2d I replaced template_key ‘direct’ with ‘winograd’ and for depthwise I used ‘spatial_pack’
my target is: ‘llvm -device=arm_cpu -target=arm-linux-gnueabihf -mattr=+neon,+thumb2’
update:
there is tile_oc present in the log, if I replace tile_oc with tile_co, then new error pops up, key error for tile_k