.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "how_to/tune_with_autotvm/tune_conv2d_cuda.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_how_to_tune_with_autotvm_tune_conv2d_cuda.py: Tuning High Performance Convolution on NVIDIA GPUs ========================================================================= **Author**: `Lianmin Zheng `_ This is an advanced tutorial for writing high performance tunable template for NVIDIA GPU. By running auto-tuner on this template, we can outperform the vendor provided library CuDNN in many cases. Note that this tutorial will not run on Windows or recent versions of macOS. To get it to run, you will need to wrap the body of this tutorial in a :code:`if __name__ == "__main__":` block. .. GENERATED FROM PYTHON SOURCE LINES 30-32 .. code-block:: default .. GENERATED FROM PYTHON SOURCE LINES 38-56 Install dependencies -------------------- To use autotvm package in tvm, we need to install some extra dependencies. (change "3" to "2" if you use python2): .. code-block:: bash pip3 install --user psutil xgboost tornado cloudpickle To make TVM run faster in tuning, it is recommended to use cython as FFI of tvm. In the root directory of tvm, execute .. code-block:: bash pip3 install --user cython sudo make cython3 Now return to python code. Import packages. .. GENERATED FROM PYTHON SOURCE LINES 56-68 .. code-block:: default import logging import sys import numpy as np import tvm from tvm import te, topi, testing from tvm.topi.testing import conv2d_nchw_python import tvm.testing from tvm import autotvm .. GENERATED FROM PYTHON SOURCE LINES 69-91 Step 1: Define the search space -------------------------------- There are plenty of useful schedule primitives in tvm. You can also find some tutorials that describe them in more details, such as (1). :ref:`opt-conv-gpu` (2). `Optimizing DepthwiseConv on NVIDIA GPU `_ However, their implementations are manually tuned for some special input shapes. In this section, we build a large enough space to cover the techniques used in these tutorials. Then we rely on the efficient auto-tuner to search through this space and pick some good configurations. If you are familiar with writing cuda schedule, you can find the following template is very general. Actually this template can be easily modified to tune other operators such as depthwise convolution and GEMM. In order to fully understand this template, you should be familiar with the schedule primitives and auto tuning API. You can refer to the above tutorials and :ref:`autotvm tutorial ` It is worth noting that the search space for a conv2d operator can be very large (at the level of 10^9 for some input shapes) .. GENERATED FROM PYTHON SOURCE LINES 91-181 .. code-block:: default @autotvm.template("tutorial/conv2d_no_batching") def conv2d_no_batching(N, H, W, CO, CI, KH, KW, stride, padding): assert N == 1, "Only consider batch_size = 1 in this template" data = te.placeholder((N, CI, H, W), name="data") kernel = te.placeholder((CO, CI, KH, KW), name="kernel") conv = topi.nn.conv2d_nchw(data, kernel, stride, padding, dilation=1, out_dtype="float32") s = te.create_schedule([conv.op]) ##### space definition begin ##### n, f, y, x = s[conv].op.axis rc, ry, rx = s[conv].op.reduce_axis cfg = autotvm.get_config() cfg.define_split("tile_f", f, num_outputs=4) cfg.define_split("tile_y", y, num_outputs=4) cfg.define_split("tile_x", x, num_outputs=4) cfg.define_split("tile_rc", rc, num_outputs=3) cfg.define_split("tile_ry", ry, num_outputs=3) cfg.define_split("tile_rx", rx, num_outputs=3) cfg.define_knob("auto_unroll_max_step", [0, 512, 1500]) cfg.define_knob("unroll_explicit", [0, 1]) ##### space definition end ##### # inline padding pad_data = s[conv].op.input_tensors[0] s[pad_data].compute_inline() data, raw_data = pad_data, data output = conv OL = s.cache_write(conv, "local") # create cache stage AA = s.cache_read(data, "shared", [OL]) WW = s.cache_read(kernel, "shared", [OL]) AL = s.cache_read(AA, "local", [OL]) WL = s.cache_read(WW, "local", [OL]) # tile and bind spatial axes n, f, y, x = s[output].op.axis bf, vf, tf, fi = cfg["tile_f"].apply(s, output, f) by, vy, ty, yi = cfg["tile_y"].apply(s, output, y) bx, vx, tx, xi = cfg["tile_x"].apply(s, output, x) kernel_scope = n # this is the scope to attach global config inside this kernel s[output].bind(bf, te.thread_axis("blockIdx.z")) s[output].bind(by, te.thread_axis("blockIdx.y")) s[output].bind(bx, te.thread_axis("blockIdx.x")) s[output].bind(vf, te.thread_axis("vthread")) s[output].bind(vy, te.thread_axis("vthread")) s[output].bind(vx, te.thread_axis("vthread")) s[output].bind(tf, te.thread_axis("threadIdx.z")) s[output].bind(ty, te.thread_axis("threadIdx.y")) s[output].bind(tx, te.thread_axis("threadIdx.x")) s[output].reorder(n, bf, by, bx, vf, vy, vx, tf, ty, tx, fi, yi, xi) s[OL].compute_at(s[output], tx) # tile reduction axes n, f, y, x = s[OL].op.axis rc, ry, rx = s[OL].op.reduce_axis rco, rcm, rci = cfg["tile_rc"].apply(s, OL, rc) ryo, rym, ryi = cfg["tile_rx"].apply(s, OL, ry) rxo, rxm, rxi = cfg["tile_ry"].apply(s, OL, rx) s[OL].reorder(rco, ryo, rxo, rcm, rym, rxm, rci, ryi, rxi, n, f, y, x) s[AA].compute_at(s[OL], rxo) s[WW].compute_at(s[OL], rxo) s[AL].compute_at(s[OL], rxm) s[WL].compute_at(s[OL], rxm) # cooperative fetching for load in [AA, WW]: n, f, y, x = s[load].op.axis fused = s[load].fuse(n, f, y, x) tz, fused = s[load].split(fused, nparts=cfg["tile_f"].size[2]) ty, fused = s[load].split(fused, nparts=cfg["tile_y"].size[2]) tx, fused = s[load].split(fused, nparts=cfg["tile_x"].size[2]) s[load].bind(tz, te.thread_axis("threadIdx.z")) s[load].bind(ty, te.thread_axis("threadIdx.y")) s[load].bind(tx, te.thread_axis("threadIdx.x")) # tune unroll s[output].pragma(kernel_scope, "auto_unroll_max_step", cfg["auto_unroll_max_step"].val) s[output].pragma(kernel_scope, "unroll_explicit", cfg["unroll_explicit"].val) return s, [raw_data, kernel, conv] .. GENERATED FROM PYTHON SOURCE LINES 182-189 Step 2: Search through the space --------------------------------- We pick the last layer on resnet as test case. Since our space is very large, :code:`XGBoostTuner` is most suitable for our case. Here we only do 20 trials for demonstration. In practice, making 1000 trials usually can find some good kernels for this template .. GENERATED FROM PYTHON SOURCE LINES 189-218 .. code-block:: default # logging config (for printing tuning log to screen) logging.getLogger("autotvm").setLevel(logging.DEBUG) logging.getLogger("autotvm").addHandler(logging.StreamHandler(sys.stdout)) # the last layer in resnet N, H, W, CO, CI, KH, KW, strides, padding = 1, 7, 7, 512, 512, 3, 3, (1, 1), (1, 1) task = autotvm.task.create( "tutorial/conv2d_no_batching", args=(N, H, W, CO, CI, KH, KW, strides, padding), target="cuda" ) print(task.config_space) # Use local gpu, measure 10 times for every config to reduce variance # The timeout of compiling a program is 10 seconds, the timeout for running is 4 seconds measure_option = autotvm.measure_option( builder=autotvm.LocalBuilder(), runner=autotvm.LocalRunner(repeat=3, min_repeat_ms=100, timeout=4), ) # Begin tuning, log records to file `conv2d.log` # During tuning we will also try many invalid configs, so you are expected to # see many error reports. As long as you can see non-zero GFLOPS, it is okay. tuner = autotvm.tuner.XGBTuner(task) tuner.tune( n_trial=20, measure_option=measure_option, callbacks=[autotvm.callback.log_to_file("conv2d.log")], ) .. rst-class:: sphx-glr-script-out .. code-block:: none ConfigSpace (len=10454400, space_map= 0 tile_f: Split(policy=factors, product=512, num_outputs=4) len=220 1 tile_y: Split(policy=factors, product=7, num_outputs=4) len=4 2 tile_x: Split(policy=factors, product=7, num_outputs=4) len=4 3 tile_rc: Split(policy=factors, product=512, num_outputs=3) len=55 4 tile_ry: Split(policy=factors, product=3, num_outputs=3) len=3 5 tile_rx: Split(policy=factors, product=3, num_outputs=3) len=3 6 auto_unroll_max_step: OtherOption([0, 512, 1500]) len=3 7 unroll_explicit: OtherOption([0, 1]) len=2 ) waiting for device... device available Get devices for measurement successfully! No: 1 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 32, 8, 2]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 8, 64]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 3, 1]), ('auto_unroll_max_step', 0), ('unroll_explicit', 1)],None,6171524 No: 2 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 128, 1, 4]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 4, 128]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 3, 1]), ('auto_unroll_max_step', 512), ('unroll_explicit', 0)],None,2502827 No: 3 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 4, 1, 32]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 1, 7]), ('tile_rc', [-1, 512, 1]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 512), ('unroll_explicit', 0)],None,3325707 No: 4 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 8, 4, 2]), ('tile_y', [-1, 1, 1, 7]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 4, 8]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,4942815 No: 5 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 4, 1, 128]), ('tile_y', [-1, 1, 1, 7]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 2, 64]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,5197272 No: 6 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 32, 2, 4]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 8, 8]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 1]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,3979473 No: 7 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 8, 4, 8]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 4, 32]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 512), ('unroll_explicit', 0)],None,3439632 No: 8 GFLOPS: 0.00/0.00 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 142, in build res = future.result() File "/usr/lib/python3.7/concurrent/futures/_base.py", line 435, in result return self.__get_result() File "/usr/lib/python3.7/concurrent/futures/_base.py", line 384, in __get_result raise self._exception File "/usr/lib/python3.7/concurrent/futures/thread.py", line 57, in run result = self.fn(*self.args, **self.kwargs) File "/workspace/python/tvm/contrib/popen_pool.py", line 404, in worker = lambda *args: self._worker_run(*args) File "/workspace/python/tvm/contrib/popen_pool.py", line 373, in _worker_run return proc.recv() File "/workspace/python/tvm/contrib/popen_pool.py", line 297, in recv raise TimeoutError() TimeoutError [('tile_f', [-1, 2, 1, 64]), ('tile_y', [-1, 1, 1, 7]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 1, 4]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,4909501 No: 9 GFLOPS: 177.94/177.94 result: MeasureResult(costs=(0.0013010407333333333,), error_no=MeasureErrorNo.NO_ERROR, all_cost=2.0838890075683594, timestamp=1666035066.4676857) [('tile_f', [-1, 1, 4, 8]), ('tile_y', [-1, 7, 1, 1]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 2, 2]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,5072689 No: 10 GFLOPS: 0.00/177.94 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 4, 4, 8]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 1, 7]), ('tile_rc', [-1, 64, 2]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,5092711 No: 11 GFLOPS: 260.15/260.15 result: MeasureResult(costs=(0.0008898616353591159,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.7441701889038086, timestamp=1666035067.3938498) [('tile_f', [-1, 8, 2, 1]), ('tile_y', [-1, 7, 1, 1]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 2, 1]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 3, 1]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,4264713 No: 12 GFLOPS: 0.00/260.15 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 128, 1, 2]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 1, 256]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 1]), ('auto_unroll_max_step', 0), ('unroll_explicit', 0)],None,183542 No: 13 GFLOPS: 0.00/260.15 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 4, 8, 8]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 1, 64]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 3, 1]), ('auto_unroll_max_step', 512), ('unroll_explicit', 0)],None,2482196 No: 14 GFLOPS: 0.00/260.15 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 64, 1, 4]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 1, 1, 7]), ('tile_rc', [-1, 4, 2]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 1)],None,10306226 No: 15 GFLOPS: 5.45/260.15 result: MeasureResult(costs=(0.0425127905,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.8343935012817383, timestamp=1666035071.9618418) [('tile_f', [-1, 2, 2, 8]), ('tile_y', [-1, 1, 1, 7]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 4, 8]), ('tile_ry', [-1, 1, 1]), ('tile_rx', [-1, 1, 1]), ('auto_unroll_max_step', 0), ('unroll_explicit', 1)],None,5330964 No: 16 GFLOPS: 3.35/260.15 result: MeasureResult(costs=(0.0691378325,), error_no=MeasureErrorNo.NO_ERROR, all_cost=4.564646482467651, timestamp=1666035073.2021747) [('tile_f', [-1, 8, 4, 4]), ('tile_y', [-1, 1, 1, 7]), ('tile_x', [-1, 1, 1, 7]), ('tile_rc', [-1, 4, 1]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 1]), ('auto_unroll_max_step', 512), ('unroll_explicit', 0)],None,2140058 No: 17 GFLOPS: 0.00/260.15 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 142, in build res = future.result() File "/usr/lib/python3.7/concurrent/futures/_base.py", line 435, in result return self.__get_result() File "/usr/lib/python3.7/concurrent/futures/_base.py", line 384, in __get_result raise self._exception File "/usr/lib/python3.7/concurrent/futures/thread.py", line 57, in run result = self.fn(*self.args, **self.kwargs) File "/workspace/python/tvm/contrib/popen_pool.py", line 404, in worker = lambda *args: self._worker_run(*args) File "/workspace/python/tvm/contrib/popen_pool.py", line 373, in _worker_run return proc.recv() File "/workspace/python/tvm/contrib/popen_pool.py", line 297, in recv raise TimeoutError() TimeoutError [('tile_f', [-1, 2, 2, 1]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 4, 16]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 1)],None,10195251 No: 18 GFLOPS: 27.41/260.15 result: MeasureResult(costs=(0.008444401687499999,), error_no=MeasureErrorNo.NO_ERROR, all_cost=1.3060569763183594, timestamp=1666035084.2643752) [('tile_f', [-1, 4, 8, 4]), ('tile_y', [-1, 1, 1, 1]), ('tile_x', [-1, 1, 1, 1]), ('tile_rc', [-1, 1, 4]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 3, 1]), ('auto_unroll_max_step', 0), ('unroll_explicit', 1)],None,6068603 No: 19 GFLOPS: 0.00/260.15 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 16, 4, 8]), ('tile_y', [-1, 1, 7, 1]), ('tile_x', [-1, 7, 1, 1]), ('tile_rc', [-1, 4, 128]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 0), ('unroll_explicit', 1)],None,6956993 No: 20 GFLOPS: 0.00/260.15 result: Traceback (most recent call last): File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 588, in __call__ func, arg_info = _build_func_common(measure_input, self.runtime, **kwargs) File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 540, in _build_func_common func = build(s, args, target_host=task.target_host, runtime=runtime) File "/workspace/python/tvm/driver/build_module.py", line 227, in build input_mod = lower(inputs, args, name=name, binds=binds) File "/workspace/python/tvm/driver/build_module.py", line 134, in lower return ffi.lower_schedule(inp, args, name, binds, simple_mode) File "tvm/_ffi/_cython/./packed_func.pxi", line 331, in tvm._ffi._cy3.core.PackedFuncBase.__call__ File "tvm/_ffi/_cython/./packed_func.pxi", line 276, in tvm._ffi._cy3.core.FuncCall File "tvm/_ffi/_cython/./base.pxi", line 181, in tvm._ffi._cy3.core.CHECK_CALL tvm._ffi.base.TVMError: Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel Traceback (most recent call last): 24: TVMFuncCall at ../src/runtime/c_runtime_api.cc:477 23: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 22: Call at ../include/tvm/runtime/packed_func.h:1213 21: operator() at ../include/tvm/runtime/packed_func.h:1731 20: unpack_call&, const tvm::runtime::String&, const tvm::runtime::Map&, bool)> > at ../include/tvm/runtime/packed_func.h:1671 19: run<> at ../include/tvm/runtime/packed_func.h:1631 18: run at ../include/tvm/runtime/packed_func.h:1631 17: run at ../include/tvm/runtime/packed_func.h:1631 16: run at ../include/tvm/runtime/packed_func.h:1631 15: run at ../include/tvm/runtime/packed_func.h:1631 14: run at ../include/tvm/runtime/packed_func.h:1646 13: operator() at ../src/driver/driver_api.cc:379 12: tvm::LowerSchedule(tvm::te::Schedule, tvm::runtime::Array const&, std::__cxx11::basic_string, std::allocator > const&, std::unordered_map, std::equal_to, std::allocator > > const&, tvm::GlobalVarSupply, bool) at ../src/driver/driver_api.cc:365 11: tvm::LowerWithPassList(tvm::IRModule, tvm::runtime::Array) at ../src/driver/driver_api.cc:260 10: tvm::transform::Pass::operator()(tvm::IRModule) const at ../src/ir/transform.cc:258 9: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 8: tvm::transform::SequentialNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:453 7: tvm::transform::Pass::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/ir/transform.cc:274 6: tvm::tir::transform::PrimFuncPassNode::operator()(tvm::IRModule, tvm::transform::PassContext const&) const at ../src/tir/ir/transform.cc:100 5: tvm::runtime::TypedPackedFunc::operator()(tvm::tir::PrimFunc, tvm::IRModule, tvm::transform::PassContext) const at ../include/tvm/runtime/packed_func.h:1750 4: tvm::tir::PrimFunc tvm::runtime::detail::typed_packed_call_dispatcher::run(tvm::runtime::PackedFunc const&, tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) at ../include/tvm/runtime/packed_func.h:1694 3: tvm::runtime::TVMRetValue tvm::runtime::PackedFunc::operator()(tvm::tir::PrimFunc&&, tvm::IRModule&&, tvm::transform::PassContext&&) const at ../include/tvm/runtime/packed_func.h:1618 2: tvm::runtime::PackedFuncObj::CallPacked(tvm::runtime::TVMArgs, tvm::runtime::TVMRetValue*) const at ../include/tvm/runtime/packed_func.h:1217 1: Call at ../include/tvm/runtime/packed_func.h:1213 0: operator() at ../src/runtime/c_runtime_api.cc:534 File "tvm/_ffi/_cython/./packed_func.pxi", line 56, in tvm._ffi._cy3.core.tvm_callback File "/workspace/python/tvm/autotvm/measure/measure_methods.py", line 871, in verify_pass raise InstantiationError("Skipped because of invalid gpu kernel") tvm.autotvm.task.space.InstantiationError: Skipped because of invalid gpu kernel [('tile_f', [-1, 16, 1, 2]), ('tile_y', [-1, 7, 1, 1]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 32, 4]), ('tile_ry', [-1, 1, 3]), ('tile_rx', [-1, 1, 3]), ('auto_unroll_max_step', 512), ('unroll_explicit', 0)],None,3377719 .. GENERATED FROM PYTHON SOURCE LINES 219-221 Finally we can inspect the best config from log file, check correctness, and measure running time. .. GENERATED FROM PYTHON SOURCE LINES 221-251 .. code-block:: default # inspect the best config dispatch_context = autotvm.apply_history_best("conv2d.log") best_config = dispatch_context.query(task.target, task.workload) print("\nBest config:") print(best_config) # apply history best from log file with autotvm.apply_history_best("conv2d.log"): with tvm.target.Target("cuda"): s, arg_bufs = conv2d_no_batching(N, H, W, CO, CI, KH, KW, strides, padding) func = tvm.build(s, arg_bufs) # check correctness a_np = np.random.uniform(size=(N, CI, H, W)).astype(np.float32) w_np = np.random.uniform(size=(CO, CI, KH, KW)).astype(np.float32) c_np = conv2d_nchw_python(a_np, w_np, strides, padding) dev = tvm.cuda() a_tvm = tvm.nd.array(a_np, device=dev) w_tvm = tvm.nd.array(w_np, device=dev) c_tvm = tvm.nd.empty(c_np.shape, device=dev) func(a_tvm, w_tvm, c_tvm) tvm.testing.assert_allclose(c_np, c_tvm.numpy(), rtol=1e-2) # Evaluate running time. Here we choose a large repeat number (400) to reduce the noise # and the overhead of kernel launch. You can also use nvprof to validate the result. evaluator = func.time_evaluator(func.entry_name, dev, number=400) print("Time cost of this operator: %f" % evaluator(a_tvm, w_tvm, c_tvm).mean) .. rst-class:: sphx-glr-script-out .. code-block:: none Finish loading 20 records Best config: [('tile_f', [-1, 8, 2, 1]), ('tile_y', [-1, 7, 1, 1]), ('tile_x', [-1, 1, 7, 1]), ('tile_rc', [-1, 2, 1]), ('tile_ry', [-1, 3, 1]), ('tile_rx', [-1, 3, 1]), ('auto_unroll_max_step', 1500), ('unroll_explicit', 0)],None,4264713 Finish loading 20 records Time cost of this operator: 0.001279 .. _sphx_glr_download_how_to_tune_with_autotvm_tune_conv2d_cuda.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: tune_conv2d_cuda.py ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: tune_conv2d_cuda.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_