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Open deep learning compiler stack for cpu, gpu and specialized accelerators

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Prior to this commit, the `CodeGenLLVM` would include DWARF symbols specifying the function signature of each TIR function. This commit expands the information exposed in the debug symbols. * Name...

Bumps [grpcio](https://github.com/grpc/grpc) from 1.53.0 to 1.53.2. Release notes Sourced from grpcio's releases. Release v1.53.2 This is release gRPC Core 1.53.2 (glockenspiel). For gRPC documentation, see grpc.io. For previous releases, see...

type:dependency-security
python

Integration of a simple custom dedicated accelerator based on Vanilla (QVanilla) into TVM using UMA to offload the QNN convolution operators. The main changes include: 1. adding the QVanilla description...

### Actual behavior ``` Traceback (most recent call last): ... np.testing.assert_allclose(torch_outputs, tvm_outputs, rtol=1e-5, atol=1e-5) File "/workplace/software/miniconda3/envs/torch/lib/python3.7/site-packages/numpy/testing/_private/utils.py", line 1528, in assert_allclose verbose=verbose, header=header, equal_nan=equal_nan) File "/workplace/software/miniconda3/envs/torch/lib/python3.7/site-packages/numpy/testing/_private/utils.py", line 840, in assert_array_compare raise...

type: bug
needs-triage

### Expected behavior File "/tvm/python/tvm/driver/tvmc/compiler.py", line 452, in compile_model graph_module = build( File "/tvm/python/tvm/driver/tvmc/compiler.py", line 528, in build return relay.vm.compile(mod, target=tvm_target, params=params) File "/tvm/python/tvm/relay/backend/vm.py", line 67, in compile compiler.lower(mod, target,...

type: bug
needs-triage

This pull request serves as an enhancement to Dlight. This update primarily focuses on incorporating hardware information to recommend tile candidates, which enables fast tuning. Below is a brief summary...

### Expected behaviour: The test `tests/python/relay/test_op_qnn_conv2d.py:test_tflite_large_irregular` runs successfully when the target is `arm_cpu`. ### Actual behaviour: The test fails to run and gives the following error: ``` python/tvm/autotvm/task/space.py:736: in define_split...

type: bug
needs-triage
tune:autotvm

### Expected behaviour: When compiled with target `arm_cpu` the model should compile successfully. ### Actual behaviour: The test fails to run and gives the following error: ``` def conv2d_strategy_arm_cpu(attrs, inputs,...

type: bug
topi
needs-triage
flow:relay

### Expected behaviour: When an `arm_cpu` target is used, the model should compile successfully without an error. ### Actual behaviour: When compiled on an `arm_cpu` target, the models results in...

type: bug
topi
needs-triage
flow:relay

### Expected behaviour: When an `arm_cpu` target is used, the model should compile successfully without an error. ### Actual error: When compiled on an `arm_cpu` target, the models mentioned below...

type: bug
topi
needs-triage
relay:qnn