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[RFC] [Contrib] Minimal runtime (~12kb .text on ARMv7/x86) for subset…
… of TVM models This is an alternative implementation of a subset of the TVM runtime API (and graph runtime) that focuses entirely on reducing code size, at the expense of functionality (no tvm.extern(..) calls via PackedFunc, CPU only, etc). It might be worth incrementally expanding the surface area if there's interest. The motivation for this work was seeing what the minimal useful subset of the TVM runtime is. This is relevant for e.g. super code-size constrained applications in e.g. embedded/mobile. The current runtime is more like O(100KiB) or so, so this might be compelling for some users. The smaller surface area for auditing might make this relevant for apache#3159, or the usecases I was thinking about in apache#2523 (comment) re: the Rust runtime. The symbols in the tvm::minimalruntime space (i.e. excluding std:: and picojson::) are about 5KiB, so I think there's a bunch of room here (i.e. we could replace picojson:: with [`jsmn`](https://zserge.com/jsmn.html) or something, and we could replace more of the `std::unordered_map` usage, etc with custom primitives as well (similar to the `DynArray`).
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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if(USE_MICRO_STANDALONE_RUNTIME) | ||
message(STATUS "Build with micro.standalone_runtime") | ||
file(GLOB MICRO_STANDALONE_RUNTIME_SRC src/runtime/micro/standalone/*.cc) | ||
list(APPEND RUNTIME_SRCS ${MICRO_STANDALONE_RUNTIME_SRC}) | ||
add_definitions(-DUSE_MICRO_STANDALONE_RUNTIME=1) | ||
endif(USE_MICRO_STANDALONE_RUNTIME) |
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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#pragma once | ||
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#include <stddef.h> | ||
#include <stdint.h> | ||
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#define TVM_MICRO_STANDALONE_RUNTIME_API extern "C" __attribute__((visibility("default"))) | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void* TVMMicroStandaloneRuntimeCreate(const char* json, | ||
size_t json_len, | ||
void* module); | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void TVMMicroStandaloneRuntimeDestroy(void* handle); | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void TVMMicroStandaloneRuntimeSetInput(void* handle, int index, | ||
void* tensor); | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void TVMMicroStandaloneRuntimeRun(void* handle); | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void TVMMicroStandaloneRuntimeGetOutput(void* handle, int index, | ||
void* tensor); | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void* TVMMicroStandaloneRuntimeDSOModuleCreate(const char* so, | ||
size_t so_len); | ||
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TVM_MICRO_STANDALONE_RUNTIME_API void TVMMicroStandaloneRuntimeDSOModuleDestroy(void* module); | ||
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#undef TVM_MICRO_STANDALONE_RUNTIME_API |
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<!--- Licensed to the Apache Software Foundation (ASF) under one --> | ||
<!--- or more contributor license agreements. See the NOTICE file --> | ||
<!--- distributed with this work for additional information --> | ||
<!--- regarding copyright ownership. The ASF licenses this file --> | ||
<!--- to you under the Apache License, Version 2.0 (the --> | ||
<!--- "License"); you may not use this file except in compliance --> | ||
<!--- with the License. You may obtain a copy of the License at --> | ||
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<!--- http://www.apache.org/licenses/LICENSE-2.0 --> | ||
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<!--- Unless required by applicable law or agreed to in writing, --> | ||
<!--- software distributed under the License is distributed on an --> | ||
<!--- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY --> | ||
<!--- KIND, either express or implied. See the License for the --> | ||
<!--- specific language governing permissions and limitations --> | ||
<!--- under the License. --> | ||
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## A replacement implementation of the TVM runtime, focused on a minimal subset of the overall runtime. | ||
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## Notes | ||
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`picojson.h` is derived from https://github.com/kazuho/picojson |
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