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A set of lldb debugger pretty printers that use the relay PrettyPrinter functionality to display data structures in the lldb debugger.
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# Put this file in your home directory as .lldbinit | ||
# Update the line below to point to the pretty printer script | ||
command script import ~/bin/lldb/tvm.py |
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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. | ||
"""Pretty Printers for lldb debugger. | ||
Install the pretty printers by loading this file from .lldbinit: | ||
command script import ~/bin/lldb/tvm.py | ||
Update the list of nodes for which debug information is displayed | ||
by adding to the list below. | ||
""" | ||
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import lldb | ||
import lldb.formatters | ||
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g_indent = 0 | ||
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def __lldb_init_module(debugger, _): | ||
# Only types that are supported by PrettyPrint() will be printed. | ||
for node in [ | ||
"tvm::Array", | ||
"tvm::AttrFieldInfo", | ||
"tvm::Attrs", | ||
"tvm::BijectiveLayout", | ||
"tvm::Buffer", | ||
"tvm::BuildConfig", | ||
"tvm::Channel", | ||
"tvm::EnvFunc", | ||
"tvm::Expr", | ||
"tvm::GenericFunc", | ||
"tvm::Integer", | ||
"tvm::IterVar", | ||
"tvm::IterVarAttr", | ||
"tvm::IterVarRelation", | ||
"tvm::Layout", | ||
"tvm::LoweredFunc", | ||
"tvm::Map", | ||
"tvm::Map", | ||
"tvm::MemoryInfo", | ||
"tvm::Operation", | ||
"tvm::Range", | ||
"tvm::Schedule", | ||
"tvm::Stage", | ||
"tvm::Stmt", | ||
"tvm::Target", | ||
"tvm::Tensor", | ||
"tvm::TensorIntrin", | ||
"tvm::TensorIntrinCall", | ||
"tvm::TypedEnvFunc", | ||
"tvm::Var", | ||
"tvm::ir::CommReducer", | ||
"tvm::ir::FunctionRef", | ||
"tvm::relay::BaseTensorType", | ||
"tvm::relay::CCacheKey", | ||
"tvm::relay::CCacheValue", | ||
"tvm::relay::CachedFunc", | ||
"tvm::relay::Call", | ||
"tvm::relay::Clause", | ||
"tvm::relay::Closure", | ||
"tvm::relay::CompileEngine", | ||
"tvm::relay::Constant", | ||
"tvm::relay::Constructor", | ||
"tvm::relay::ConstructorValue", | ||
"tvm::relay::Expr", | ||
"tvm::relay::FuncType", | ||
"tvm::relay::Function", | ||
"tvm::relay::GlobalTypeVar", | ||
"tvm::relay::GlobalVar", | ||
"tvm::relay::Id", | ||
"tvm::relay::If", | ||
"tvm::relay::IncompleteType", | ||
"tvm::relay::InterpreterState", | ||
"tvm::relay::Let", | ||
"tvm::relay::Match", | ||
"tvm::relay::Module", | ||
"tvm::relay::NamedNDArray", | ||
"tvm::relay::Op", | ||
"tvm::relay::Pattern", | ||
"tvm::relay::PatternConstructor", | ||
"tvm::relay::PatternTuple", | ||
"tvm::relay::PatternVar", | ||
"tvm::relay::PatternWildcard", | ||
"tvm::relay::RecClosure", | ||
"tvm::relay::RefCreate", | ||
"tvm::relay::RefRead", | ||
"tvm::relay::RefType", | ||
"tvm::relay::RefValue", | ||
"tvm::relay::RefWrite", | ||
"tvm::relay::SourceName", | ||
"tvm::relay::Span", | ||
"tvm::relay::TempExpr", | ||
"tvm::relay::TensorType", | ||
"tvm::relay::TensorValue", | ||
"tvm::relay::Tuple", | ||
"tvm::relay::TupleGetItem", | ||
"tvm::relay::TupleType", | ||
"tvm::relay::TupleValue", | ||
"tvm::relay::Type", | ||
"tvm::relay::TypeCall", | ||
"tvm::relay::TypeConstraint", | ||
"tvm::relay::TypeData", | ||
"tvm::relay::TypeRelation", | ||
"tvm::relay::TypeReporter", | ||
"tvm::relay::TypeVar", | ||
"tvm::relay::Value", | ||
"tvm::relay::Var", | ||
"tvm::relay::alter_op_layout::LayoutAlternatedExpr", | ||
"tvm::relay::alter_op_layout::TransformMemorizer", | ||
"tvm::relay::fold_scale_axis::Message", | ||
"tvm::relay::fold_scale_axis:BackwardTransformer", | ||
]: | ||
debugger.HandleCommand( | ||
"type summary add -F tvm.NodeRef_SummaryProvider {node} -w tvm".format( | ||
node=node | ||
) | ||
) | ||
debugger.HandleCommand("command script add -f tvm.PrettyPrint pp") | ||
debugger.HandleCommand("type category enable tvm") | ||
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def _log(logger, fmt, *args, **kwargs): | ||
global g_indent | ||
logger >> " " * g_indent + fmt.format(*args, **kwargs) | ||
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def _GetContext(debugger): | ||
target = debugger.GetSelectedTarget() | ||
process = target.GetProcess() | ||
thread = process.GetThreadAtIndex(0) | ||
return thread.GetSelectedFrame() | ||
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def PrettyPrint(debugger, command, result, internal_dict): | ||
ctx = _GetContext(debugger) | ||
rc = ctx.EvaluateExpression( | ||
"tvm::relay::PrettyPrint({command})".format(command=command) | ||
) | ||
result.AppendMessage(str(rc)) | ||
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class EvaluateError(Exception): | ||
def __init__(self, error): | ||
super(Exception, self).__init__(str(error)) | ||
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def _EvalExpression(logger, ctx, expr, value_name): | ||
_log(logger, "Evaluating {expr}".format(expr=expr)) | ||
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rc = ctx.EvaluateExpression(expr) | ||
err = rc.GetError() | ||
if err.Fail(): | ||
_log(logger, "_EvalExpression failed: {err}".format(err=err)) | ||
raise EvaluateError(err) | ||
_log( | ||
logger, "_EvalExpression success: {typename}".format(typename=rc.GetTypeName()) | ||
) | ||
return rc | ||
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def _EvalExpressionAsString(logger, ctx, expr): | ||
result = _EvalExpression(logger, ctx, expr, None) | ||
return result.GetSummary() or result.GetValue() or "--" | ||
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def _EvalAsNodeRef(logger, ctx, value): | ||
return _EvalExpressionAsString( | ||
logger, ctx, "tvm::relay::PrettyPrint({name})".format(name=value.name) | ||
) | ||
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def NodeRef_SummaryProvider(value, _): | ||
global g_indent | ||
g_indent += 2 | ||
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try: | ||
if not value or not value.IsValid(): | ||
return "<invalid>" | ||
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lldb.formatters.Logger._lldb_formatters_debug_level = 0 | ||
logger = lldb.formatters.Logger.Logger() | ||
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ctx = _GetContext(lldb.debugger) | ||
return _EvalAsNodeRef(logger, ctx, value) | ||
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except EvaluateError as e: | ||
return str(e) | ||
finally: | ||
g_indent -= 2 |