diff --git a/backend/run_dace.py b/backend/run_dace.py index 79e6552..87ad66f 100644 --- a/backend/run_dace.py +++ b/backend/run_dace.py @@ -52,7 +52,6 @@ import sys import traceback - # Prepare a whitelist of DaCe enumeration types enum_list = [ typename @@ -60,6 +59,7 @@ if issubclass(dtype, aenum.Enum) ] + def count_matmul(node, symbols, state): A_memlet = next(e for e in state.in_edges(node) if e.dst_conn == '_a') B_memlet = next(e for e in state.in_edges(node) if e.dst_conn == '_b') @@ -75,6 +75,7 @@ def count_matmul(node, symbols, state): result *= symeval(A_memlet.data.subset.size()[-1], symbols) return result + def count_reduce(node, symbols, state): result = 0 if node.wcr is not None: @@ -89,6 +90,7 @@ def count_reduce(node, symbols, state): result = 0 return result + bigo = sympy.Function('bigo') UUID_SEPARATOR = '/' PYFUNC_TO_ARITHMETICS = { @@ -107,6 +109,7 @@ def count_reduce(node, symbols, state): Reduce: count_reduce, } + class ArithmeticCounter(ast.NodeVisitor): def __init__(self): self.count = 0 @@ -139,10 +142,12 @@ def visit_For(self, node): def visit_While(self, node): raise NotImplementedError -def ids_to_string(sdfg_id, state_id = -1, node_id = -1, edge_id = -1): + +def ids_to_string(sdfg_id, state_id=-1, node_id=-1, edge_id=-1): return (str(sdfg_id) + UUID_SEPARATOR + str(state_id) + UUID_SEPARATOR + str(node_id) + UUID_SEPARATOR + str(edge_id)) + def get_uuid(element, state=None): if isinstance(element, dace.SDFG): return ids_to_string(element.sdfg_id) @@ -150,12 +155,12 @@ def get_uuid(element, state=None): return ids_to_string(element.parent.sdfg_id, element.parent.node_id(element)) elif isinstance(element, dace.nodes.Node): - return ids_to_string(state.parent.sdfg_id, - state.parent.node_id(state), + return ids_to_string(state.parent.sdfg_id, state.parent.node_id(state), state.node_id(element)) else: return ids_to_string(-1) + def symeval(val, symbols): first_replacement = { pystr_to_symbolic(k): pystr_to_symbolic('__REPLSYM_' + k) @@ -167,12 +172,14 @@ def symeval(val, symbols): } return val.subs(first_replacement).subs(second_replacement) + def evaluate_symbols(base, new): result = {} for k, v in new.items(): result[k] = symeval(v, base) return result + def count_arithmetic_ops_code(code): ctr = ArithmeticCounter() if isinstance(code, (tuple, list)): @@ -184,6 +191,7 @@ def count_arithmetic_ops_code(code): ctr.visit(code) return ctr.count + def create_arith_ops_map_state(state, arith_map, symbols): scope_tree_root = state.scope_tree()[None] scope_dict = state.scope_children() @@ -199,10 +207,8 @@ def traverse(scope): nested_syms = {} nested_syms.update(symbols) nested_syms.update( - evaluate_symbols(symbols, node.symbol_mapping) - ) - node_result += create_arith_ops_map(node.sdfg, - arith_map, + evaluate_symbols(symbols, node.symbol_mapping)) + node_result += create_arith_ops_map(node.sdfg, arith_map, nested_syms) elif isinstance(node, dace.nodes.LibraryNode): node_result += LIBNODES_TO_ARITHMETICS[type(node)](node, @@ -227,19 +233,22 @@ def traverse(scope): elif isinstance(node, dace.nodes.MapExit): # Don't do anything for map exists. pass - elif isinstance(node, (dace.nodes.CodeNode, dace.nodes.AccessNode)): + elif isinstance(node, + (dace.nodes.CodeNode, dace.nodes.AccessNode)): for oedge in state.out_edges(node): if oedge.data.wcr is not None: - node_result += count_arithmetic_ops_code(oedge.data.wcr) + node_result += count_arithmetic_ops_code( + oedge.data.wcr) arith_map[get_uuid(node, state)] = str(node_result) traversal_result += node_result return repetitions * traversal_result + state_result = traverse(scope_tree_root) if state.executions is not None: if (state.dynamic_executions is not None and state.dynamic_executions - and state.executions == 0): + and state.executions == 0): state_result = 0 else: state_result *= state.executions @@ -247,6 +256,7 @@ def traverse(scope): arith_map[get_uuid(state)] = str(state_result) return state_result + def create_arith_ops_map(sdfg, arith_map, symbols): sdfg_ops = 0 for state in sdfg.nodes(): @@ -259,9 +269,11 @@ def create_arith_ops_map(sdfg, arith_map, symbols): return sdfg_ops + def get_exception_message(exception): return '%s: %s' % (type(exception).__name__, exception) + def load_sdfg_from_file(path): # We lazy import SDFGs, not to break cyclic imports, but to avoid any large # delays when booting in daemon mode. @@ -285,6 +297,7 @@ def load_sdfg_from_file(path): 'sdfg': sdfg, } + def load_sdfg_from_json(json): # We lazy import SDFGs, not to break cyclic imports, but to avoid any large # delays when booting in daemon mode. @@ -320,6 +333,7 @@ def load_sdfg_from_json(json): 'sdfg': sdfg, } + def expand_library_node(json_in): """ Expand a specific library node in a given SDFG. If no specific library node @@ -371,6 +385,7 @@ def expand_library_node(json_in): 'sdfg': new_sdfg, } + def reapply_history_until(sdfg_json, index): """ Rewind a given SDFG back to a specific point in its history by reapplying @@ -394,20 +409,21 @@ def reapply_history_until(sdfg_json, index): for i in range(index + 1): transformation = history[i] try: - if isinstance(transformation, dace.transformation.transformation.SubgraphTransformation): + if isinstance( + transformation, + dace.transformation.transformation.SubgraphTransformation): transformation.apply( - original_sdfg.sdfg_list[transformation.sdfg_id] - ) + original_sdfg.sdfg_list[transformation.sdfg_id]) else: transformation.apply_pattern( - original_sdfg.sdfg_list[transformation.sdfg_id] - ) + original_sdfg.sdfg_list[transformation.sdfg_id]) except Exception as e: print(traceback.format_exc(), file=sys.stderr) sys.stderr.flush() return { 'error': { - 'message': 'Failed to play back the transformation history', + 'message': + 'Failed to play back the transformation history', 'details': get_exception_message(e), }, } @@ -418,6 +434,7 @@ def reapply_history_until(sdfg_json, index): 'sdfg': new_sdfg, } + def apply_transformation(sdfg_json, transformation_json): # We lazy import DaCe, not to break cyclic imports, but to avoid any large # delays when booting in daemon mode. @@ -443,7 +460,9 @@ def apply_transformation(sdfg_json, transformation_json): } try: target_sdfg = sdfg.sdfg_list[transformation.sdfg_id] - if isinstance(transformation, dace.transformation.transformation.SubgraphTransformation): + if isinstance( + transformation, + dace.transformation.transformation.SubgraphTransformation): sdfg.append_transformation(transformation) transformation.apply(target_sdfg) else: @@ -464,6 +483,7 @@ def apply_transformation(sdfg_json, transformation_json): 'sdfg': new_sdfg, } + def sdfg_find_state(sdfg, element): graph = sdfg.sdfg_list[element['sdfg_id']] if element['id'] >= 0: @@ -471,6 +491,7 @@ def sdfg_find_state(sdfg, element): else: return None + def sdfg_find_node(sdfg, element): graph = sdfg.sdfg_list[element['sdfg_id']] if element['state_id'] >= 0: @@ -483,6 +504,7 @@ def sdfg_find_node(sdfg, element): node.state = None return node + def get_arith_ops(sdfg_json): loaded = load_sdfg_from_json(sdfg_json) if loaded['error'] is not None: @@ -497,6 +519,7 @@ def get_arith_ops(sdfg_json): 'arith_ops_map': arith_map, } + def get_transformations(sdfg_json, selected_elements): # We lazy import DaCe, not to break cyclic imports, but to avoid any large # delays when booting in daemon mode. @@ -523,16 +546,16 @@ def get_transformations(sdfg_json, selected_elements): docstrings[type(transformation).__name__] = transformation.__doc__ selected_states = [ - sdfg_find_state(sdfg, n) - for n in selected_elements if n['type'] == 'state' + sdfg_find_state(sdfg, n) for n in selected_elements + if n['type'] == 'state' ] selected_nodes = [ - sdfg_find_node(sdfg, n) - for n in selected_elements if n['type'] == 'node' + sdfg_find_node(sdfg, n) for n in selected_elements + if n['type'] == 'node' ] subgraph = None if len(selected_states) > 0: - subgraph = SubgraphView(sdfg, selected_states) + subgraph = SubgraphView(sdfg, selected_states) else: violated = False state = None @@ -558,6 +581,7 @@ def get_transformations(sdfg_json, selected_elements): 'docstrings': docstrings, } + def get_enum(name): if name not in enum_list: return { @@ -566,7 +590,10 @@ def get_enum(name): 'details': 'Enum type "' + str(name) + '" is not in whitelist', }, } - return {'enum': [str(e).split('.')[-1] for e in getattr(dace.dtypes, name)]} + return { + 'enum': [str(e).split('.')[-1] for e in getattr(dace.dtypes, name)] + } + def get_property_metdata(): """ Generate a dictionary of class properties and their metadata. @@ -595,7 +622,7 @@ def get_property_metdata(): if hasattr(t, '__properties__'): meta_key = typename if (issubclass(t, dace.sdfg.nodes.LibraryNode) - and not t == dace.sdfg.nodes.LibraryNode): + and not t == dace.sdfg.nodes.LibraryNode): meta_key = full_class_path(t) meta_dict[meta_key] = {} @@ -608,15 +635,12 @@ def get_property_metdata(): if hasattr(prop, 'key_type') and hasattr(prop, 'value_type'): # For dictionary properties, add their key and value types. meta_dict[meta_key][propname][ - 'key_type' - ] = prop.key_type.__name__ + 'key_type'] = prop.key_type.__name__ meta_dict[meta_key][propname][ - 'value_type' - ] = prop.value_type.__name__ + 'value_type'] = prop.value_type.__name__ elif hasattr(prop, 'element_type'): meta_dict[meta_key][propname][ - 'element_type' - ] = prop.element_type.__name__ + 'element_type'] = prop.element_type.__name__ if prop.choices is not None: # If there are specific choices for this property (i.e. this @@ -630,12 +654,11 @@ def get_property_metdata(): choices.append(choice_short) meta_dict[meta_key][propname]['choices'] = choices elif (propname == 'implementation' - and libnode_implementations is not None): + and libnode_implementations is not None): # For implementation properties, add all library # implementations as choices. meta_dict[meta_key][propname][ - 'choices' - ] = libnode_implementations + 'choices'] = libnode_implementations # Create a reverse lookup method for each meta type. This allows # us to get meta information about things other than properties @@ -644,8 +667,7 @@ def get_property_metdata(): meta_type = meta_dict[meta_key][propname]['metatype'] if not meta_type in meta_dict['__reverse_type_lookup__']: meta_dict['__reverse_type_lookup__'][ - meta_type - ] = meta_dict[meta_key][propname] + meta_type] = meta_dict[meta_key][propname] # Save a lookup for enum values not present yet. for enum_name in enum_list: @@ -665,6 +687,7 @@ def get_property_metdata(): 'meta_dict': meta_dict, } + def _sdfg_remove_instrumentations(sdfg: dace.sdfg.SDFG): sdfg.instrument = dace.dtypes.InstrumentationType.No_Instrumentation for state in sdfg.nodes(): @@ -674,11 +697,12 @@ def _sdfg_remove_instrumentations(sdfg: dace.sdfg.SDFG): if isinstance(node, dace.sdfg.nodes.NestedSDFG): _sdfg_remove_instrumentations(node.sdfg) + def compile_sdfg(path, suppress_instrumentation=False): # We lazy import DaCe, not to break cyclic imports, but to avoid any large # delays when booting in daemon mode. from dace import serialize - from dace.codegen.compiled_sdfg import CompiledSDFG; + from dace.codegen.compiled_sdfg import CompiledSDFG old_meta = serialize.JSON_STORE_METADATA serialize.JSON_STORE_METADATA = False @@ -697,6 +721,7 @@ def compile_sdfg(path, suppress_instrumentation=False): 'filename': compiled_sdfg.filename, } + def run_daemon(port): from logging.config import dictConfig from flask import Flask, request @@ -706,14 +731,19 @@ def run_daemon(port): # https://stackoverflow.com/questions/56905756 dictConfig({ 'version': 1, - 'formatters': {'default': { - 'format': '[%(asctime)s] %(levelname)s in %(module)s: %(message)s', - }}, - 'handlers': {'wsgi': { - 'class': 'logging.StreamHandler', - 'stream': 'ext://sys.stdout', - 'formatter': 'default', - }}, + 'formatters': { + 'default': { + 'format': + '[%(asctime)s] %(levelname)s in %(module)s: %(message)s', + } + }, + 'handlers': { + 'wsgi': { + 'class': 'logging.StreamHandler', + 'stream': 'ext://sys.stdout', + 'formatter': 'default', + } + }, 'root': { 'level': 'INFO', 'handlers': ['wsgi'], @@ -762,10 +792,8 @@ def _get_enum(name): @daemon.route('/compile_sdfg_from_file', methods=['POST']) def _compile_sdfg_from_file(): request_json = request.get_json() - 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