Here, we present more comprehensive data of the tests conducted under various settings.
Embedded Files
The above shows the AUC scores of 8 backbone models in Setting 1(Member-only Mutation.).
The above shows the AUC scores of 8 backbone models in Setting 2(Clone-Type-Aware Mutations).
The above shows the AUC scores of 4 biggest models in each series in Setting 3(Isolated Mutation Impact).
def convert_rate_to_percent(rate: float) -> str: if rate == 1.0: return '+0%' percent = round((rate - 1.0) * 100) if percent > 0: return f'+{percent}%' else: return f'{percent}%'async def _install(self, package: str, *, upgrade: bool) -> bool: if upgrade: return self.run(['rye', 'sync', '--update', *split_packages(package)]) return self.run(['rye', 'add', *split_packages(package)])def flow_warp(feature, flow, mask=False, padding_mode='zeros'): (b, c, h, w) = feature.size() assert flow.size(1) == 2 grid = coords_grid(b, h, w).to(flow.device) + flow return bilinear_sample(feature, grid, padding_mode=padding_mode, return_mask=mask)def test_resolve_array_noop(executing_kernel: Kernel) -> None: del executing_kernel array = ui.array([ui.text(), ui.slider(1, 10)]) registry = get_context().ui_element_registry assert registry.resolve_lens(array._id, {'0': 'hello world'}) == (array._id, {'0': 'hello world'})def _set_initial_state(self, state: State | None, max_iterations: int=MAX_ITERATIONS): if state is None: self.state = State(inputs={}, max_iterations=max_iterations) else: self.state = statedef draw_text_det_res(dt_boxes, img_path): src_im = cv2.imread(img_path) for box in dt_boxes: box = np.array(box).astype(np.int32).reshape(-1, 2) cv2.polylines(src_im, [box], True, color=(255, 255, 0), thickness=2) return src_imdef __init__(self, connection: Catalog, engine_name: Optional[VariableName]=None) -> None: super().__init__(connection, engine_name) self.default_database = self.get_default_database() self.default_schema = self.get_default_schema()def _check_edges(error: Error, expected_edges: Sequence[EdgeWithVar]) -> None: assert isinstance(error, CycleError) assert len(error.edges_with_vars) == len(expected_edges) for edge in expected_edges: assert edge in error.edges_with_varsdef easy_data(csv): from opensora.registry import DATASETS, build_module dataset = build_module({'type': 'VariableVideoTextDataset', 'transform_name': 'resize_crop', 'data_path': csv}, DATASETS) return dataset['0-113-360-640']async def monitor_idle_memory(duration_seconds: int=60, interval_seconds: int=1): end_time = time.time() + duration_seconds while time.time() < end_time: log_current_memory() await asyncio.sleep(interval_seconds)def test_extract_model_and_provider_dot_format(self): model = 'anthropic.claude-3-7' result = extract_model_and_provider(model) assert result['provider'] == 'anthropic' assert result['model'] == 'claude-3-7' assert result['separator'] == '.'def test_read_session_view_no_path(self): view = SessionView() manager = SessionCacheManager(view, None, 0.1) assert manager.read_session_view(SessionCacheKey(codes=tuple(), marimo_version='-1')) == view
The above is the ID prefix of the Python language that we use in the ReCaLL method.
def requires_grad(model, flag=True): """ Set requires_grad flag for all parameters in a model. """ for p in model.parameters(): p.requires_grad = flagdef test_stream_text(client): chat = client.chats.create(model='gemini-1.5-flash') chunks = 0 for chunk in chat.send_message_stream( 'tell me a story in 100 words', ): chunks += 1
assert chunks > 2def fetch_readme() -> str: """ This function reads the README.md file in the current directory.
Returns: The lines in the README file. """ with open("README.md", encoding="utf-8") as f: return f.read()def test_code_execution_result_empty_parts(): response = types.GenerateContentResponse( candidates=[types.Candidate(content=types.Content())] )
assert response.code_execution_result is Nonedef test_t_bytes(client): assert t.t_bytes(client._api_client, _RAW_BYTES) == base64.b64encode( _RAW_BYTES ).decode('ascii') assert t.t_bytes(client._api_client, 'string') == 'string'def fuse_qkv_projections(self) -> None: r"""Enables fused QKV projections.""" self.fusing_transformer = True self.transformer.fuse_qkv_projections()def get_current_weather(location: str) -> str: """Returns the current weather.
Args: location: The location of a city and state, e.g. "San Francisco, CA". """ return 'windy'def timeit(self, name): if name in self.timers: timer = self.timers[name] else: timer = self.dummy_timer
with timer: yielddef get(self) -> T: self.wait() assert self.result is not None if self.result.exception is not None: raise self.result.exception return self.result.valuedef _UrlContext_to_vertex( api_client: BaseApiClient, from_object: Union[dict[str, Any], object], parent_object: Optional[dict[str, Any]] = None,) -> dict[str, Any]: to_object: dict[str, Any] = {}
return to_objectdef get_reflection_pattern_score(res): reflection_pattern_dict = check_reflection_pattern(res) reflection_pattern_num = sum(reflection_pattern_dict.values()) return reflection_pattern_numdef test_list_of_parts(): assert t.t_contents(None, [ types.Part(text='hello'), types.Part(text='world'), ]) == [ types.UserContent(parts=[ types.Part(text='hello'), types.Part(text='world'), ]), ]
assert chunks > 2def fetch_readme() -> str: """ This function reads the README.md file in the current directory.
Returns: The lines in the README file. """ with open("README.md", encoding="utf-8") as f: return f.read()def test_code_execution_result_empty_parts(): response = types.GenerateContentResponse( candidates=[types.Candidate(content=types.Content())] )
assert response.code_execution_result is Nonedef test_t_bytes(client): assert t.t_bytes(client._api_client, _RAW_BYTES) == base64.b64encode( _RAW_BYTES ).decode('ascii') assert t.t_bytes(client._api_client, 'string') == 'string'def fuse_qkv_projections(self) -> None: r"""Enables fused QKV projections.""" self.fusing_transformer = True self.transformer.fuse_qkv_projections()def get_current_weather(location: str) -> str: """Returns the current weather.
Args: location: The location of a city and state, e.g. "San Francisco, CA". """ return 'windy'def timeit(self, name): if name in self.timers: timer = self.timers[name] else: timer = self.dummy_timer
with timer: yielddef get(self) -> T: self.wait() assert self.result is not None if self.result.exception is not None: raise self.result.exception return self.result.valuedef _UrlContext_to_vertex( api_client: BaseApiClient, from_object: Union[dict[str, Any], object], parent_object: Optional[dict[str, Any]] = None,) -> dict[str, Any]: to_object: dict[str, Any] = {}
return to_objectdef get_reflection_pattern_score(res): reflection_pattern_dict = check_reflection_pattern(res) reflection_pattern_num = sum(reflection_pattern_dict.values()) return reflection_pattern_numdef test_list_of_parts(): assert t.t_contents(None, [ types.Part(text='hello'), types.Part(text='world'), ]) == [ types.UserContent(parts=[ types.Part(text='hello'), types.Part(text='world'), ]), ]
The above is the OOD prefix of the Python language that we use in the ReCaLL method.
inline Quat<T> Quat<T>::inv(QuatAssumeType assumeUnit) const{ if (assumeUnit) { return conjugate(); } T norm2 = dot(*this); if (norm2 < CV_QUAT_EPS) { CV_Error(Error::StsBadArg, "This quaternion do not have inverse quaternion"); } return conjugate() / norm2;}
static GMetaArgs getOutMeta(const GMetaArgs &in_meta, const GArgs &in_args) { return getOutMeta_impl(in_meta, in_args, typename detail::MkSeq<sizeof...(Ins)>::type()); }
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const TensorCwiseBinaryOp<internal::scalar_difference_op<Scalar>, const Derived, const OtherDerived> operator-(const OtherDerived& other) const { return binaryExpr(other.derived(), internal::scalar_difference_op<Scalar>()); }
inlineT poly_eval( const Polynomials& poly, const T& x ){ typedef typename NumTraits<T>::Real Real;
if( numext::abs2( x ) <= Real(1) ){ return poly_eval_horner( poly, x ); } else { T val=poly[0]; T inv_x = T(1)/x; for( DenseIndex i=1; i<poly.size(); ++i ){ val = val*inv_x + poly[i]; }
return numext::pow(x,(T)(poly.size()-1)) * val; }}
void setMinute(int minute) { if (minute < 0) { throw std::invalid_argument("input minute must be greater than zero"); } if (minute > MAX_MINUTE) { throw std::invalid_argument("input minute must be less than DateTime::MAX_MINUTE"); } minute_ = minute; }
explicit NAPIHandleScope(LEPUSContext *ctx) : env_(nullptr), ctx_(ctx), handle_tail_(nullptr), reset_napi_env(nullptr) { is_gc = ctx_ == nullptr ? false : LEPUS_IsGCMode(ctx_); if (is_gc) { prev_ = reinterpret_cast<NAPIHandleScope *>(GetNapiScope(ctx_)); SetNapiScope(ctx_, this); } }
void UITextArea::FrameDidChanged() { UIBaseInput::FrameDidChanged(); NodeManager::Instance().SetAttributeWithNumberValue(input_node_, NODE_POSITION, 0, 0); NodeManager::Instance().SetAttributeWithNumberValue(input_node_, NODE_WIDTH, width_);}
EIGEN_DEVICE_FUNC inline void compute_inverse_size2_helper( const MatrixType& matrix, const typename ResultType::Scalar& invdet, ResultType& result){ result.coeffRef(0,0) = matrix.coeff(1,1) * invdet; result.coeffRef(1,0) = -matrix.coeff(1,0) * invdet; result.coeffRef(0,1) = -matrix.coeff(0,1) * invdet; result.coeffRef(1,1) = matrix.coeff(0,0) * invdet;}
static void test_basic_eventcount(){ MaxSizeVector<EventCount::Waiter> waiters(1); waiters.resize(1); EventCount ec(waiters); EventCount::Waiter& w = waiters[0]; ec.Notify(false); ec.Prewait(&w); ec.Notify(true); ec.CommitWait(&w); ec.Prewait(&w); ec.CancelWait(&w);}
T get_param(const IndexParams& params, cv::String name){ IndexParams::const_iterator it = params.find(name); if (it != params.end()) { return it->second.cast<T>(); } else { FLANN_THROW(cv::Error::StsBadArg, cv::String("Missing parameter '")+name+cv::String("' in the parameters given")); }}
int GDigit::drawpic(const char* picfn){ if(!m_status)return -1000; std::string picfile(picfn); JMat* mat_pic = NULL; frameSource->popVidRecyle(&mat_pic); if(!mat_pic)mat_pic = new JMat(); int rst = mat_pic->load(picfn); if(rst){ delete mat_pic; return rst*10000; }
MediaData md(mat_pic); frameSource->pushVidFrame(&md);
return 0;}
auto det(const NdArray<dtype>& inArray) { STATIC_ASSERT_ARITHMETIC(dtype);
const Shape inShape = inArray.shape(); if (!inShape.issquare()) { THROW_INVALID_ARGUMENT_ERROR("input array must be square."); }
return detail::det(inArray, inShape.rows); }
static GMetaArgs getOutMeta(const GMetaArgs &in_meta, const GArgs &in_args) { return getOutMeta_impl(in_meta, in_args, typename detail::MkSeq<sizeof...(Ins)>::type()); }
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const TensorCwiseBinaryOp<internal::scalar_difference_op<Scalar>, const Derived, const OtherDerived> operator-(const OtherDerived& other) const { return binaryExpr(other.derived(), internal::scalar_difference_op<Scalar>()); }
inlineT poly_eval( const Polynomials& poly, const T& x ){ typedef typename NumTraits<T>::Real Real;
if( numext::abs2( x ) <= Real(1) ){ return poly_eval_horner( poly, x ); } else { T val=poly[0]; T inv_x = T(1)/x; for( DenseIndex i=1; i<poly.size(); ++i ){ val = val*inv_x + poly[i]; }
return numext::pow(x,(T)(poly.size()-1)) * val; }}
void setMinute(int minute) { if (minute < 0) { throw std::invalid_argument("input minute must be greater than zero"); } if (minute > MAX_MINUTE) { throw std::invalid_argument("input minute must be less than DateTime::MAX_MINUTE"); } minute_ = minute; }
explicit NAPIHandleScope(LEPUSContext *ctx) : env_(nullptr), ctx_(ctx), handle_tail_(nullptr), reset_napi_env(nullptr) { is_gc = ctx_ == nullptr ? false : LEPUS_IsGCMode(ctx_); if (is_gc) { prev_ = reinterpret_cast<NAPIHandleScope *>(GetNapiScope(ctx_)); SetNapiScope(ctx_, this); } }
void UITextArea::FrameDidChanged() { UIBaseInput::FrameDidChanged(); NodeManager::Instance().SetAttributeWithNumberValue(input_node_, NODE_POSITION, 0, 0); NodeManager::Instance().SetAttributeWithNumberValue(input_node_, NODE_WIDTH, width_);}
EIGEN_DEVICE_FUNC inline void compute_inverse_size2_helper( const MatrixType& matrix, const typename ResultType::Scalar& invdet, ResultType& result){ result.coeffRef(0,0) = matrix.coeff(1,1) * invdet; result.coeffRef(1,0) = -matrix.coeff(1,0) * invdet; result.coeffRef(0,1) = -matrix.coeff(0,1) * invdet; result.coeffRef(1,1) = matrix.coeff(0,0) * invdet;}
static void test_basic_eventcount(){ MaxSizeVector<EventCount::Waiter> waiters(1); waiters.resize(1); EventCount ec(waiters); EventCount::Waiter& w = waiters[0]; ec.Notify(false); ec.Prewait(&w); ec.Notify(true); ec.CommitWait(&w); ec.Prewait(&w); ec.CancelWait(&w);}
T get_param(const IndexParams& params, cv::String name){ IndexParams::const_iterator it = params.find(name); if (it != params.end()) { return it->second.cast<T>(); } else { FLANN_THROW(cv::Error::StsBadArg, cv::String("Missing parameter '")+name+cv::String("' in the parameters given")); }}
int GDigit::drawpic(const char* picfn){ if(!m_status)return -1000; std::string picfile(picfn); JMat* mat_pic = NULL; frameSource->popVidRecyle(&mat_pic); if(!mat_pic)mat_pic = new JMat(); int rst = mat_pic->load(picfn); if(rst){ delete mat_pic; return rst*10000; }
MediaData md(mat_pic); frameSource->pushVidFrame(&md);
return 0;}
auto det(const NdArray<dtype>& inArray) { STATIC_ASSERT_ARITHMETIC(dtype);
const Shape inShape = inArray.shape(); if (!inShape.issquare()) { THROW_INVALID_ARGUMENT_ERROR("input array must be square."); }
return detail::det(inArray, inShape.rows); }
The above is the ID prefix of the C++ language that we use in the ReCaLL method.
@Override protected Object callWithOneArg(String methodName, String fieldName) { if ("getFromInstance".equals(methodName)) { return "foo"; } throw new UnsupportedOperationException("don't support method: " + methodName); }
private void readAndWrite07(File file) { EasyExcel.write(file, TemplateData.class) .withTemplate(TestFileUtil.readFile("template" + File.separator + "template07.xlsx")).sheet() .doWrite(data()); EasyExcel.read(file, TemplateData.class, new TemplateDataListener()).headRowNumber(3).sheet().doRead(); }
@Test public void hh1() throws IOException { ExcelReader reader = EasyExcel.read(new FileInputStream("D:\\test\\hg2.xls"), LockData.class, new RepeatListener()).headRowNumber(0).build(); ReadSheet r2 = EasyExcel.readSheet(0).build(); reader.read(r2); reader.finish(); }
@Bean @DependsOn({"TaskMappers"}) public MaestroGateTask maestroGateTask( MaestroStepInstanceDao stepInstanceDao, @Qualifier(MAESTRO_QUALIFIER) ObjectMapper objectMapper) { LOG.info("Creating Maestro gateTask within Spring boot..."); return new MaestroGateTask(stepInstanceDao, objectMapper); }
@Test public void testScheduleWithoutDelay() { var future = Mockito.mock(ScheduledFuture.class); when(context.schedule(any(), anyLong())).thenReturn(future);
groupActor.schedule(Action.GROUP_START, 0); verify(context, times(0)).schedule(any(), anyLong()); verifyActions(groupActor, Action.GROUP_START); }
@JsonSetter("actions") public void deserializeActions(final Set<String> actionsStr) { if (actionsStr != null && !actionsStr.isEmpty()) { actions = new HashSet<>(); actionsStr.forEach(s -> actions.add(Action.valueOf(s.toUpperCase(Locale.US)))); } }
@Override protected @Nullable Object executeImpl(VirtualFrame frame) { var repetitions = (long) frame.getArguments()[2]; for (long i = 0; i < repetitions; i++) { blackholeNode.executeGeneric(frame); } LoopNode.reportLoopCount( this, repetitions > Integer.MAX_VALUE ? Integer.MAX_VALUE : (int) repetitions); return null; }
@Test public void isEmpty() { Set<ConstraintViolation<TestId>> violations = validator.validate(new TestId("")); assertEquals(1, violations.size()); ConstraintViolation<TestId> violation = violations.iterator().next(); assertEquals("", violation.getInvalidValue()); assertEquals("[maestro id or name reference] cannot be null or empty", violation.getMessage()); }
public ViewHolder(@NonNull View itemView) { super(itemView); showSystemApps = itemView.findViewById(R.id.showSystemApps); disabled = itemView.findViewById(R.id.disabled); blacklist = itemView.findViewById(R.id.blacklist); }
@Test public void testGetFlowsFromWithError() { Mockito.doThrow(new MaestroInternalError("test")).when(flowDao).getFlows(group, 10, ""); assertNull(context.getFlowsFrom(group, 10, "")); verify(flowDao, times(1)).getFlows(group, 10, ""); }
private StepRuntimeSummary cloneSummary(StepRuntimeSummary summary) { StepAction latestAction = summary.getPendingAction(); StepRuntimeSummary cloned = objectMapper.convertValue(summary, StepRuntimeSummary.class); cloned.setPendingAction(latestAction); return cloned; }
@Test public void testRunForActionStopForActiveRunningTask() { taskActor.runForAction(Action.TASK_STOP); verify(context, times(1)).cancel(any(), any()); assertEquals(Set.of(Action.TASK_STOP), taskActor.getScheduledActions().keySet()); verifyEmptyAction(taskActor); assertTrue(taskActor.isRunning()); }
private void readAndWrite07(File file) { EasyExcel.write(file, TemplateData.class) .withTemplate(TestFileUtil.readFile("template" + File.separator + "template07.xlsx")).sheet() .doWrite(data()); EasyExcel.read(file, TemplateData.class, new TemplateDataListener()).headRowNumber(3).sheet().doRead(); }
@Test public void hh1() throws IOException { ExcelReader reader = EasyExcel.read(new FileInputStream("D:\\test\\hg2.xls"), LockData.class, new RepeatListener()).headRowNumber(0).build(); ReadSheet r2 = EasyExcel.readSheet(0).build(); reader.read(r2); reader.finish(); }
@Bean @DependsOn({"TaskMappers"}) public MaestroGateTask maestroGateTask( MaestroStepInstanceDao stepInstanceDao, @Qualifier(MAESTRO_QUALIFIER) ObjectMapper objectMapper) { LOG.info("Creating Maestro gateTask within Spring boot..."); return new MaestroGateTask(stepInstanceDao, objectMapper); }
@Test public void testScheduleWithoutDelay() { var future = Mockito.mock(ScheduledFuture.class); when(context.schedule(any(), anyLong())).thenReturn(future);
groupActor.schedule(Action.GROUP_START, 0); verify(context, times(0)).schedule(any(), anyLong()); verifyActions(groupActor, Action.GROUP_START); }
@JsonSetter("actions") public void deserializeActions(final Set<String> actionsStr) { if (actionsStr != null && !actionsStr.isEmpty()) { actions = new HashSet<>(); actionsStr.forEach(s -> actions.add(Action.valueOf(s.toUpperCase(Locale.US)))); } }
@Override protected @Nullable Object executeImpl(VirtualFrame frame) { var repetitions = (long) frame.getArguments()[2]; for (long i = 0; i < repetitions; i++) { blackholeNode.executeGeneric(frame); } LoopNode.reportLoopCount( this, repetitions > Integer.MAX_VALUE ? Integer.MAX_VALUE : (int) repetitions); return null; }
@Test public void isEmpty() { Set<ConstraintViolation<TestId>> violations = validator.validate(new TestId("")); assertEquals(1, violations.size()); ConstraintViolation<TestId> violation = violations.iterator().next(); assertEquals("", violation.getInvalidValue()); assertEquals("[maestro id or name reference] cannot be null or empty", violation.getMessage()); }
public ViewHolder(@NonNull View itemView) { super(itemView); showSystemApps = itemView.findViewById(R.id.showSystemApps); disabled = itemView.findViewById(R.id.disabled); blacklist = itemView.findViewById(R.id.blacklist); }
@Test public void testGetFlowsFromWithError() { Mockito.doThrow(new MaestroInternalError("test")).when(flowDao).getFlows(group, 10, ""); assertNull(context.getFlowsFrom(group, 10, "")); verify(flowDao, times(1)).getFlows(group, 10, ""); }
private StepRuntimeSummary cloneSummary(StepRuntimeSummary summary) { StepAction latestAction = summary.getPendingAction(); StepRuntimeSummary cloned = objectMapper.convertValue(summary, StepRuntimeSummary.class); cloned.setPendingAction(latestAction); return cloned; }
@Test public void testRunForActionStopForActiveRunningTask() { taskActor.runForAction(Action.TASK_STOP); verify(context, times(1)).cancel(any(), any()); assertEquals(Set.of(Action.TASK_STOP), taskActor.getScheduledActions().keySet()); verifyEmptyAction(taskActor); assertTrue(taskActor.isRunning()); }
The above is the ID prefix of the Java language that we use in the ReCaLL method.
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