From 1aa078969163c9cb1c70f07a65362c2e781fbf12 Mon Sep 17 00:00:00 2001 From: Yufeng Li Date: Wed, 2 Feb 2022 10:35:29 -0800 Subject: [PATCH 1/4] add qdq support for QGemm (#10414) * add qgemm in quantization tool * add qdq support for QGemm * fix build break * fix OperatorKernels.md --- docs/OperatorKernels.md | 2 +- .../contrib_ops/cpu/cpu_contrib_kernels.cc | 2 + .../cpu/quantization/quant_gemm.cc | 23 ++- .../selectors_actions/qdq_actions.cc | 62 +++++++ .../selectors_actions/qdq_actions.h | 20 +++ .../qdq_selector_action_transformer.cc | 21 +++ .../selectors_actions/qdq_selectors.cc | 59 ++++++- .../selectors_actions/qdq_selectors.h | 22 ++- .../optimizer/selectors_actions/helpers.cc | 10 ++ .../optimizer/selectors_actions/helpers.h | 22 ++- .../tools/quantization/onnx_quantizer.py | 4 +- .../tools/quantization/operators/gemm.py | 117 ++++++++++++ .../tools/quantization/qdq_quantizer.py | 8 +- .../python/tools/quantization/quantize.py | 15 +- .../python/tools/quantization/registry.py | 3 + .../test/contrib_ops/quant_gemm_test.cc | 66 ++++--- .../test/optimizer/qdq_transformer_test.cc | 167 ++++++++++++++++++ .../providers/cpu/math/matmul_integer_test.cc | 16 +- .../test/python/quantization/test_op_gemm.py | 4 +- .../kernel_def_hashes/contrib.cpu.json | 4 + 20 files changed, 579 insertions(+), 68 deletions(-) create mode 100644 onnxruntime/python/tools/quantization/operators/gemm.py diff --git a/docs/OperatorKernels.md b/docs/OperatorKernels.md index 4d885fdb15530..b8a46956f3899 100644 --- a/docs/OperatorKernels.md +++ b/docs/OperatorKernels.md @@ -405,7 +405,7 @@ Do not modify directly.* |Pad|*in* data:**T**
*in* pads:**tensor(int64)**
*in* value:**T**
*out* output:**T**|1+|**T** = tensor(float)| |QAttention|*in* input:**T1**
*in* weight:**T2**
*in* bias:**T3**
*in* input_scale:**T3**
*in* weight_scale:**T3**
*in* mask_index:**T4**
*in* input_zero_point:**T1**
*in* weight_zero_point:**T2**
*in* past:**T3**
*out* output:**T3**
*out* present:**T3**|1+|**T1** = tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(float)
**T4** = tensor(int32)| |QEmbedLayerNormalization|*in* input_ids:**T1**
*in* segment_ids:**T1**
*in* word_embedding_quant:**T2**
*in* position_embedding_quant:**T2**
*in* segment_embedding:**T2**
*in* gamma_quant:**T2**
*in* beta_quant:**T2**
*in* mask:**T1**
*in* word_embedding_scale:**T**
*in* position_embedding_scale:**T**
*in* segment_embedding_scale:**T**
*in* gamma_scale:**T**
*in* beta_scale:**T**
*in* word_embedding_zero_point:**T2**
*in* position_embedding_zero_point:**T2**
*in* segment_embedding_zero_point:**T2**
*in* gamma_zero_point:**T2**
*in* beta_zero_point:**T2**
*out* layernorm_out:**T**
*out* mask_index_out:**T1**|1+|**T** = tensor(float)| -|QGemm|*in* A:**TA**
*in* a_scale:**T**
*in* a_zero_point:**TA**
*in* B:**TB**
*in* b_scale:**T**
*in* b_zero_point:**TB**
*in* C:**TC**
*in* y_scale:**T**
*in* y_zero_point:**TYZ**
*out* Y:**TY**|1+|**T** = tensor(float)
**TA** = tensor(uint8)
**TB** = tensor(int8), tensor(uint8)
**TC** = tensor(int32)
**TY** = tensor(float), tensor(uint8)
**TYZ** = tensor(uint8)| +|QGemm|*in* A:**TA**
*in* a_scale:**T**
*in* a_zero_point:**TA**
*in* B:**TB**
*in* b_scale:**T**
*in* b_zero_point:**TB**
*in* C:**TC**
*in* y_scale:**T**
*in* y_zero_point:**TYZ**
*out* Y:**TY**|1+|**T** = tensor(float)
**TA** = tensor(int8), tensor(uint8)
**TB** = tensor(int8), tensor(uint8)
**TC** = tensor(int32)
**TY** = tensor(float), tensor(int8), tensor(uint8)
**TYZ** = tensor(int8), tensor(uint8)| |QLinearAdd|*in* A:**T**
*in* A_scale:**tensor(float)**
*in* A_zero_point:**T**
*in* B:**T**
*in* B_scale:**tensor(float)**
*in* B_zero_point:**T**
*in* C_scale:**tensor(float)**
*in* C_zero_point:**T**
*out* C:**T**|1+|**T** = tensor(int8), tensor(uint8)| |QLinearConv|*in* x:**T1**
*in* x_scale:**tensor(float)**
*in* x_zero_point:**T1**
*in* w:**T2**
*in* w_scale:**tensor(float)**
*in* w_zero_point:**T2**
*in* y_scale:**tensor(float)**
*in* y_zero_point:**T3**
*in* B:**T4**
*out* y:**T3**|1+|**T1** = tensor(int8), tensor(uint8)
**T2** = tensor(int8), tensor(uint8)
**T3** = tensor(int8), tensor(uint8)
**T4** = tensor(int32)| |QLinearLeakyRelu|*in* X:**T**
*in* X_scale:**tensor(float)**
*in* X_zero_point:**T**
*in* Y_scale:**tensor(float)**
*in* Y_zero_point:**T**
*out* Y:**T**|1+|**T** = tensor(int8), tensor(uint8)| diff --git a/onnxruntime/contrib_ops/cpu/cpu_contrib_kernels.cc b/onnxruntime/contrib_ops/cpu/cpu_contrib_kernels.cc index e9d22000b07fb..08125ce51bca2 100644 --- a/onnxruntime/contrib_ops/cpu/cpu_contrib_kernels.cc +++ b/onnxruntime/contrib_ops/cpu/cpu_contrib_kernels.cc @@ -78,6 +78,7 @@ class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kCpuExecutionProvider, kMSDomain, 1, class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kCpuExecutionProvider, kMSDomain, 1, int8_t, NhwcMaxPool); class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kCpuExecutionProvider, kMSDomain, 1, uint8_t, NhwcMaxPool); class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kCpuExecutionProvider, kMSDomain, 1, float, QEmbedLayerNormalization); +class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kCpuExecutionProvider, kMSDomain, 1, int8_t, QGemm); class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kCpuExecutionProvider, kMSDomain, 1, uint8_t, QGemm); // ******** End: Quantization ******************* // @@ -169,6 +170,7 @@ Status RegisterQuantizationKernels(KernelRegistry& kernel_registry) { BuildKernelCreateInfo, BuildKernelCreateInfo, BuildKernelCreateInfo, + BuildKernelCreateInfo, BuildKernelCreateInfo, }; diff --git a/onnxruntime/contrib_ops/cpu/quantization/quant_gemm.cc b/onnxruntime/contrib_ops/cpu/quantization/quant_gemm.cc index 9bc7b8e76907e..8d83ab7f681db 100644 --- a/onnxruntime/contrib_ops/cpu/quantization/quant_gemm.cc +++ b/onnxruntime/contrib_ops/cpu/quantization/quant_gemm.cc @@ -44,8 +44,10 @@ class QGemm : protected GemmBase, public MatMulIntegerBase { AllocatorPtr allocator; ORT_RETURN_IF_ERROR(context->GetTempSpaceAllocator(&allocator)); + bool a_is_signed = a->IsDataType(); + const uint8_t* a_data = static_cast(a->DataRaw()); + BufferUniquePtr a_trans_buffer; - const uint8_t* a_data = a->template Data(); if (trans_A_ == CblasTrans) { a_data = quantization::TransPoseInputData(a_data, a_trans_buffer, allocator, K, M); } @@ -82,12 +84,12 @@ class QGemm : protected GemmBase, public MatMulIntegerBase { GemmBroadcastBias(M, N, 1.f, c->template Data(), &(c->Shape()), gemm_output_data); } - MLAS_GEMM_QUANT_SHAPE_PARAMS gemm_shape{M, N, K, false /*AIsSigned*/, b_is_signed, c != nullptr}; + MLAS_GEMM_QUANT_SHAPE_PARAMS gemm_shape{M, N, K, a_is_signed, b_is_signed, c != nullptr}; MLAS_GEMM_QUANT_DATA_PARAMS gemm_param; gemm_param.A = a_data; gemm_param.lda = gemm_shape.K; - gemm_param.ZeroPointA = *(a_zp->template Data()); + gemm_param.ZeroPointA = *(static_cast(a_zp->DataRaw())); gemm_param.B = b_data; gemm_param.ldb = gemm_shape.N; @@ -220,5 +222,20 @@ ONNX_OPERATOR_TYPED_KERNEL_EX( .TypeConstraint("TY", {DataTypeImpl::GetTensorType(), DataTypeImpl::GetTensorType()}), QGemm); +ONNX_OPERATOR_TYPED_KERNEL_EX( + QGemm, + kMSDomain, + 1, + int8_t, + kCpuExecutionProvider, + KernelDefBuilder() + .TypeConstraint("T", DataTypeImpl::GetTensorType()) + .TypeConstraint("TA", DataTypeImpl::GetTensorType()) + .TypeConstraint("TB", DataTypeImpl::GetTensorType()) + .TypeConstraint("TC", DataTypeImpl::GetTensorType()) + .TypeConstraint("TYZ", DataTypeImpl::GetTensorType()) + .TypeConstraint("TY", {DataTypeImpl::GetTensorType(), DataTypeImpl::GetTensorType()}), + QGemm); + } // namespace contrib } // namespace onnxruntime diff --git a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.cc b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.cc index 63741cfb9773f..f89f201fd7aab 100644 --- a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.cc +++ b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.cc @@ -223,5 +223,67 @@ Status MatMulReplaceWithQLinear::Run(Graph& graph, const NodesToOptimize& select } } +static std::vector GetGemmMoveInfo(bool does_q_node_exist) { + NTO::NodeLocation dq_A{NTO::NodeType::kInput, 0}; + NTO::NodeLocation dq_B{NTO::NodeType::kInput, 1}; + NTO::NodeLocation dq_bias{NTO::NodeType::kInput, 2}; + NTO::NodeLocation target{NTO::NodeType::kTarget, 0}; + NTO::NodeLocation q{NTO::NodeType::kOutput, 0}; + + std::vector moves{ + MoveAll(dq_A, ArgType::kInput), // append all inputs from DQ of A + MoveAll(dq_B, ArgType::kInput), // append all inputs from DQ of B + MoveAndAppend(dq_bias, ArgType::kInput, 0, ArgType::kInput, true, true)}; // (optional) append bias + + if (does_q_node_exist) { + moves.push_back(MoveAndAppend(q, ArgType::kInput, 1, ArgType::kInput)); // append scale (input 1) from Q + moves.push_back(MoveAndAppend(q, ArgType::kInput, 2, ArgType::kInput)); // append zp (input 2) from Q + moves.push_back(MoveAll(q, ArgType::kOutput)); // and use the outputs from Q + } else { + moves.push_back(MoveAll(target, ArgType::kOutput)); + } + + return moves; +} + +GemmReplaceWithQuant::GemmReplaceWithQuant() + : qgemm_with_float_as_output_replacer_(kMSDomain, GetGemmMoveInfo(false), "QGemm"), + qgemm_with_8bits_as_output_replacer_(kMSDomain, GetGemmMoveInfo(true), "QGemm") { +} + +Status GemmReplaceWithQuant::Run(Graph& graph, const NodesToOptimize& selected_nodes) const { + RemoveAttrBeta(selected_nodes); + bool is_output_float = selected_nodes.num_outputs == 0; + if (is_output_float) { + return qgemm_with_float_as_output_replacer_.Run(graph, selected_nodes); + } + + return qgemm_with_8bits_as_output_replacer_.Run(graph, selected_nodes); +} + +#if !defined(ORT_MINIMAL_BUILD) +Status GemmReplaceWithQuant::RunForSave(Graph& graph, + const NodesToOptimize& selected_nodes, + const SatRuntimeOptimizationSaveContext& save_context, + SavedState& saved_state, + bool& graph_modified) const { + RemoveAttrBeta(selected_nodes); + bool is_output_float = selected_nodes.num_outputs == 0; + if (is_output_float) { + return qgemm_with_float_as_output_replacer_.RunForSave(graph, + selected_nodes, + save_context, + saved_state, + graph_modified); + } + + return qgemm_with_8bits_as_output_replacer_.RunForSave(graph, + selected_nodes, + save_context, + saved_state, + graph_modified); +} +#endif // !defined(ORT_MINIMAL_BUILD) + } // namespace QDQ } // namespace onnxruntime diff --git a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.h b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.h index 2fa72a19c03b1..a81a4ec3ea0c0 100644 --- a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.h +++ b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_actions.h @@ -67,5 +67,25 @@ struct MatMulReplaceWithQLinear : public Action { BinaryReplaceWithQLinear qlinear_matmul_replacer_; }; +struct GemmReplaceWithQuant : public Action { + GemmReplaceWithQuant(); + + Status Run(Graph&, const NodesToOptimize& selected_nodes) const override; + +#if !defined(ORT_MINIMAL_BUILD) + Status RunForSave(Graph& /*graph*/, const NodesToOptimize& /*selected_nodes*/, + const SatRuntimeOptimizationSaveContext& /*save_context*/, + SavedState& /*saved_state*/, bool& /*graph_modified*/) const override; +#endif // !defined(ORT_MINIMAL_BUILD) + + static inline void RemoveAttrBeta(const NodesToOptimize& selected_nodes) { + selected_nodes.Target().ClearAttribute("beta"); + } + + private: + QDQReplaceWithNew qgemm_with_float_as_output_replacer_; + QDQReplaceWithNew qgemm_with_8bits_as_output_replacer_; +}; + } // namespace QDQ } // namespace onnxruntime diff --git a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selector_action_transformer.cc b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selector_action_transformer.cc index 50bc405378fb0..ab1fcdcec3e73 100644 --- a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selector_action_transformer.cc +++ b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selector_action_transformer.cc @@ -167,6 +167,26 @@ void MatMulQDQRules(SelectorActionRegistry& qdq_selector_action_registry, bool i #endif } +void GemmQDQRules(SelectorActionRegistry& qdq_selector_action_registry) { + // 3 to 5 nodes. 0=DQ A, 1=DQ B, 2=DQ C(optional), 3=Gemm, 4=Q Y(optional) + // Replace with QGemm + // Delete all original nodes. + const std::string action_name{"Gemm"}; + + std::unique_ptr action = std::make_unique(); + +#if !defined(ORT_MINIMAL_BUILD) + std::unique_ptr selector = std::make_unique(); + qdq_selector_action_registry.RegisterSelectorAndAction(action_name, + {{"Gemm", {}}}, + std::move(selector), + std::move(action)); + +#else + qdq_selector_action_registry.RegisterAction(action_name, std::move(action)); +#endif +} + SelectorActionRegistry CreateSelectorActionRegistry(bool is_int8_allowed) { SelectorActionRegistry qdq_selector_action_registry; @@ -177,6 +197,7 @@ SelectorActionRegistry CreateSelectorActionRegistry(bool is_int8_allowed) { VariadicOpQDQRules(qdq_selector_action_registry); ConvQDQRules(qdq_selector_action_registry, is_int8_allowed); MatMulQDQRules(qdq_selector_action_registry, is_int8_allowed); + GemmQDQRules(qdq_selector_action_registry); return qdq_selector_action_registry; } diff --git a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.cc b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.cc index db0c1dfe58646..3722504695176 100644 --- a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.cc +++ b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.cc @@ -40,16 +40,23 @@ static std::vector FindQDQNodes(const GraphViewer& graph_viewer, co bool NodeGroupSelector::CheckQDQNodes(const GraphViewer& graph_viewer, const Node& node, const std::vector& dq_nodes, const std::vector& q_nodes, - int num_dq_inputs) const { + int num_dq_inputs, + bool is_empty_q_nodes_allowed) const { if (num_dq_inputs == -1) { num_dq_inputs = NumActualValues(node, true); } - int num_outputs = NumActualValues(node, false); // number of outputs that exist - // The input is a Graph Viewer, so cannot use graph_utils or optimizer_utils - return num_dq_inputs == gsl::narrow_cast(dq_nodes.size()) && - num_outputs == gsl::narrow_cast(q_nodes.size()) && + if (num_dq_inputs != gsl::narrow_cast(dq_nodes.size())) { + return false; + } + + if (q_nodes.empty()) { + return is_empty_q_nodes_allowed; + } + + int num_outputs = NumActualValues(node, false); // number of outputs that exist + return (num_outputs == gsl::narrow_cast(q_nodes.size())) && q_nodes.size() == node.GetOutputEdgesCount() && !graph_viewer.NodeProducesGraphOutput(node); } @@ -248,6 +255,48 @@ bool MatMulNodeGroupSelector::Check(const GraphViewer& graph_viewer, } } +bool GemmNodeGroupSelector::Check(const GraphViewer& graph_viewer, + const Node& node, + const std::vector& dq_nodes, + const std::vector& q_nodes) const { + if (!CheckQDQNodes(graph_viewer, node, dq_nodes, q_nodes, + -1 /*num_dq_inputs*/, true /*is_empty_q_nodes_allowed*/)) { + return false; + } + + // input and output types need to be same + int32_t dt_A = dq_nodes[0]->InputDefs()[0]->TypeAsProto()->tensor_type().elem_type(); + int32_t dt_B = dq_nodes[1]->InputDefs()[0]->TypeAsProto()->tensor_type().elem_type(); + + if (dt_A == ONNX_NAMESPACE::TensorProto_DataType::TensorProto_DataType_INT8) { + if (dt_A != dt_B) { // if A is signed int, B must be signed int + return false; + } + } + + if (!q_nodes.empty()) { + int32_t dt_Y = q_nodes[0]->OutputDefs()[0]->TypeAsProto()->tensor_type().elem_type(); + if (dt_A != dt_Y) { // activation and output must be same type + return false; + } + } + + if (dq_nodes.size() < 3) { // no bias + return true; + } + + if (node.GetAttributes().at("beta").f() != 1.0) { // beta needs to be 1.0 + return false; + } + + int32_t dt_bias = dq_nodes[2]->InputDefs()[0]->TypeAsProto()->tensor_type().elem_type(); + return dt_bias == ONNX_NAMESPACE::TensorProto_DataType::TensorProto_DataType_INT32; +} + +void GemmSelector::UpdateBuilder(NodesToOptimizeIndicesBuilder& builder) const { + builder.input_nodes.resize(3, NodesToOptimizeIndices::kEmptyNodeIndex); +} + } // namespace QDQ } // namespace onnxruntime diff --git a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.h b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.h index 7bef53e8c0465..ddafc20d0bb85 100644 --- a/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.h +++ b/onnxruntime/core/optimizer/qdq_transformer/selectors_actions/qdq_selectors.h @@ -34,7 +34,8 @@ class NodeGroupSelector { bool CheckQDQNodes(const GraphViewer& graph_viewer, const Node& node, const std::vector& dq_nodes, const std::vector& q_nodes, - int num_dq_inputs = -1) const; + int num_dq_inputs = -1, + bool is_empty_q_nodes_allowed = false) const; private: // derived classes should implement this check @@ -120,6 +121,15 @@ class MatMulNodeGroupSelector : public NodeGroupSelector { bool matmulintegertofloat_allowed_; }; +// Input: DQ nodes for A, B and optional C +// Output: optional Q node for Y +class GemmNodeGroupSelector : public NodeGroupSelector { + private: + bool Check(const GraphViewer& graph_viewer, const Node& node, + const std::vector& dq_nodes, + const std::vector& q_nodes) const override; +}; + /* * NodeSelector instances for use in the QDQ::SelectorActionTransformer. */ @@ -190,6 +200,16 @@ class MatMulSelector : public BaseSelector { : BaseSelector(std::make_unique(int8_allowed, /*matmulintegertofloat_allowed*/ true)) {} }; +// Input: DQ nodes for A, B and optional C +// Output: optional Q node for Y +class GemmSelector : public BaseSelector { + public: + GemmSelector() + : BaseSelector(std::make_unique()) {} + + void UpdateBuilder(NodesToOptimizeIndicesBuilder&) const override; +}; + } // namespace QDQ } // namespace onnxruntime diff --git a/onnxruntime/core/optimizer/selectors_actions/helpers.cc b/onnxruntime/core/optimizer/selectors_actions/helpers.cc index c83f30f3fc474..41444ba8000b4 100644 --- a/onnxruntime/core/optimizer/selectors_actions/helpers.cc +++ b/onnxruntime/core/optimizer/selectors_actions/helpers.cc @@ -314,6 +314,16 @@ Status MoveInputOutput(Graph& graph, const NodesToOptimize& selected_nodes, Node if (src != nullptr) { ORT_RETURN_IF_ERROR(MoveInputOutputImpl(graph, move.value_move_info, *src, dest, only_update_dest_definitions)); + } else if (move.value_move_info.optional && + move.value_move_info.fill_optional_with_empty) { + auto& dest_defs = (move.value_move_info.dest_slot.in_out == ArgType::kInput) + ? dest.MutableInputDefs() + : dest.MutableOutputDefs(); + dest_defs.push_back(&graph.GetOrCreateNodeArg("", nullptr)); + + if (move.value_move_info.dest_slot.in_out == ArgType::kInput) { + dest.MutableInputArgsCount().push_back(1); + } } } } diff --git a/onnxruntime/core/optimizer/selectors_actions/helpers.h b/onnxruntime/core/optimizer/selectors_actions/helpers.h index c70fee9e9e668..a57ece5339112 100644 --- a/onnxruntime/core/optimizer/selectors_actions/helpers.h +++ b/onnxruntime/core/optimizer/selectors_actions/helpers.h @@ -160,18 +160,24 @@ struct ValueMoveInfo { } // append single value (may be variadic) from source to destination - ValueMoveInfo(InOutDefSlot src_slot_in, ArgType dest_slot_type, bool is_optional = false) + ValueMoveInfo(InOutDefSlot src_slot_in, + ArgType dest_slot_type, + bool is_optional = false, + bool fill_optional_with_empty = false) : src_slot(src_slot_in), dest_slot{dest_slot_type, -1}, copy_all{false}, append{true}, - optional{is_optional} {} + optional{is_optional}, + fill_optional_with_empty{fill_optional_with_empty} {} InOutDefSlot src_slot; InOutDefSlot dest_slot; - bool copy_all{false}; // ignore src_slot.idx and copy all values - bool append{false}; // ignore dest_slot.idx and append to existing values - bool optional{false}; // optional copy that can be skipped if source node is missing + bool copy_all{false}; // ignore src_slot.idx and copy all values + bool append{false}; // ignore dest_slot.idx and append to existing values + bool optional{false}; // optional copy that can be skipped if source node is missing + bool fill_optional_with_empty; // fill optional NodeArg by NodeArg with empty name. + // Only support in 'append single value' mode. private: ValueMoveInfo() = default; @@ -213,10 +219,12 @@ inline NodeAndMoveInfo MoveToSlot(const NodesToOptimize::NodeLocation& src_node, inline NodeAndMoveInfo MoveAndAppend(const NodesToOptimize::NodeLocation& src_node, ArgType src_direction, int src_slot, ArgType dest_direction, - bool optional = false) { + bool optional = false, + bool fill_optional_with_empty = false) { return NodeAndMoveInfo{src_node, ValueMoveInfo{ InOutDefSlot{src_direction, src_slot}, // move from this slot - dest_direction, optional}}; // append here + dest_direction, optional, + fill_optional_with_empty}}; // append here } // move all inputs/outputs from the source node to the target/replacement node diff --git a/onnxruntime/python/tools/quantization/onnx_quantizer.py b/onnxruntime/python/tools/quantization/onnx_quantizer.py index ed99ee1560752..6349bd8cd53eb 100644 --- a/onnxruntime/python/tools/quantization/onnx_quantizer.py +++ b/onnxruntime/python/tools/quantization/onnx_quantizer.py @@ -553,7 +553,7 @@ def find_quantized_value(self, input_name): return self.parent.find_quantized_value(input_name) return None - def quantize_bias_static(self, bias_name, input_name, weight_name): + def quantize_bias_static(self, bias_name, input_name, weight_name, beta = 1.0): ''' Quantized the bias. Zero Point == 0 and Scale == Input_Scale * Weight_Scale ''' @@ -584,7 +584,7 @@ def quantize_bias_static(self, bias_name, input_name, weight_name): input_scale = self.tensor_proto_to_array(inputscale_initializer) # calcuate scale for bias - bias_scale = input_scale * weight_scale + bias_scale = input_scale * weight_scale * beta # quantize bias quantized_data = (np.asarray(bias_data) / bias_scale).round().astype(np.int32) diff --git a/onnxruntime/python/tools/quantization/operators/gemm.py b/onnxruntime/python/tools/quantization/operators/gemm.py new file mode 100644 index 0000000000000..f297bfb428a19 --- /dev/null +++ b/onnxruntime/python/tools/quantization/operators/gemm.py @@ -0,0 +1,117 @@ +import onnx +import numpy as np +import logging +from .base_operator import QuantOperatorBase +from .qdq_base_operator import QDQOperatorBase +from ..quant_utils import find_by_name, get_mul_node, QuantizedValue, QuantizedValueType, attribute_to_kwarg, ms_domain +from onnx import onnx_pb as onnx_proto + + +def is_B_transposed(gemm_node): + transB_attribute = [attr for attr in gemm_node.attribute if attr.name == 'transB'] + if len(transB_attribute): + return 0 < onnx.helper.get_attribute_value(transB_attribute[0]) + + return False + +def get_beta(gemm_node): + beta_attribute = [attr for attr in gemm_node.attribute if attr.name == 'beta'] + if len(beta_attribute): + return onnx.helper.get_attribute_value(beta_attribute[0]) + + return 1.0 + +def set_default_beta(gemm_node): + beta_attribute = [attr for attr in gemm_node.attribute if attr.name == 'beta'] + if len(beta_attribute): + beta_attribute[0].f = 1.0 + + return 1.0 + +class QLinearGemm(QuantOperatorBase): + def __init__(self, onnx_quantizer, onnx_node): + super().__init__(onnx_quantizer, onnx_node) + + def quantize(self): + node = self.node + assert (node.op_type == "Gemm") + + data_found, output_scale_name, output_zp_name, _, _ = \ + self.quantizer._get_quantization_params(node.output[0]) + + if self.quantizer.is_input_a_weight(node.input[1]) and self.quantizer.is_per_channel(): + (quantized_input_names, zero_point_names, scale_names, nodes) = \ + self.quantizer.quantize_inputs(node, [0], reduce_range=self.quantizer.reduce_range) + quant_weight_tuple = self.quantizer.quantize_weight_per_channel(node.input[1], onnx_proto.TensorProto.INT8, + 0 if is_B_transposed(node) else 1) + quantized_input_names.append(quant_weight_tuple[0]) + zero_point_names.append(quant_weight_tuple[1]) + scale_names.append(quant_weight_tuple[2]) + else: + (quantized_input_names, zero_point_names, scale_names, nodes) = \ + self.quantizer.quantize_inputs(node, [0, 1], reduce_range=self.quantizer.reduce_range) + + if not data_found or quantized_input_names is None: + return super().quantize() + + quantized_bias_name = "" + if len(node.input) == 3: + if not self.quantizer.is_input_a_weight(node.input[2]): + return super().quantize() + + quantized_bias_name = self.quantizer.quantize_bias_static(node.input[2], node.input[0], node.input[1], get_beta(self.node)) + + qgemm_output = node.output[0] + "_quantized" + qgemm_name = qgemm_name = node.name + "_quant" if node.name != "" else "" + + kwargs = {} + for attribute in node.attribute: + if attribute.name != "beta": + kwargs.update(attribute_to_kwarg(attribute)) + kwargs["domain"] = ms_domain + + # generate input + qgemm_inputs = [] + for i in range(2): + qgemm_inputs.extend([quantized_input_names[i], scale_names[i], zero_point_names[i]]) + + qgemm_inputs.extend([quantized_bias_name, output_scale_name, output_zp_name]) + + qgemm_node = onnx.helper.make_node("QGemm", qgemm_inputs, [qgemm_output], + qgemm_name, **kwargs) + nodes.append(qgemm_node) + + # Create an entry for this quantized value + q_output = QuantizedValue(node.output[0], qgemm_output, output_scale_name, output_zp_name, + QuantizedValueType.Input) + self.quantizer.quantized_value_map[node.output[0]] = q_output + + self.quantizer.new_nodes += nodes + + +class QDQGemm(QDQOperatorBase): + def __init__(self, onnx_quantizer, onnx_node): + super().__init__(onnx_quantizer, onnx_node) + + def quantize(self): + node = self.node + assert (node.op_type == "Gemm") + + self.quantizer.quantize_tensor(node.input[0]) + if not self.disable_qdq_for_node_output: + self.quantizer.quantize_tensor(node.output[0]) + + if self.quantizer.is_per_channel(): + self.quantizer.quantize_tensor_per_channel(node.input[1], 0 if is_B_transposed(node) else 1) + else: + self.quantizer.quantize_tensor(node.input[1]) + + if len(node.input) == 3: + if self.quantizer.is_input_a_weight(node.input[2]): + self.quantizer.quantize_bias_tensor(node.input[2], node.input[0], node.input[1], get_beta(self.node)) + set_default_beta(self.node) + else: + logging.warning( + "Bias of Gemm node '{}' is not constant. Please exclude this node for better performance." + .format(self.node.name)) + diff --git a/onnxruntime/python/tools/quantization/qdq_quantizer.py b/onnxruntime/python/tools/quantization/qdq_quantizer.py index f5797282dda06..09a45799f4737 100644 --- a/onnxruntime/python/tools/quantization/qdq_quantizer.py +++ b/onnxruntime/python/tools/quantization/qdq_quantizer.py @@ -83,11 +83,11 @@ def quantize_tensor_per_channel(self, tensor_name, axis): tensor_name)) self.quantize_tensor(tensor_name) - def quantize_bias_tensor(self, bias_name, input_name, weight_name): + def quantize_bias_tensor(self, bias_name, input_name, weight_name, beta = 1.0): weight = find_by_name(bias_name, self.model.initializer()) if weight is not None: if weight.data_type == onnx_proto.TensorProto.FLOAT: - self.bias_to_quantize.append((bias_name, input_name, weight_name)) + self.bias_to_quantize.append((bias_name, input_name, weight_name, beta)) else: logging.warning("Expected {} to be a weight".format(bias_name)) @@ -222,11 +222,11 @@ def quantize_tensors(self): self.quantized_value_map[tensor_name] = quantized_value def quantize_bias_tensors(self): - for bias_name, input_name, weight_name in self.bias_to_quantize: + for bias_name, input_name, weight_name, beta in self.bias_to_quantize: if bias_name in self.quantized_value_map.keys(): continue # Quantize the input - self.quantize_bias_static(bias_name, input_name, weight_name) + self.quantize_bias_static(bias_name, input_name, weight_name, beta) self.model.remove_initializer(find_by_name(bias_name, self.model.initializer())) quant_value = self.quantized_value_map[bias_name] inputs = [quant_value.q_name, quant_value.scale_name, quant_value.zp_name] diff --git a/onnxruntime/python/tools/quantization/quantize.py b/onnxruntime/python/tools/quantization/quantize.py index a0a0b935226cd..826d53884facd 100644 --- a/onnxruntime/python/tools/quantization/quantize.py +++ b/onnxruntime/python/tools/quantization/quantize.py @@ -42,15 +42,16 @@ def optimize_model(model_path: Path): return optimized_model -def load_model(model_path: Path, optimize=True): - if optimize: - #optimize the original model - onnx_model = ONNXModel(optimize_model(Path(model_path))) - # to support GEMM +def load_model(model_path: Path, optimize=True, handle_gemm_with_matmul=True): + + model = optimize_model(Path(model_path)) if optimize else onnx.load(Path(model_path)) + + if handle_gemm_with_matmul: + onnx_model = ONNXModel(model) onnx_model.replace_gemm_with_matmul() return onnx_model.model - return onnx.load(Path(model_path)) + return model def quantize(model, @@ -211,7 +212,7 @@ def quantize_static(model_input, if not op_types_to_quantize or len(op_types_to_quantize) == 0: op_types_to_quantize = list(QLinearOpsRegistry.keys()) - model = load_model(Path(model_input), optimize_model) + model = load_model(Path(model_input), optimize_model, False) calibrator = create_calibrator(model, op_types_to_quantize, calibrate_method=calibrate_method) calibrator.collect_data(calibration_data_reader) diff --git a/onnxruntime/python/tools/quantization/registry.py b/onnxruntime/python/tools/quantization/registry.py index e63e1761f7143..d046cbc6dfa86 100644 --- a/onnxruntime/python/tools/quantization/registry.py +++ b/onnxruntime/python/tools/quantization/registry.py @@ -18,6 +18,7 @@ from .operators.resize import QResize, QDQResize from .operators.pooling import QLinearPool from .operators.concat import QLinearConcat, QDQConcat +from .operators.gemm import QLinearGemm, QDQGemm CommonOpsRegistry = { "Gather": GatherQuant, @@ -36,6 +37,7 @@ QLinearOpsRegistry = { "ArgMax": QArgMax, "Conv": QLinearConv, + "Gemm": QLinearGemm, "MatMul": QLinearMatMul, "Add": QLinearBinaryOp, "Mul": QLinearBinaryOp, @@ -58,6 +60,7 @@ QDQRegistry = { "Conv": QDQConv, + "Gemm": QDQGemm, "Clip": QDQRemovableActivation, "Relu": QDQRemovableActivation, "Reshape": QDQDirect8BitOp, diff --git a/onnxruntime/test/contrib_ops/quant_gemm_test.cc b/onnxruntime/test/contrib_ops/quant_gemm_test.cc index 897320b30eef7..c8dbea216ec2a 100644 --- a/onnxruntime/test/contrib_ops/quant_gemm_test.cc +++ b/onnxruntime/test/contrib_ops/quant_gemm_test.cc @@ -15,11 +15,12 @@ #include #include +#include namespace onnxruntime { namespace test { -template +template void RunQuantGemmU8X8Test(const int M, const int N, const int K, @@ -29,36 +30,42 @@ void RunQuantGemmU8X8Test(const int M, bool B_is_initializer, bool per_column = false) { static std::default_random_engine e(123); - static std::uniform_int_distribution n_unsigned(0, 127); - static std::uniform_int_distribution n_xint8(std::numeric_limits::min(), std::numeric_limits::max()); + static std::uniform_int_distribution random_A(std::numeric_limits::min(), + std::numeric_limits::max()); + + constexpr int overflow_adjust = std::is_signed_v ? 2 : 1; + constexpr int random_B_min = std::numeric_limits::min() / overflow_adjust; + constexpr int random_B_max = std::numeric_limits::min() / overflow_adjust; + static std::uniform_int_distribution random_B(random_B_min, + random_B_max); static std::uniform_real_distribution n_apha(1.0f, 2.0f); static std::uniform_real_distribution n_scale(0.003f, 0.004f); Eigen::MatrixXi matrix_a = Eigen::MatrixXi::Random(K, M) - .unaryExpr([](int) { return n_unsigned(e); }); - std::vector matrix_a_data; + .unaryExpr([](int) { return random_A(e); }); + std::vector matrix_a_data; if (is_A_trans) { Eigen::MatrixXi matrix_a_trans = matrix_a.transpose().eval(); - matrix_a_data = ToVector(matrix_a_trans.data(), M * K); + matrix_a_data = ToVector(matrix_a_trans.data(), M * K); } else { - matrix_a_data = ToVector(matrix_a.data(), M * K); + matrix_a_data = ToVector(matrix_a.data(), M * K); } - uint8_t a_zero_point = GetMiddle(matrix_a_data); + ActType a_zero_point = GetMiddle(matrix_a_data); Eigen::MatrixXi matrix_a_offset = matrix_a - a_zero_point * Eigen::MatrixXi::Ones(K, M); float a_scale = n_scale(e); Eigen::MatrixXi matrix_b = Eigen::MatrixXi::Random(N, K) - .unaryExpr([](int) { return n_xint8(e); }); - std::vector matrix_b_data; + .unaryExpr([](int) { return random_B(e); }); + std::vector matrix_b_data; if (is_B_trans) { Eigen::MatrixXi matrix_b_trans = matrix_b.transpose().eval(); - matrix_b_data = ToVector(matrix_b_trans.data(), N * K); + matrix_b_data = ToVector(matrix_b_trans.data(), N * K); } else { - matrix_b_data = ToVector(matrix_b.data(), N * K); + matrix_b_data = ToVector(matrix_b.data(), N * K); } - ScalarB b_zero_point = GetMiddle(matrix_b_data); + WeightType b_zero_point = GetMiddle(matrix_b_data); std::vector b_scale({n_scale(e)}); - std::vector b_zp_per_column({b_zero_point}); + std::vector b_zp_per_column({b_zero_point}); Eigen::MatrixXi b_zp_matrix = b_zero_point * Eigen::MatrixXi::Ones(N, K); Eigen::MatrixXf b_scale_matrix = b_scale[0] * Eigen::MatrixXf::Ones(N, M); if (per_column) { @@ -74,7 +81,7 @@ void RunQuantGemmU8X8Test(const int M, float alpha = n_apha(e); Eigen::MatrixXi matrix_c = Eigen::MatrixXi::Random(N, M) - .unaryExpr([](int) { return n_xint8(e); }); + .unaryExpr([](int) { return random_A(e); }); Eigen::MatrixXi matrix_int32 = (matrix_b - b_zp_matrix) * matrix_a_offset; if (has_C) { @@ -86,12 +93,12 @@ void RunQuantGemmU8X8Test(const int M, test.AddAttribute("transA", is_A_trans ? 1 : 0); test.AddAttribute("transB", is_B_trans ? 1 : 0); test.AddAttribute("alpha", alpha); - test.AddInput("A", is_A_trans ? std::vector({K, M}) : std::vector({M, K}), std::move(matrix_a_data)); + test.AddInput("A", is_A_trans ? std::vector({K, M}) : std::vector({M, K}), std::move(matrix_a_data)); test.AddInput("a_scale", {}, {a_scale}); - test.AddInput("a_zero_point", {}, {a_zero_point}); - test.AddInput("B", is_B_trans ? std::vector({N, K}) : std::vector({K, N}), std::move(matrix_b_data), B_is_initializer); + test.AddInput("a_zero_point", {}, {a_zero_point}); + test.AddInput("B", is_B_trans ? std::vector({N, K}) : std::vector({K, N}), std::move(matrix_b_data), B_is_initializer); test.AddInput("b_scale", {SafeInt(b_scale.size())}, b_scale); - test.AddInput("b_zero_point", {SafeInt(b_zp_per_column.size())}, b_zp_per_column); + test.AddInput("b_zero_point", {SafeInt(b_zp_per_column.size())}, b_zp_per_column); if (has_C) { test.AddInput("C", {M, N}, ToVector(matrix_c.data(), M * N)); @@ -101,14 +108,14 @@ void RunQuantGemmU8X8Test(const int M, if constexpr (std::is_same_v) { test.AddOptionalInputEdge(); - test.AddOptionalInputEdge(); + test.AddOptionalInputEdge(); test.AddOutput("Y", {M, N}, std::vector(matrix_output.data(), matrix_output.data() + M * N)); } else { - std::vector quant_output(M * N); - quantization::Params quant_param = quantization::QuantizeLinear(matrix_output.data(), quant_output.data(), M * N); + std::vector quant_output(M * N); + quantization::Params quant_param = quantization::QuantizeLinear(matrix_output.data(), quant_output.data(), M * N); test.AddInput("y_scale", {}, {quant_param.scale}); - test.AddInput("y_zero_point", {}, {quant_param.zero_point}); - test.AddOutput("Y", {M, N}, quant_output); + test.AddInput("y_zero_point", {}, {quant_param.zero_point}); + test.AddOutput("Y", {M, N}, quant_output); } test.Run(); @@ -122,10 +129,13 @@ void RunQuantGemmTest(const int M, bool has_C, bool B_is_initializer, bool per_column = false) { - RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); - RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); - RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); - RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); + RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); + RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); + RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); + RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); + + RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); + RunQuantGemmU8X8Test(M, N, K, is_A_trans, is_B_trans, has_C, B_is_initializer, per_column); } void RunQuantGemmTestBatch(const int M, const int N, const int K) { diff --git a/onnxruntime/test/optimizer/qdq_transformer_test.cc b/onnxruntime/test/optimizer/qdq_transformer_test.cc index bca4eb737c81c..97a051bdfea1e 100644 --- a/onnxruntime/test/optimizer/qdq_transformer_test.cc +++ b/onnxruntime/test/optimizer/qdq_transformer_test.cc @@ -537,6 +537,173 @@ TEST(QDQTransformerTests, MatMul_S8S8U8) { QDQTransformerMatMulTests(true); } +template +void QDQTransformerGemmTests(bool has_output_q, bool has_bias, bool beta_not_one = false) { + auto test_case = [&](const std::vector& input1_shape, const std::vector& input2_shape) { + auto build_test_case = [&](ModelTestBuilder& builder) { + auto* input1_arg = builder.MakeInput(input1_shape, -1.f, 1.f); + auto* input2_arg = builder.MakeInput(input2_shape, -1.f, 1.f); + auto* output_arg = builder.MakeOutput(); + + typedef std::numeric_limits Input1Limits; + typedef std::numeric_limits Input2Limits; + typedef std::numeric_limits OutputTypeLimits; + + std::vector input_args; + + // add QDQ A + auto* q1_output = builder.MakeIntermediate(); + auto* dq1_output = builder.MakeIntermediate(); + builder.AddQuantizeLinearNode(input1_arg, + .039f, + (Input1Limits::max() + Input1Limits::min()) / 2 + 1, + q1_output); + builder.AddDequantizeLinearNode(q1_output, + .039f, + (Input2Limits::max() + Input1Limits::min()) / 2 + 1, + dq1_output); + + input_args.push_back(dq1_output); + + // add QDQ B + auto* q2_output = builder.MakeIntermediate(); + auto* dq2_output = builder.MakeIntermediate(); + builder.AddQuantizeLinearNode(input2_arg, + .04f, + (Input2Limits::max() + Input2Limits::min()) / 2 + 1, + q2_output); + builder.AddDequantizeLinearNode(q2_output, + .04f, + (Input2Limits::max() + Input2Limits::min()) / 2 + 1, + dq2_output); + input_args.push_back(dq2_output); + + if (has_bias) { + auto* dq_bias_output = builder.MakeIntermediate(); + auto* bias = builder.MakeInitializer({input2_shape[1]}, static_cast(0), static_cast(127)); + builder.AddDequantizeLinearNode(bias, 0.00156f, + 0, + dq_bias_output); + input_args.push_back(dq_bias_output); + } + + Node* gemm_node = nullptr; + + if (has_output_q) { + auto* gemm_op_output = builder.MakeIntermediate(); + gemm_node = &builder.AddNode("Gemm", input_args, {gemm_op_output}); + + // add QDQ output + auto* q3_output = builder.MakeIntermediate(); + builder.AddQuantizeLinearNode(gemm_op_output, + .039f, + (OutputTypeLimits::max() + OutputTypeLimits::min()) / 2 + 1, + q3_output); + builder.AddDequantizeLinearNode(q3_output, + .039f, + (OutputTypeLimits::max() + OutputTypeLimits::min()) / 2 + 1, + output_arg); + } else { + gemm_node = &builder.AddNode("Gemm", input_args, {output_arg}); + } + + if (beta_not_one) { + gemm_node->AddAttribute("beta", 2.0f); + } + }; + + auto check_binary_op_graph = [&](InferenceSessionWrapper& session) { + auto op_to_count = CountOpsInGraph(session.GetGraph()); + if ((!has_output_q || std::is_same_v)&& + (!has_bias || (std::is_same_v && !beta_not_one)) && + (std::is_same_v || std::is_same_v)) { + EXPECT_EQ(op_to_count["com.microsoft.QGemm"], 1); + EXPECT_EQ(op_to_count["Gemm"], 0); + EXPECT_EQ(op_to_count["QuantizeLinear"], 2); + EXPECT_EQ(op_to_count["DequantizeLinear"], has_output_q ? 1 : 0); + } else { + int q_count = 2; // Q for A and B + int dq_count = 2; // DQ for A and B + if (has_bias) { + dq_count++; + } + if (has_output_q) { + q_count++; + dq_count++; + } + EXPECT_EQ(op_to_count["com.microsoft.QGemm"], 0); + EXPECT_EQ(op_to_count["Gemm"], 1); + EXPECT_EQ(op_to_count["QuantizeLinear"], q_count); + EXPECT_EQ(op_to_count["DequantizeLinear"], dq_count); + } + }; + + TransformerTester(build_test_case, + check_binary_op_graph, + TransformerLevel::Level1, + TransformerLevel::Level2, + 12 /*opset_version*/, + 0.01 /*per_sample_tolerance*/, + 0.01 /*relative_per_sample_tolerance*/, + std::make_unique()); + }; + + test_case({2, 2}, {2, 4}); + test_case({13, 15}, {15, 15}); +} + +template +void QDQTransformerGemmTests() { + QDQTransformerGemmTests(false, false); + QDQTransformerGemmTests(false, true); + QDQTransformerGemmTests(true, false); + QDQTransformerGemmTests(true, true); + QDQTransformerGemmTests(false, false, true); + QDQTransformerGemmTests(false, true, true); + QDQTransformerGemmTests(true, false, true); + QDQTransformerGemmTests(true, true, true); +} + +TEST(QDQTransformerTests, Gemm_U8U8U8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_U8S8S8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_U8U8S8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_U8S8U8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_S8S8S8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_S8U8U8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_S8U8S8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + +TEST(QDQTransformerTests, Gemm_S8S8U8) { + QDQTransformerGemmTests(); + QDQTransformerGemmTests(); +} + TEST(QDQTransformerTests, Gather) { auto test_case = [&](const std::vector& input1_shape, const std::vector& weights_shape) { auto build_test_case = [&](ModelTestBuilder& builder) { diff --git a/onnxruntime/test/providers/cpu/math/matmul_integer_test.cc b/onnxruntime/test/providers/cpu/math/matmul_integer_test.cc index 7e41fe020a91d..489d6ff915692 100644 --- a/onnxruntime/test/providers/cpu/math/matmul_integer_test.cc +++ b/onnxruntime/test/providers/cpu/math/matmul_integer_test.cc @@ -302,12 +302,12 @@ TEST(MatmulIntegerOpTest, MatMulInteger_PerColumn_ND) { } // [M x N] = [M x K] x [K x N] = [batch_seq x input_dim] x [input_dim x embed_dim] -template +template void RunMatMulIntegerU8X8Test(const int M, const int N, const int K, bool non_zero_zp, bool B_is_initializer, bool per_column_zp = false) { OpTester test("MatMulInteger", 10); static std::default_random_engine e(123); static std::uniform_int_distribution n_unsigned(0, 127); - static std::uniform_int_distribution n_xint8(std::numeric_limits::min(), std::numeric_limits::max()); + static std::uniform_int_distribution n_xint8(std::numeric_limits::min(), std::numeric_limits::max()); Eigen::MatrixXi matrix_a = Eigen::MatrixXi::Random(K, M) .unaryExpr([](int) { return n_unsigned(e); }); @@ -317,9 +317,9 @@ void RunMatMulIntegerU8X8Test(const int M, const int N, const int K, bool non_ze Eigen::MatrixXi matrix_b = Eigen::MatrixXi::Random(N, K) .unaryExpr([](int) { return n_xint8(e); }); - std::vector matrix_b_data = ToVector(matrix_b.data(), N * K); - ScalarB b_zero_point = non_zero_zp ? GetMiddle(matrix_b_data) : 0; - std::vector b_zp_per_column(N, b_zero_point); + std::vector matrix_b_data = ToVector(matrix_b.data(), N * K); + WeightType b_zero_point = non_zero_zp ? GetMiddle(matrix_b_data) : 0; + std::vector b_zp_per_column(N, b_zero_point); Eigen::MatrixXi b_zp_matrix = b_zero_point * Eigen::MatrixXi::Ones(N, K); if (non_zero_zp && per_column_zp) { for (int i = 0; i < N; i++) { @@ -331,13 +331,13 @@ void RunMatMulIntegerU8X8Test(const int M, const int N, const int K, bool non_ze Eigen::MatrixXi matrix_c = ((matrix_b - b_zp_matrix) * matrix_a_offset).eval(); test.AddInput("T1", {M, K}, std::move(matrix_a_data)); - test.AddInput("T2", {K, N}, std::move(matrix_b_data), B_is_initializer); + test.AddInput("T2", {K, N}, std::move(matrix_b_data), B_is_initializer); if (non_zero_zp) { test.AddInput("a_zero_point", {}, {a_zero_point}); if (per_column_zp) { - test.AddInput("b_zero_point", {N}, b_zp_per_column); + test.AddInput("b_zero_point", {N}, b_zp_per_column); } else { - test.AddInput("b_zero_point", {}, {b_zero_point}); + test.AddInput("b_zero_point", {}, {b_zero_point}); } } diff --git a/onnxruntime/test/python/quantization/test_op_gemm.py b/onnxruntime/test/python/quantization/test_op_gemm.py index cf61402fa5d84..11a2ba488b4d5 100644 --- a/onnxruntime/test/python/quantization/test_op_gemm.py +++ b/onnxruntime/test/python/quantization/test_op_gemm.py @@ -130,7 +130,7 @@ def static_quant_test(self, model_fp32_path, data_reader, activation_type, weigh data_reader.rewind() quantize_static(model_fp32_path, model_int8_path, data_reader, activation_type=activation_type, weight_type=weight_type, extra_options=extra_options) - quant_nodes = {'QLinearMatMul': 2, 'QLinearAdd': 2, 'QuantizeLinear': 1, 'DequantizeLinear': 1} + quant_nodes = {'QGemm': 2, 'QuantizeLinear': 1, 'DequantizeLinear': 1} check_op_type_count(self, model_int8_path, **quant_nodes) qnode_io_qtypes = {'QuantizeLinear': [['i', 2, activation_proto_qtype], ['o', 0, activation_proto_qtype]]} qnode_io_qtypes.update({'DequantizeLinear': [['i', 2, activation_proto_qtype]]}) @@ -147,7 +147,7 @@ def static_quant_test_qdq(self, model_fp32_path, data_reader, activation_type, w data_reader.rewind() quantize_static(model_fp32_path, model_int8_path, data_reader, quant_format=QuantFormat.QDQ, activation_type=activation_type, weight_type=weight_type, extra_options=extra_options) - quant_nodes = {'MatMul': 2, 'Add': 2, 'QuantizeLinear': 5, 'DequantizeLinear': 9} + quant_nodes = {'Gemm': 2, 'QuantizeLinear': 3, 'DequantizeLinear': 7} check_op_type_count(self, model_int8_path, **quant_nodes) qnode_io_qtypes = {'QuantizeLinear': [['i', 2, activation_proto_qtype], ['o', 0, activation_proto_qtype]]} check_qtype_by_node_type(self, model_int8_path, qnode_io_qtypes) diff --git a/onnxruntime/test/testdata/kernel_def_hashes/contrib.cpu.json b/onnxruntime/test/testdata/kernel_def_hashes/contrib.cpu.json index 120e6de7c00f3..2a85dab3b5fd0 100644 --- a/onnxruntime/test/testdata/kernel_def_hashes/contrib.cpu.json +++ b/onnxruntime/test/testdata/kernel_def_hashes/contrib.cpu.json @@ -283,6 +283,10 @@ "QEmbedLayerNormalization com.microsoft CPUExecutionProvider", 9235385557940152248 ], + [ + "QGemm com.microsoft CPUExecutionProvider", + 13009794669709617232 + ], [ "QGemm com.microsoft CPUExecutionProvider", 13737193491843065240 From ad9d2e2e891714e0911ccc3fa8b70f42025b4d56 Mon Sep 17 00:00:00 2001 From: Viswanath Boga <44417868+viboga@users.noreply.github.com> Date: Thu, 3 Feb 2022 00:14:39 +0530 Subject: [PATCH 2/4] Prefix match in first iteration of beam search OP (#10231) * Add BeamSearch op schema * Add ONNX conversion for beams search * remove attention_mask and change input order * add option to run baseline * add check data type NULL * applies VerifyNodeAndOpMatch to subgraph * update input_ids shape * Add node name for Cast node * expose API for topk * parse parameters * Add beam search scorer * output results * fix typo * use c++ template and format python * fix build pipeline errors * symbolic shape infer of input onnx * output scores * add kernel def hash * Handle vocab_mask; move CheckSubgraph * undo insert_cast_transformer.cc and fusion_utils.py * fix typo * fix merge * update doc * add repetition penalty * refactoring: add GptSubgraph class * move BeamSearchState from .h to .cc file * adjust logits processor order * add batch generation example * fix repetition penalty for dup words in sequence * Add test * Add no repeat ngram processor * refactoring: move logits processor to classes * fix build warning * show latency * use allocator in beam state * use allocator in sequences * fix build error * move next_positions to beam state * Changes for prefix matching * removing debugs * removing more debugs * clean up * clean up * cpu doc updated * Updated docs * updated prefix_vocab_mask dimension in convert script * changes to support bxs prefix_vocab_mask in beamsearchop kernel * doc update * OperatorKernels.md updated * matching docs from artifacts * minor change in logits processor * Addressing comments * Updated the prefix vocab mask usage properly Co-authored-by: Tianlei Wu --- docs/ContribOperators.md | 4 +- docs/OperatorKernels.md | 2 +- .../cpu/transformers/beam_search.cc | 44 ++++++++++++++--- .../cpu/transformers/beam_search_parameters.h | 3 +- .../cpu/transformers/logits_processor.cc | 49 ++++++++++++++++++- .../cpu/transformers/logits_processor.h | 16 +++++- .../core/graph/contrib_ops/contrib_defs.cc | 1 + .../tools/transformers/convert_beam_search.py | 27 ++++++++++ 8 files changed, 134 insertions(+), 12 deletions(-) diff --git a/docs/ContribOperators.md b/docs/ContribOperators.md index ac2130f36c62e..efbdbb52a2507 100644 --- a/docs/ContribOperators.md +++ b/docs/ContribOperators.md @@ -361,7 +361,7 @@ This version of the operator has been available since version 1 of the 'com.micr
The id of the padding token
-#### Inputs (6 - 9) +#### Inputs (6 - 10)
input_ids : I
@@ -382,6 +382,8 @@ This version of the operator has been available since version 1 of the 'com.micr
The parameter for repetition penalty. Default value 1.0 means no penalty. Accepts value > 0.0. Shape is (1)
vocab_mask (optional) : M
Mask of vocabulary. Words that masked with 0 are not allowed to be generated, and 1 is allowed. Shape is (vacab_size)
+
prefix_vocab_mask (optional) : M
+
Mask of vocabulary for first step. Words that masked with 0 are not allowed to be generated, and 1 is allowed. Shape is (batch_size, vocab_size)
#### Outputs (1 - 3) diff --git a/docs/OperatorKernels.md b/docs/OperatorKernels.md index b8a46956f3899..ad4bab1d09745 100644 --- a/docs/OperatorKernels.md +++ b/docs/OperatorKernels.md @@ -377,7 +377,7 @@ Do not modify directly.* |**Operator Domain:** *com.microsoft*|||| |Attention|*in* input:**T**
*in* weight:**T**
*in* bias:**T**
*in* mask_index:**M**
*in* past:**T**
*in* extra_add:**T**
*out* output:**T**
*out* present:**T**|1+|**T** = tensor(float)| |AttnLSTM|*in* X:**T**
*in* W:**T**
*in* R:**T**
*in* B:**T**
*in* sequence_lens:**T1**
*in* initial_h:**T**
*in* initial_c:**T**
*in* P:**T**
*in* QW:**T**
*in* MW:**T**
*in* V:**T**
*in* M:**T**
*in* memory_seq_lens:**T1**
*in* AW:**T**
*out* Y:**T**
*out* Y_h:**T**
*out* Y_c:**T**|1+|**T** = tensor(double), tensor(float)
**T1** = tensor(int32)| -|BeamSearch|*in* input_ids:**I**
*in* max_length:**I**
*in* min_length:**I**
*in* num_beams:**I**
*in* num_return_sequences:**I**
*in* temperature:**T**
*in* length_penalty:**T**
*in* repetition_penalty:**T**
*in* vocab_mask:**M**
*out* sequences:**I**
*out* sequences_scores:**T**
*out* scores:**T**|1+|**T** = tensor(float)| +|BeamSearch|*in* input_ids:**I**
*in* max_length:**I**
*in* min_length:**I**
*in* num_beams:**I**
*in* num_return_sequences:**I**
*in* temperature:**T**
*in* length_penalty:**T**
*in* repetition_penalty:**T**
*in* vocab_mask:**M**
*in* prefix_vocab_mask:**M**
*out* sequences:**I**
*out* sequences_scores:**T**
*out* scores:**T**|1+|**T** = tensor(float)| |BiasGelu|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(float)| |BifurcationDetector|*in* src_tokens:**T**
*in* cur_tokens:**T**
*in* prev_suffix_match_idx:**T**
*in* pred_tokens:**T**
*out* tokens:**T**
*out* suffix_match_idx:**T**|1+|**T** = tensor(int64)| |CDist|*in* A:**T**
*in* B:**T**
*out* C:**T**|1+|**T** = tensor(double), tensor(float)| diff --git a/onnxruntime/contrib_ops/cpu/transformers/beam_search.cc b/onnxruntime/contrib_ops/cpu/transformers/beam_search.cc index 9925501b1de62..ee33ac7850c39 100644 --- a/onnxruntime/contrib_ops/cpu/transformers/beam_search.cc +++ b/onnxruntime/contrib_ops/cpu/transformers/beam_search.cc @@ -153,12 +153,14 @@ class BeamSearchImpl { Status GenerateNextToken(const OrtValue& logits, gsl::span& beam_next_tokens, gsl::span& beam_indices, - BeamSearchState& beam_state); + BeamSearchState& beam_state, + int counter); // Calculate scores from logits, then apply filtering and select next token for each beam. Status ProcessLogits(const OrtValue& logits, // logits output of subgraph BeamSearchState& beam_state, - AllocatorPtr& allocator); + AllocatorPtr& allocator, + int counter); OpKernelContextInternal& context_; @@ -292,6 +294,30 @@ Status BeamSearchImpl::CheckInputs(const OpKernelContextInternal& context) { parameters_->vocab_mask = vocab_mask->DataAsSpan(); } + const Tensor* prefix_vocab_mask = context.Input(9); + if (prefix_vocab_mask != nullptr) { + // prefix_vocab_mask is optional + const auto& vocab_mask_dims = prefix_vocab_mask->Shape().GetDims(); + if (vocab_mask_dims.size() != 2) { + return ORT_MAKE_STATUS(ONNXRUNTIME, INVALID_ARGUMENT, "Input 'prefix_vocab_mask' is expected to have 2 dimensions, got ", + vocab_mask_dims.size()); + } + + // prefix_vocab_mask first dimension should be same as the first dimension of input_ids + if (static_cast(vocab_mask_dims[0]) != static_cast(dims[0])) { + return ORT_MAKE_STATUS(ONNXRUNTIME, INVALID_ARGUMENT, "input_ids and prefix_vocab_mask must have the same batch_size"); + } + + // There is dependency on vocab_size parameter, which shall be set before calling this function. + if (static_cast(vocab_mask_dims[1]) != parameters_->vocab_size) { + return ORT_MAKE_STATUS(ONNXRUNTIME, INVALID_ARGUMENT, "Input 'prefix_vocab_mask' shape does not match with vocab_size, got ", + vocab_mask_dims[0]); + } + + // store prefix vocab mask in parameters. + parameters_->prefix_vocab_mask = prefix_vocab_mask->DataAsSpan(); + } + return Status::OK(); } @@ -346,7 +372,8 @@ template Status BeamSearchImpl::ProcessLogits( const OrtValue& logits, BeamSearchState& beam_state, - AllocatorPtr& allocator) { + AllocatorPtr& allocator, + int counter) { const int64_t batch_beam_size = static_cast(parameters_->BatchBeamSize()); const int& vocab_size = parameters_->vocab_size; @@ -394,7 +421,7 @@ Status BeamSearchImpl::ProcessLogits( #endif // Apply all score processors that updates scores - logits_processors_.Process(&(beam_state.sequences), next_token_scores); + logits_processors_.Process(&(beam_state.sequences), next_token_scores, counter); #ifdef DEBUG_BEAM_SEARCH DumpTensor("next_token_scores after logits processor", next_token_scores.data(), parameters_->batch_size, parameters_->num_beams, vocab_size); @@ -486,9 +513,10 @@ Status BeamSearchImpl::GenerateNextToken( const OrtValue& logits, gsl::span& beam_next_tokens, gsl::span& beam_indices, - BeamSearchState& beam_state) { + BeamSearchState& beam_state, + int counter) { // Process logits to get next token scores - ORT_RETURN_IF_ERROR(ProcessLogits(logits, beam_state, allocator_)); + ORT_RETURN_IF_ERROR(ProcessLogits(logits, beam_state, allocator_, counter)); gsl::span& beam_scores = beam_scorer_->GetNextScores(); // It is optional to clone beam_scores. Change it to use same buffer also works: @@ -587,7 +615,9 @@ Status BeamSearchImpl::Execute(const FeedsFetchesManager& ffm) { #endif int current_length = parameters_->sequence_length; + int iteration_counter = 0; while (current_length < parameters_->max_length) { + iteration_counter++; #ifdef DEBUG_BEAM_SEARCH DumpString("***CurrentLength", std::to_string(current_length), true); #endif @@ -600,7 +630,7 @@ Status BeamSearchImpl::Execute(const FeedsFetchesManager& ffm) { const OrtValue& logits = fetches[0]; gsl::span beam_next_tokens; gsl::span beam_indices; - ORT_RETURN_IF_ERROR(GenerateNextToken(logits, beam_next_tokens, beam_indices, beam_state)); + ORT_RETURN_IF_ERROR(GenerateNextToken(logits, beam_next_tokens, beam_indices, beam_state, iteration_counter)); // When all batches are finished, stop earlier to avoid wasting computation. if (beam_scorer_->IsDone()) { diff --git a/onnxruntime/contrib_ops/cpu/transformers/beam_search_parameters.h b/onnxruntime/contrib_ops/cpu/transformers/beam_search_parameters.h index 26de2a98408eb..389f24ecdeb66 100644 --- a/onnxruntime/contrib_ops/cpu/transformers/beam_search_parameters.h +++ b/onnxruntime/contrib_ops/cpu/transformers/beam_search_parameters.h @@ -28,7 +28,8 @@ struct BeamSearchParameters { int sequence_length; // deduce from second dimension of input_ids gsl::span vocab_mask; - + gsl::span prefix_vocab_mask; + // Parameters from outputs. bool output_scores; // whether scores existed in output diff --git a/onnxruntime/contrib_ops/cpu/transformers/logits_processor.cc b/onnxruntime/contrib_ops/cpu/transformers/logits_processor.cc index ca8e722bf8c93..6473ad5d14b5d 100644 --- a/onnxruntime/contrib_ops/cpu/transformers/logits_processor.cc +++ b/onnxruntime/contrib_ops/cpu/transformers/logits_processor.cc @@ -9,6 +9,10 @@ namespace onnxruntime { namespace contrib { namespace transformers { +// beam_search_iteration represents the current iteration counter of beam search +// This value is used to apply processors as needed in specific iteration. +static int beam_search_iteration; + template gsl::span NextTokenScores::GetScores(int batch_beam_index) { assert(batch_beam_index >= 0 && batch_beam_index < batch_beam_size); @@ -146,6 +150,41 @@ void VocabMaskLogitsProcessor::Process(const ISequences* /*sequences*/, #endif } +template +PrefixVocabMaskLogitsProcessor::PrefixVocabMaskLogitsProcessor(const gsl::span& prefix_vocab_mask, int batch_size) : prefix_vocab_mask_(prefix_vocab_mask), batch_size_(batch_size) { +} + +template +void PrefixVocabMaskLogitsProcessor::Process(const ISequences* /*sequences*/, + NextTokenScores& next_token_scores) { + assert(!prefix_vocab_mask_.empty()); + + if (beam_search_iteration > 1) { + return; + } + // next_token_scores shape (batch_size * num_beams, vocab_size) + int num_beams = next_token_scores.batch_beam_size / batch_size_; + assert(num_beams * batch_size_ == next_token_scores.batch_beam_size); + + // Process prefix vocabulary mask and set tokens with mask value 0 to -inf. + // prefix_vocab_mask shape (batch_szie, vocab_size). + T* p = next_token_scores.scores.data(); + for (int i = 0; i < batch_size_; i++) { + int prefix_vocab_mask_offset = i * next_token_scores.vocab_size; + for (int j = 0; j < num_beams; j++) { + for (int k = 0; k < next_token_scores.vocab_size; k++, p++) { + if (prefix_vocab_mask_[prefix_vocab_mask_offset + k] == 0) { + *p = std::numeric_limits::lowest(); + } + } + } + } + +#ifdef DEBUG_BEAM_SEARCH + DumpScores("PrefixVocabMaskLogitsProcessor", next_token_scores.scores); +#endif +} + template void LogitsProcessorList::Init(const BeamSearchParameters& parameters) { processor_list_.clear(); @@ -165,6 +204,11 @@ void LogitsProcessorList::Init(const BeamSearchParameters& parameters) { processor_list_.push_back(vocab_mask_processor_.get()); } + if (!parameters.prefix_vocab_mask.empty()) { + prefix_vocab_mask_processor_ = std::make_unique>(parameters.prefix_vocab_mask, parameters.batch_size); + processor_list_.push_back(prefix_vocab_mask_processor_.get()); + } + if (parameters.min_length > 0) { min_length_processor_ = std::make_unique>(parameters.min_length, parameters.eos_token_id); processor_list_.push_back(min_length_processor_.get()); @@ -176,8 +220,10 @@ void LogitsProcessorList::Init(const BeamSearchParameters& parameters) { template void LogitsProcessorList::Process(const ISequences* sequences, - gsl::span& next_token_scores) { + gsl::span& next_token_scores, + int counter) { NextTokenScores input_scores = {next_token_scores, batch_beam_size_, vocab_size_}; + beam_search_iteration = counter; for (size_t i = 0; i < processor_list_.size(); i++) { processor_list_[i]->Process(sequences, input_scores); } @@ -188,6 +234,7 @@ template class MinLengthLogitsProcessor; template class RepetitionPenaltyLogitsProcessor; template class NoRepeatNGramLogitsProcessor; template class VocabMaskLogitsProcessor; +template class PrefixVocabMaskLogitsProcessor; template class LogitsProcessorList; } // namespace transformers diff --git a/onnxruntime/contrib_ops/cpu/transformers/logits_processor.h b/onnxruntime/contrib_ops/cpu/transformers/logits_processor.h index 78fe9acf63bcb..f5985b966ba05 100644 --- a/onnxruntime/contrib_ops/cpu/transformers/logits_processor.h +++ b/onnxruntime/contrib_ops/cpu/transformers/logits_processor.h @@ -76,12 +76,25 @@ class VocabMaskLogitsProcessor : public ILogitsProcessor { gsl::span vocab_mask_; }; +template +class PrefixVocabMaskLogitsProcessor : public ILogitsProcessor { + public: + PrefixVocabMaskLogitsProcessor(const gsl::span& vocab_mask, int batch_size); + + void Process(const ISequences* sequences, + NextTokenScores& next_token_scores) override; + + private: + gsl::span prefix_vocab_mask_; + const int batch_size_; +}; + template class LogitsProcessorList { public: LogitsProcessorList() = default ; void Init(const BeamSearchParameters& parameters); - void Process(const ISequences* sequences, gsl::span& next_token_scores); + void Process(const ISequences* sequences, gsl::span& next_token_scores, int counter); private: int batch_beam_size_; @@ -91,6 +104,7 @@ class LogitsProcessorList { std::unique_ptr> repetition_penalty_processor_; std::unique_ptr> no_repeat_ngram_processor_; std::unique_ptr> vocab_mask_processor_; + std::unique_ptr> prefix_vocab_mask_processor_; std::unique_ptr> min_length_processor_; }; diff --git a/onnxruntime/core/graph/contrib_ops/contrib_defs.cc b/onnxruntime/core/graph/contrib_ops/contrib_defs.cc index fcc219799b46a..950dd1760eded 100644 --- a/onnxruntime/core/graph/contrib_ops/contrib_defs.cc +++ b/onnxruntime/core/graph/contrib_ops/contrib_defs.cc @@ -695,6 +695,7 @@ void RegisterTextGenerationSchemas() { "T", OpSchema::Optional) .Input(7, "repetition_penalty", "The parameter for repetition penalty. Default value 1.0 means no penalty. Accepts value > 0.0. Shape is (1)", "T", OpSchema::Optional) .Input(8, "vocab_mask", "Mask of vocabulary. Words that masked with 0 are not allowed to be generated, and 1 is allowed. Shape is (vacab_size)", "M", OpSchema::Optional) + .Input(9, "prefix_vocab_mask", "Mask of vocabulary for first step. Words that masked with 0 are not allowed to be generated, and 1 is allowed. Shape is (batch_size, vocab_size)", "M", OpSchema::Optional) .Output(0, "sequences", "Word IDs of generated sequences. Shape is (batch_size, num_return_sequences, max_sequence_length)", "I") .Output(1, "sequences_scores", "Final beam score of the generated sequences. Shape is (batch_size, num_return_sequences)", "T", OpSchema::Optional) .Output(2, "scores", diff --git a/onnxruntime/python/tools/transformers/convert_beam_search.py b/onnxruntime/python/tools/transformers/convert_beam_search.py index 3f251fb9ad507..8bb25fd609b15 100644 --- a/onnxruntime/python/tools/transformers/convert_beam_search.py +++ b/onnxruntime/python/tools/transformers/convert_beam_search.py @@ -128,6 +128,18 @@ def parse_arguments(argv=None): default=1, help='Positive. >1 to penalize and <1 to encorage.') + beam_search_group.add_argument('--vocab_size', + type=int, + required=False, + default=-1, + help="Vocab_size of the underlying model") + + beam_search_group.add_argument('--prefix_vocab_mask', + required=False, + action='store_true', + help="This vocab mask applies only to first iteration, enable if last word in query might need auto complete") + beam_search_group.set_defaults(prefix_vocab_mask=False) + mixed_precision_option_group = parser.add_argument_group( "mixed precision conversion parameters that works when \"--precision fp16\" is specified") @@ -230,12 +242,18 @@ def convert_model(args): pad_token_id = config.eos_token_id vocab_size = config.vocab_size + # if vocab_size is given in parameters use that. + if args.vocab_size != -1: + vocab_size = args.vocab_size + model = onnx.load(args.gpt2_onnx) model.graph.name = "gpt2 subgraph" inputs = [ "input_ids", "max_length", "min_length", "num_beams", "num_return_sequences", "temperature", "length_penalty", "repetition_penalty", "vocab_mask" ] + if args.prefix_vocab_mask: + inputs.append("prefix_vocab_mask") outputs = ["sequences"] if args.output_sequences_scores: @@ -273,6 +291,10 @@ def convert_model(args): repetition_penalty, vocab_mask ] + if args.prefix_vocab_mask: + prefix_vocab_mask = helper.make_tensor_value_info('prefix_vocab_mask', TensorProto.INT32, ['batch_size', vocab_size]) + graph_inputs.append(prefix_vocab_mask) + # graph outputs sequences = helper.make_tensor_value_info('sequences', TensorProto.INT32, ['batch_size', 'num_return_sequences', 'max_length']) @@ -301,6 +323,11 @@ def convert_model(args): def test_model(args, use_vocab_mask: bool = False, sentences: List[str] = None): + + if args.prefix_vocab_mask: + print("Skipping parity test as prefix vocab mask is not implemented by Hugging Face") + return + from transformers import GPT2Tokenizer, GPT2LMHeadModel tokenizer = GPT2Tokenizer.from_pretrained(args.model_name_or_path, cache_dir=args.cache_dir) From 6076a262dccf9b8dc024e73d7401e1183bdb234d Mon Sep 17 00:00:00 2001 From: Sunghoon <35605090+hanbitmyths@users.noreply.github.com> Date: Wed, 2 Feb 2022 15:19:40 -0800 Subject: [PATCH 3/4] upgrade react-native packages to latest (#10454) --- js/react_native/example/metro.config.js | 6 +- js/react_native/example/package.json | 6 +- js/react_native/example/yarn.lock | 3098 ++++++++--------- js/react_native/package.json | 136 +- js/react_native/yarn.lock | 4151 +++++++---------------- 5 files changed, 2754 insertions(+), 4643 deletions(-) diff --git a/js/react_native/example/metro.config.js b/js/react_native/example/metro.config.js index befddbf0934f2..584afea37647a 100644 --- a/js/react_native/example/metro.config.js +++ b/js/react_native/example/metro.config.js @@ -1,7 +1,7 @@ 'use strict'; const path = require('path'); -const blacklist = require('metro-config/src/defaults/blacklist'); +const exclusionList = require('metro-config/src/defaults/exclusionList'); const escape = require('escape-string-regexp'); const pak = require('../package.json'); @@ -16,9 +16,9 @@ module.exports = { watchFolders: [root], // We need to make sure that only one version is loaded for peerDependencies - // So we blacklist them at the root, and alias them to the versions in example's node_modules + // So we exclusionList them at the root, and alias them to the versions in example's node_modules resolver: { - blacklistRE: blacklist( + exclusionListRE: exclusionList( modules.map( (m) => new RegExp(`^${escape(path.join(root, 'node_modules', m))}\\/.*$`) diff --git a/js/react_native/example/package.json b/js/react_native/example/package.json index 7b18b665ac45f..9c16435dcd436 100644 --- a/js/react_native/example/package.json +++ b/js/react_native/example/package.json @@ -9,13 +9,13 @@ "start": "react-native start" }, "dependencies": { - "react": "16.13.1", - "react-native": "0.63.4" + "react": "^17.0.2", + "react-native": "^0.67.2" }, "devDependencies": { "@babel/core": "^7.12.10", "@babel/runtime": "^7.12.5", "babel-plugin-module-resolver": "^4.0.0", - "metro-react-native-babel-preset": "^0.64.0" + "metro-react-native-babel-preset": "^0.67.0" } } diff --git a/js/react_native/example/yarn.lock b/js/react_native/example/yarn.lock index ca887e696b545..93a42ec3c95ff 100644 --- a/js/react_native/example/yarn.lock +++ b/js/react_native/example/yarn.lock @@ -2,32 +2,32 @@ # yarn lockfile v1 -"@babel/code-frame@^7.0.0", "@babel/code-frame@^7.12.13": - version "7.12.13" - resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.12.13.tgz#dcfc826beef65e75c50e21d3837d7d95798dd658" - integrity sha512-HV1Cm0Q3ZrpCR93tkWOYiuYIgLxZXZFVG2VgK+MBWjUqZTundupbfx2aXarXuw5Ko5aMcjtJgbSs4vUGBS5v6g== - dependencies: - "@babel/highlight" "^7.12.13" - -"@babel/compat-data@^7.13.11", "@babel/compat-data@^7.13.15", "@babel/compat-data@^7.13.8": - version "7.14.0" - resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.14.0.tgz#a901128bce2ad02565df95e6ecbf195cf9465919" - integrity sha512-vu9V3uMM/1o5Hl5OekMUowo3FqXLJSw+s+66nt0fSWVWTtmosdzn45JHOB3cPtZoe6CTBDzvSw0RdOY85Q37+Q== - -"@babel/core@^7.0.0", "@babel/core@^7.12.10": - version "7.14.0" - resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.14.0.tgz#47299ff3ec8d111b493f1a9d04bf88c04e728d88" - integrity sha512-8YqpRig5NmIHlMLw09zMlPTvUVMILjqCOtVgu+TVNWEBvy9b5I3RRyhqnrV4hjgEK7n8P9OqvkWJAFmEL6Wwfw== - dependencies: - "@babel/code-frame" "^7.12.13" - "@babel/generator" "^7.14.0" - "@babel/helper-compilation-targets" "^7.13.16" - "@babel/helper-module-transforms" "^7.14.0" - "@babel/helpers" "^7.14.0" - "@babel/parser" "^7.14.0" - "@babel/template" "^7.12.13" - "@babel/traverse" "^7.14.0" - "@babel/types" "^7.14.0" +"@babel/code-frame@^7.0.0", "@babel/code-frame@^7.16.7": + version "7.16.7" + resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.16.7.tgz#44416b6bd7624b998f5b1af5d470856c40138789" + integrity sha512-iAXqUn8IIeBTNd72xsFlgaXHkMBMt6y4HJp1tIaK465CWLT/fG1aqB7ykr95gHHmlBdGbFeWWfyB4NJJ0nmeIg== + dependencies: + "@babel/highlight" "^7.16.7" + +"@babel/compat-data@^7.13.11", "@babel/compat-data@^7.16.4": + version "7.16.8" + resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.16.8.tgz#31560f9f29fdf1868de8cb55049538a1b9732a60" + integrity sha512-m7OkX0IdKLKPpBlJtF561YJal5y/jyI5fNfWbPxh2D/nbzzGI4qRyrD8xO2jB24u7l+5I2a43scCG2IrfjC50Q== + +"@babel/core@^7.1.6", "@babel/core@^7.12.10", "@babel/core@^7.14.0": + version "7.16.12" + resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.16.12.tgz#5edc53c1b71e54881315923ae2aedea2522bb784" + integrity sha512-dK5PtG1uiN2ikk++5OzSYsitZKny4wOCD0nrO4TqnW4BVBTQ2NGS3NgilvT/TEyxTST7LNyWV/T4tXDoD3fOgg== + dependencies: + "@babel/code-frame" "^7.16.7" + "@babel/generator" "^7.16.8" + "@babel/helper-compilation-targets" "^7.16.7" + "@babel/helper-module-transforms" "^7.16.7" + "@babel/helpers" "^7.16.7" + "@babel/parser" "^7.16.12" + "@babel/template" "^7.16.7" + "@babel/traverse" "^7.16.10" + "@babel/types" "^7.16.8" convert-source-map "^1.7.0" debug "^4.1.0" gensync "^1.0.0-beta.2" @@ -35,64 +35,65 @@ semver "^6.3.0" source-map "^0.5.0" -"@babel/generator@^7.14.0", "@babel/generator@^7.5.0": - version "7.14.1" - resolved "https://registry.yarnpkg.com/@babel/generator/-/generator-7.14.1.tgz#1f99331babd65700183628da186f36f63d615c93" - integrity 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"https://registry.yarnpkg.com/anymatch/-/anymatch-2.0.0.tgz#bcb24b4f37934d9aa7ac17b4adaf89e7c76ef2eb" @@ -1005,6 +1030,19 @@ anymatch@^2.0.0: micromatch "^3.1.4" normalize-path "^2.1.1" +anymatch@^3.0.3: + version "3.1.2" + resolved "https://registry.yarnpkg.com/anymatch/-/anymatch-3.1.2.tgz#c0557c096af32f106198f4f4e2a383537e378716" + integrity sha512-P43ePfOAIupkguHUycrc4qJ9kz8ZiuOUijaETwX7THt0Y/GNK7v0aa8rY816xWjZ7rJdA5XdMcpVFTKMq+RvWg== + dependencies: + normalize-path "^3.0.0" + picomatch "^2.0.4" + +appdirsjs@^1.2.4: + version "1.2.6" + resolved "https://registry.yarnpkg.com/appdirsjs/-/appdirsjs-1.2.6.tgz#fccf9ee543315492867cacfcfd4a2b32257d30ac" + integrity sha512-D8wJNkqMCeQs3kLasatELsddox/Xqkhp+J07iXGyL54fVN7oc+nmNfYzGuCs1IEP6uBw+TfpuO3JKwc+lECy4w== + argparse@^1.0.7: version "1.0.10" resolved "https://registry.yarnpkg.com/argparse/-/argparse-1.0.10.tgz#bcd6791ea5ae09725e17e5ad988134cd40b3d911" @@ -1012,29 +1050,16 @@ argparse@^1.0.7: dependencies: sprintf-js "~1.0.2" 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"https://registry.yarnpkg.com/arr-union/-/arr-union-3.1.0.tgz#e39b09aea9def866a8f206e288af63919bae39c4" @@ -1055,17 +1080,12 @@ array-reduce@~0.0.0: resolved "https://registry.yarnpkg.com/array-reduce/-/array-reduce-0.0.0.tgz#173899d3ffd1c7d9383e4479525dbe278cab5f2b" integrity sha1-FziZ0//Rx9k4PkR5Ul2+J4yrXys= -array-slice@^0.2.3: - version "0.2.3" - resolved "https://registry.yarnpkg.com/array-slice/-/array-slice-0.2.3.tgz#dd3cfb80ed7973a75117cdac69b0b99ec86186f5" - integrity sha1-3Tz7gO15c6dRF82sabC5nshhhvU= - array-unique@^0.3.2: version "0.3.2" resolved "https://registry.yarnpkg.com/array-unique/-/array-unique-0.3.2.tgz#a894b75d4bc4f6cd679ef3244a9fd8f46ae2d428" integrity sha1-qJS3XUvE9s1nnvMkSp/Y9Gri1Cg= -asap@~2.0.3, asap@~2.0.6: +asap@~2.0.6: version "2.0.6" resolved "https://registry.yarnpkg.com/asap/-/asap-2.0.6.tgz#e50347611d7e690943208bbdafebcbc2fb866d46" integrity sha1-5QNHYR1+aQlDIIu9r+vLwvuGbUY= @@ -1075,11 +1095,23 @@ assign-symbols@^1.0.0: resolved 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async@^2.4.0: version "2.6.3" resolved "https://registry.yarnpkg.com/async/-/async-2.6.3.tgz#d72625e2344a3656e3a3ad4fa749fa83299d82ff" @@ -1092,6 +1124,11 @@ atob@^2.1.2: resolved "https://registry.yarnpkg.com/atob/-/atob-2.1.2.tgz#6d9517eb9e030d2436666651e86bd9f6f13533c9" integrity sha512-Wm6ukoaOGJi/73p/cl2GvLjTI5JM1k/O14isD73YML8StrH/7/lRFgmg8nICZgD3bZZvjwCGxtMOD3wWNAu8cg== +babel-core@^7.0.0-bridge.0: + version "7.0.0-bridge.0" + resolved "https://registry.yarnpkg.com/babel-core/-/babel-core-7.0.0-bridge.0.tgz#95a492ddd90f9b4e9a4a1da14eb335b87b634ece" + integrity sha512-poPX9mZH/5CSanm50Q+1toVci6pv5KSRv/5TWCwtzQS5XEwn40BcCrgIeMFWP9CKKIniKXNxoIOnOq4VVlGXhg== + babel-plugin-dynamic-import-node@^2.3.3: version "2.3.3" resolved "https://registry.yarnpkg.com/babel-plugin-dynamic-import-node/-/babel-plugin-dynamic-import-node-2.3.3.tgz#84fda19c976ec5c6defef57f9427b3def66e17a3" @@ -1110,39 +1147,39 @@ babel-plugin-module-resolver@^4.0.0: reselect "^4.0.0" resolve "^1.13.1" 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dependencies: - string-width "^3.1.0" - strip-ansi "^5.2.0" - wrap-ansi "^5.1.0" + version "2.6.1" + resolved "https://registry.yarnpkg.com/cli-spinners/-/cli-spinners-2.6.1.tgz#adc954ebe281c37a6319bfa401e6dd2488ffb70d" + integrity sha512-x/5fWmGMnbKQAaNwN+UZlV79qBLM9JFnJuJ03gIi5whrob0xV0ofNVHy9DhwGdsMJQc2OKv0oGmLzvaqvAVv+g== cliui@^6.0.0: version "6.0.0" @@ -1460,15 +1473,15 @@ color-name@~1.1.4: resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.4.tgz#c2a09a87acbde69543de6f63fa3995c826c536a2" integrity sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA== -color-support@^1.1.3: - version "1.1.3" - resolved "https://registry.yarnpkg.com/color-support/-/color-support-1.1.3.tgz#93834379a1cc9a0c61f82f52f0d04322251bd5a2" - integrity sha512-qiBjkpbMLO/HL68y+lh4q0/O1MZFj2RX6X/KmMa3+gJD3z+WwI1ZzDHysvqHGS3mP6mznPckpXmw1nI9cJjyRg== +colorette@^1.0.7: + version "1.4.0" + resolved 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-concat-stream@^1.6.0: - version "1.6.2" - resolved "https://registry.yarnpkg.com/concat-stream/-/concat-stream-1.6.2.tgz#904bdf194cd3122fc675c77fc4ac3d4ff0fd1a34" - integrity sha512-27HBghJxjiZtIk3Ycvn/4kbJk/1uZuJFfuPEns6LaEvpvG1f0hTea8lilrouyo9mVc2GWdcEZ8OLoGmSADlrCw== - dependencies: - buffer-from "^1.0.0" - inherits "^2.0.3" - readable-stream "^2.2.2" - typedarray "^0.0.6" - connect@^3.6.5: version "3.7.0" resolved "https://registry.yarnpkg.com/connect/-/connect-3.7.0.tgz#5d49348910caa5e07a01800b030d0c35f20484f8" @@ -1541,9 +1544,9 @@ connect@^3.6.5: utils-merge "1.0.1" convert-source-map@^1.7.0: - version "1.7.0" - resolved "https://registry.yarnpkg.com/convert-source-map/-/convert-source-map-1.7.0.tgz#17a2cb882d7f77d3490585e2ce6c524424a3a442" - integrity sha512-4FJkXzKXEDB1snCFZlLP4gpC3JILicCpGbzG9f9G7tGqGCzETQ2hWPrcinA9oU4wtf2biUaEH5065UnMeR33oA== + version "1.8.0" + resolved 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cosmiconfig@^5.1.0: js-yaml "^3.13.1" parse-json "^4.0.0" -cross-spawn@^5.1.0: - version "5.1.0" - resolved "https://registry.yarnpkg.com/cross-spawn/-/cross-spawn-5.1.0.tgz#e8bd0efee58fcff6f8f94510a0a554bbfa235449" - integrity sha1-6L0O/uWPz/b4+UUQoKVUu/ojVEk= - dependencies: - lru-cache "^4.0.1" - shebang-command "^1.2.0" - which "^1.2.9" - cross-spawn@^6.0.0: version "6.0.5" resolved "https://registry.yarnpkg.com/cross-spawn/-/cross-spawn-6.0.5.tgz#4a5ec7c64dfae22c3a14124dbacdee846d80cbc4" @@ -1601,9 +1590,9 @@ cross-spawn@^6.0.0: which "^1.2.9" dayjs@^1.8.15: - version "1.10.4" - resolved "https://registry.yarnpkg.com/dayjs/-/dayjs-1.10.4.tgz#8e544a9b8683f61783f570980a8a80eaf54ab1e2" - integrity sha512-RI/Hh4kqRc1UKLOAf/T5zdMMX5DQIlDxwUe3wSyMMnEbGunnpENCdbUgM+dW7kXidZqCttBrmw7BhN4TMddkCw== + version "1.10.7" + resolved "https://registry.yarnpkg.com/dayjs/-/dayjs-1.10.7.tgz#2cf5f91add28116748440866a0a1d26f3a6ce468" + integrity 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integrity sha1-rT/0yG7C0CkyL1oCw6mmBslbP1k= -encoding@^0.1.11: - version "0.1.13" - resolved "https://registry.yarnpkg.com/encoding/-/encoding-0.1.13.tgz#56574afdd791f54a8e9b2785c0582a2d26210fa9" - integrity sha512-ETBauow1T35Y/WZMkio9jiM0Z5xjHHmJ4XmjZOq1l/dXz3lr2sRn87nJy20RupqSh1F2m3HHPSp8ShIPQJrJ3A== - dependencies: - iconv-lite "^0.6.2" - end-of-stream@^1.1.0: version "1.4.4" resolved "https://registry.yarnpkg.com/end-of-stream/-/end-of-stream-1.4.4.tgz#5ae64a5f45057baf3626ec14da0ca5e4b2431eb0" @@ -1766,12 +1743,7 @@ escape-string-regexp@^1.0.5: resolved "https://registry.yarnpkg.com/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz#1b61c0562190a8dff6ae3bb2cf0200ca130b86d4" integrity sha1-G2HAViGQqN/2rjuyzwIAyhMLhtQ= -escape-string-regexp@^2.0.0: - version "2.0.0" - resolved "https://registry.yarnpkg.com/escape-string-regexp/-/escape-string-regexp-2.0.0.tgz#a30304e99daa32e23b2fd20f51babd07cffca344" - integrity 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resolved "https://registry.yarnpkg.com/exec-sh/-/exec-sh-0.3.6.tgz#ff264f9e325519a60cb5e273692943483cca63bc" @@ -1822,13 +1789,6 @@ expand-brackets@^2.1.4: snapdragon "^0.8.1" to-regex "^3.0.1" -extend-shallow@^1.1.2: - version "1.1.4" - resolved "https://registry.yarnpkg.com/extend-shallow/-/extend-shallow-1.1.4.tgz#19d6bf94dfc09d76ba711f39b872d21ff4dd9071" - integrity sha1-Gda/lN/AnXa6cR85uHLSH/TdkHE= - dependencies: - kind-of "^1.1.0" - extend-shallow@^2.0.1: version "2.0.1" resolved "https://registry.yarnpkg.com/extend-shallow/-/extend-shallow-2.0.1.tgz#51af7d614ad9a9f610ea1bafbb989d6b1c56890f" @@ -1844,15 +1804,6 @@ extend-shallow@^3.0.0, extend-shallow@^3.0.2: assign-symbols "^1.0.0" is-extendable "^1.0.1" -external-editor@^2.0.4: - version "2.2.0" - resolved "https://registry.yarnpkg.com/external-editor/-/external-editor-2.2.0.tgz#045511cfd8d133f3846673d1047c154e214ad3d5" - integrity sha512-bSn6gvGxKt+b7+6TKEv1ZycHleA7aHhRHyAqJyp5pbUFuYYNIzpZnQDk7AsYckyWdEnTeAnay0aCy2aV6iTk9A== 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- dependencies: - core-js "^2.4.1" - fbjs-css-vars "^1.0.0" - isomorphic-fetch "^2.1.1" - loose-envify "^1.0.0" - object-assign "^4.1.0" - promise "^7.1.1" - setimmediate "^1.0.5" - ua-parser-js "^0.7.18" - -figures@^2.0.0: - version "2.0.0" - resolved "https://registry.yarnpkg.com/figures/-/figures-2.0.0.tgz#3ab1a2d2a62c8bfb431a0c94cb797a2fce27c962" - integrity sha1-OrGi0qYsi/tDGgyUy3l6L84nyWI= - dependencies: - escape-string-regexp "^1.0.5" - -file-uri-to-path@1.0.0: - version "1.0.0" - resolved "https://registry.yarnpkg.com/file-uri-to-path/-/file-uri-to-path-1.0.0.tgz#553a7b8446ff6f684359c445f1e37a05dacc33dd" - integrity sha512-0Zt+s3L7Vf1biwWZ29aARiVYLx7iMGnEUl9x33fbB/j3jR81u/O2LbqK+Bm1CDSNDKVtJ/YjwY7TUd5SkeLQLw== + bser "2.1.1" fill-range@^4.0.0: version "4.0.0" @@ -1941,6 +1835,13 @@ fill-range@^4.0.0: repeat-string "^1.6.1" to-regex-range "^2.1.0" +fill-range@^7.0.1: + version "7.0.1" + resolved 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version "3.0.3" + resolved "https://registry.yarnpkg.com/kleur/-/kleur-3.0.3.tgz#a79c9ecc86ee1ce3fa6206d1216c501f147fc07e" + integrity sha512-eTIzlVOSUR+JxdDFepEYcBMtZ9Qqdef+rnzWdRZuMbOywu5tO2w2N7rqjoANZ5k9vywhL6Br1VRjUIgTQx4E8w== + leven@^3.1.0: version "3.1.0" resolved "https://registry.yarnpkg.com/leven/-/leven-3.1.0.tgz#77891de834064cccba82ae7842bb6b14a13ed7f2" @@ -2626,7 +2520,7 @@ lodash.throttle@^4.1.1: resolved "https://registry.yarnpkg.com/lodash.throttle/-/lodash.throttle-4.1.1.tgz#c23e91b710242ac70c37f1e1cda9274cc39bf2f4" integrity sha1-wj6RtxAkKscMN/HhzaknTMOb8vQ= -lodash@^4.17.14, lodash@^4.17.15, lodash@^4.3.0: +lodash@^4.17.14, lodash@^4.17.15: version "4.17.21" resolved "https://registry.yarnpkg.com/lodash/-/lodash-4.17.21.tgz#679591c564c3bffaae8454cf0b3df370c3d6911c" integrity sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg== @@ -2654,14 +2548,6 @@ loose-envify@^1.0.0, loose-envify@^1.1.0, loose-envify@^1.4.0: dependencies: 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regjsparser "^0.6.4" - unicode-match-property-ecmascript "^1.0.4" - unicode-match-property-value-ecmascript "^1.2.0" - -regjsgen@^0.5.1: + version "4.8.0" + resolved "https://registry.yarnpkg.com/regexpu-core/-/regexpu-core-4.8.0.tgz#e5605ba361b67b1718478501327502f4479a98f0" + integrity sha512-1F6bYsoYiz6is+oz70NWur2Vlh9KWtswuRuzJOfeYUrfPX2o8n74AnUVaOGDbUqVGO9fNHu48/pjJO4sNVwsOg== + dependencies: + regenerate "^1.4.2" + regenerate-unicode-properties "^9.0.0" + regjsgen "^0.5.2" + regjsparser "^0.7.0" + unicode-match-property-ecmascript "^2.0.0" + unicode-match-property-value-ecmascript "^2.0.0" + +regjsgen@^0.5.2: version "0.5.2" resolved "https://registry.yarnpkg.com/regjsgen/-/regjsgen-0.5.2.tgz#92ff295fb1deecbf6ecdab2543d207e91aa33733" integrity sha512-OFFT3MfrH90xIW8OOSyUrk6QHD5E9JOTeGodiJeBS3J6IwlgzJMNE/1bZklWz5oTg+9dCMyEetclvCVXOPoN3A== -regjsparser@^0.6.4: - version "0.6.9" - resolved 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-run-async@^2.2.0: - version "2.4.1" - resolved "https://registry.yarnpkg.com/run-async/-/run-async-2.4.1.tgz#8440eccf99ea3e70bd409d49aab88e10c189a455" - integrity sha512-tvVnVv01b8c1RrA6Ep7JkStj85Guv/YrMcwqYQnwjsAS2cTmmPGBBjAjpCW7RrSodNSoE2/qg9O4bceNvUuDgQ== - -rx-lite-aggregates@^4.0.8: - version "4.0.8" - resolved "https://registry.yarnpkg.com/rx-lite-aggregates/-/rx-lite-aggregates-4.0.8.tgz#753b87a89a11c95467c4ac1626c4efc4e05c67be" - integrity sha1-dTuHqJoRyVRnxKwWJsTvxOBcZ74= - dependencies: - rx-lite "*" - -rx-lite@*, rx-lite@^4.0.8: - version "4.0.8" - resolved "https://registry.yarnpkg.com/rx-lite/-/rx-lite-4.0.8.tgz#0b1e11af8bc44836f04a6407e92da42467b79444" - integrity sha1-Cx4Rr4vESDbwSmQH6S2kJGe3lEQ= - safe-buffer@5.1.2, safe-buffer@~5.1.0, safe-buffer@~5.1.1: version "5.1.2" resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.1.2.tgz#991ec69d296e0313747d59bdfd2b745c35f8828d" @@ -3693,11 +3612,6 @@ safe-regex@^1.1.0: dependencies: ret "~0.1.10" -"safer-buffer@>= 2.1.2 < 3", "safer-buffer@>= 2.1.2 < 3.0.0": - version "2.1.2" - resolved "https://registry.yarnpkg.com/safer-buffer/-/safer-buffer-2.1.2.tgz#44fa161b0187b9549dd84bb91802f9bd8385cd6a" - integrity sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg== - sane@^4.0.3: version "4.1.0" resolved "https://registry.yarnpkg.com/sane/-/sane-4.1.0.tgz#ed881fd922733a6c461bc189dc2b6c006f3ffded" @@ -3718,10 +3632,10 @@ sax@^1.2.1: resolved "https://registry.yarnpkg.com/sax/-/sax-1.2.4.tgz#2816234e2378bddc4e5354fab5caa895df7100d9" integrity sha512-NqVDv9TpANUjFm0N8uM5GxL36UgKi9/atZw+x7YFnQ8ckwFGKrl4xX4yWtrey3UJm5nP1kUbnYgLopqWNSRhWw== -scheduler@0.19.1: - version "0.19.1" - resolved "https://registry.yarnpkg.com/scheduler/-/scheduler-0.19.1.tgz#4f3e2ed2c1a7d65681f4c854fa8c5a1ccb40f196" - integrity sha512-n/zwRWRYSUj0/3g/otKDRPMh6qv2SYMWNq85IEa8iZyAv8od9zDYpGSnpBEjNgcMNq6Scbu5KfIPxNF72R/2EA== +scheduler@^0.20.2: + version "0.20.2" + resolved 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"https://registry.yarnpkg.com/semver/-/semver-6.3.0.tgz#ee0a64c8af5e8ceea67687b133761e1becbd1d3d" integrity sha512-b39TBaTSfV6yBrapU89p5fKekE2m/NwnDocOVruQFS1/veMgdzuPcnOM34M6CwxW8jH/lxEa5rBoDeUwu5HHTw== -send@0.17.1: - version "0.17.1" - resolved "https://registry.yarnpkg.com/send/-/send-0.17.1.tgz#c1d8b059f7900f7466dd4938bdc44e11ddb376c8" - integrity sha512-BsVKsiGcQMFwT8UxypobUKyv7irCNRHk1T0G680vk88yf6LBByGcZJOTJCrTP2xVN6yI+XjPJcNuE3V4fT9sAg== +send@0.17.2: + version "0.17.2" + resolved "https://registry.yarnpkg.com/send/-/send-0.17.2.tgz#926622f76601c41808012c8bf1688fe3906f7820" + integrity sha512-UJYB6wFSJE3G00nEivR5rgWp8c2xXvJ3OPWPhmuteU0IKj8nKbG3DrjiOmLwpnHGYWAVwA69zmTm++YG0Hmwww== dependencies: debug "2.6.9" depd "~1.1.2" @@ -3753,9 +3667,9 @@ send@0.17.1: escape-html "~1.0.3" etag "~1.8.1" fresh "0.5.2" - http-errors "~1.7.2" + http-errors "1.8.1" mime "1.6.0" - ms "2.1.1" + ms "2.1.3" on-finished "~2.3.0" range-parser "~1.2.1" statuses "~1.5.0" @@ -3766,14 +3680,14 @@ serialize-error@^2.1.0: integrity sha1-ULZ51WNc34Rme9yOWa9OW4HV9go= serve-static@^1.13.1: - version "1.14.1" - resolved "https://registry.yarnpkg.com/serve-static/-/serve-static-1.14.1.tgz#666e636dc4f010f7ef29970a88a674320898b2f9" - integrity sha512-JMrvUwE54emCYWlTI+hGrGv5I8dEwmco/00EvkzIIsR7MqrHonbD9pO2MOfFnpFntl7ecpZs+3mW+XbQZu9QCg== + version "1.14.2" + resolved "https://registry.yarnpkg.com/serve-static/-/serve-static-1.14.2.tgz#722d6294b1d62626d41b43a013ece4598d292bfa" + integrity sha512-+TMNA9AFxUEGuC0z2mevogSnn9MXKb4fa7ngeRMJaaGv8vTwnIEkKi+QGvPt33HSnf8pRS+WGM0EbMtCJLKMBQ== dependencies: encodeurl "~1.0.2" escape-html "~1.0.3" parseurl "~1.3.3" - send "0.17.1" + send "0.17.2" set-blocking@^2.0.0: version "2.0.0" @@ -3790,15 +3704,10 @@ set-value@^2.0.0, set-value@^2.0.1: is-plain-object "^2.0.3" split-string "^3.0.1" -setimmediate@^1.0.5: - version "1.0.5" - resolved "https://registry.yarnpkg.com/setimmediate/-/setimmediate-1.0.5.tgz#290cbb232e306942d7d7ea9b83732ab7856f8285" - 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sha512-ts/8E8l5b7kY0vlWLewOkDXMmPdLcVV4GmOQLyxuSswIJsweeFZtAsMF7k1Nszz+TYBQrlYRmzOnr398y1JemQ== dependencies: - makeerror "1.0.x" + makeerror "1.0.12" wcwidth@^1.0.1: version "1.0.1" @@ -4283,11 +4156,24 @@ wcwidth@^1.0.1: dependencies: defaults "^1.0.3" -whatwg-fetch@>=0.10.0, whatwg-fetch@^3.0.0: +webidl-conversions@^3.0.0: + version "3.0.1" + resolved "https://registry.yarnpkg.com/webidl-conversions/-/webidl-conversions-3.0.1.tgz#24534275e2a7bc6be7bc86611cc16ae0a5654871" + integrity sha1-JFNCdeKnvGvnvIZhHMFq4KVlSHE= + +whatwg-fetch@^3.0.0: version "3.6.2" resolved "https://registry.yarnpkg.com/whatwg-fetch/-/whatwg-fetch-3.6.2.tgz#dced24f37f2624ed0281725d51d0e2e3fe677f8c" integrity sha512-bJlen0FcuU/0EMLrdbJ7zOnW6ITZLrZMIarMUVmdKtsGvZna8vxKYaexICWPfZ8qwf9fzNq+UEIZrnSaApt6RA== +whatwg-url@^5.0.0: + version "5.0.0" + resolved "https://registry.yarnpkg.com/whatwg-url/-/whatwg-url-5.0.0.tgz#966454e8765462e37644d3626f6742ce8b70965d" + integrity sha1-lmRU6HZUYuN2RNNib2dCzotwll0= + dependencies: + tr46 "~0.0.3" + webidl-conversions "^3.0.0" + which-module@^2.0.0: version "2.0.0" resolved "https://registry.yarnpkg.com/which-module/-/which-module-2.0.0.tgz#d9ef07dce77b9902b8a3a8fa4b31c3e3f7e6e87a" @@ -4300,20 +4186,6 @@ which@^1.2.9: dependencies: isexe "^2.0.0" -wordwrap@^1.0.0: - version "1.0.0" - resolved "https://registry.yarnpkg.com/wordwrap/-/wordwrap-1.0.0.tgz#27584810891456a4171c8d0226441ade90cbcaeb" - integrity sha1-J1hIEIkUVqQXHI0CJkQa3pDLyus= - -wrap-ansi@^5.1.0: - version "5.1.0" - resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-5.1.0.tgz#1fd1f67235d5b6d0fee781056001bfb694c03b09" - integrity sha512-QC1/iN/2/RPVJ5jYK8BGttj5z83LmSKmvbvrXPNCLZSEb32KKVDJDl/MOt2N01qU2H/FkzEa9PKto1BqDjtd7Q== - dependencies: - ansi-styles "^3.2.0" - string-width "^3.0.0" - strip-ansi "^5.0.0" - wrap-ansi@^6.2.0: version "6.2.0" resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-6.2.0.tgz#e9393ba07102e6c91a3b221478f0257cd2856e53" @@ -4328,6 +4200,15 @@ wrappy@1: resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f" integrity sha1-tSQ9jz7BqjXxNkYFvA0QNuMKtp8= +write-file-atomic@^2.3.0: + version "2.4.3" + resolved "https://registry.yarnpkg.com/write-file-atomic/-/write-file-atomic-2.4.3.tgz#1fd2e9ae1df3e75b8d8c367443c692d4ca81f481" + integrity sha512-GaETH5wwsX+GcnzhPgKcKjJ6M2Cq3/iZp1WyY/X1CSqrW+jVNM9Y7D8EC2sM4ZG/V8wZlSniJnCKWPmBYAucRQ== + dependencies: + graceful-fs "^4.1.11" + imurmurhash "^0.1.4" + signal-exit "^3.0.2" + ws@^1.1.0, ws@^1.1.5: version "1.1.5" resolved "https://registry.yarnpkg.com/ws/-/ws-1.1.5.tgz#cbd9e6e75e09fc5d2c90015f21f0c40875e0dd51" @@ -4336,10 +4217,17 @@ ws@^1.1.0, ws@^1.1.5: options ">=0.0.5" ultron "1.0.x" +ws@^6.1.4: + version "6.2.2" + resolved "https://registry.yarnpkg.com/ws/-/ws-6.2.2.tgz#dd5cdbd57a9979916097652d78f1cc5faea0c32e" + integrity sha512-zmhltoSR8u1cnDsD43TX59mzoMZsLKqUweyYBAIvTngR3shc0W6aOZylZmq/7hqyVxPdi+5Ud2QInblgyE72fw== + dependencies: + async-limiter "~1.0.0" + ws@^7: - version "7.4.5" - resolved "https://registry.yarnpkg.com/ws/-/ws-7.4.5.tgz#a484dd851e9beb6fdb420027e3885e8ce48986c1" - integrity sha512-xzyu3hFvomRfXKH8vOFMU3OguG6oOvhXMo3xsGy3xWExqaM2dxBbVxuD99O7m3ZUFMvvscsZDqxfgMaRr/Nr1g== + version "7.5.6" + resolved "https://registry.yarnpkg.com/ws/-/ws-7.5.6.tgz#e59fc509fb15ddfb65487ee9765c5a51dec5fe7b" + integrity sha512-6GLgCqo2cy2A2rjCNFlxQS6ZljG/coZfZXclldI8FB/1G3CCI36Zd8xy2HrFVACi8tfk5XrgLQEk+P0Tnz9UcA== xcode@^2.0.0: version "2.1.0" @@ -4361,16 +4249,6 @@ xmldoc@^1.1.2: dependencies: sax "^1.2.1" -xmldom@^0.5.0: - version "0.5.0" - resolved "https://registry.yarnpkg.com/xmldom/-/xmldom-0.5.0.tgz#193cb96b84aa3486127ea6272c4596354cb4962e" - integrity sha512-Foaj5FXVzgn7xFzsKeNIde9g6aFBxTPi37iwsno8QvApmtg7KYrr+OPyRHcJF7dud2a5nGRBXK3n0dL62Gf7PA== - -xpipe@^1.0.5: - version "1.0.5" - resolved "https://registry.yarnpkg.com/xpipe/-/xpipe-1.0.5.tgz#8dd8bf45fc3f7f55f0e054b878f43a62614dafdf" - integrity sha1-jdi/Rfw/f1Xw4FS4ePQ6YmFNr98= - xtend@~4.0.1: version "4.0.2" resolved "https://registry.yarnpkg.com/xtend/-/xtend-4.0.2.tgz#bb72779f5fa465186b1f438f674fa347fdb5db54" @@ -4381,19 +4259,6 @@ y18n@^4.0.0: resolved "https://registry.yarnpkg.com/y18n/-/y18n-4.0.3.tgz#b5f259c82cd6e336921efd7bfd8bf560de9eeedf" integrity sha512-JKhqTOwSrqNA1NY5lSztJ1GrBiUodLMmIZuLiDaMRJ+itFd+ABVE8XBjOvIWL+rSqNDC74LCSFmlb/U4UZ4hJQ== -yallist@^2.1.2: - version "2.1.2" - resolved "https://registry.yarnpkg.com/yallist/-/yallist-2.1.2.tgz#1c11f9218f076089a47dd512f93c6699a6a81d52" - integrity sha1-HBH5IY8HYImkfdUS+TxmmaaoHVI= - -yargs-parser@^15.0.1: - version "15.0.1" - resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-15.0.1.tgz#54786af40b820dcb2fb8025b11b4d659d76323b3" - integrity sha512-0OAMV2mAZQrs3FkNpDQcBk1x5HXb8X4twADss4S0Iuk+2dGnLOE/fRHrsYm542GduMveyA77OF4wrNJuanRCWw== - dependencies: - camelcase "^5.0.0" - decamelize "^1.2.0" - yargs-parser@^18.1.2: version "18.1.3" resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-18.1.3.tgz#be68c4975c6b2abf469236b0c870362fab09a7b0" @@ -4402,24 +4267,7 @@ yargs-parser@^18.1.2: camelcase "^5.0.0" decamelize "^1.2.0" -yargs@^14.2.0: - version "14.2.3" - resolved "https://registry.yarnpkg.com/yargs/-/yargs-14.2.3.tgz#1a1c3edced1afb2a2fea33604bc6d1d8d688a414" - integrity sha512-ZbotRWhF+lkjijC/VhmOT9wSgyBQ7+zr13+YLkhfsSiTriYsMzkTUFP18pFhWwBeMa5gUc1MzbhrO6/VB7c9Xg== - dependencies: - cliui "^5.0.0" - decamelize "^1.2.0" - find-up "^3.0.0" - get-caller-file "^2.0.1" - require-directory "^2.1.1" - require-main-filename "^2.0.0" - set-blocking "^2.0.0" - string-width "^3.0.0" - which-module "^2.0.0" - y18n "^4.0.0" - yargs-parser "^15.0.1" - -yargs@^15.1.0: +yargs@^15.1.0, yargs@^15.3.1: version "15.4.1" resolved "https://registry.yarnpkg.com/yargs/-/yargs-15.4.1.tgz#0d87a16de01aee9d8bec2bfbf74f67851730f4f8" integrity sha512-aePbxDmcYW++PaqBsJ+HYUFwCdv4LVvdnhBy78E57PIor8/OVvhMrADFFEDh8DHDFRv/O9i3lPhsENjO7QX0+A== diff --git a/js/react_native/package.json b/js/react_native/package.json index 280693f36ad46..336e24b646228 100644 --- a/js/react_native/package.json +++ b/js/react_native/package.json @@ -1,111 +1,91 @@ { - "react-native": "lib/index", - "module": "dist/module/index", + "react-native": "lib/index", + "module": "dist/module/index", "jest": { "modulePathIgnorePatterns": [ - "/example/node_modules", + "/example/node_modules", "/dist/" - ], + ], "preset": "react-native" - }, + }, "keywords": [ - "react-native", - "ios", - "android", - "ONNX", - "ONNXRuntime", + "react-native", + "ios", + "android", + "ONNX", + "ONNXRuntime", "ONNX Runtime" - ], + ], "devDependencies": { - "@release-it/conventional-changelog": "^3.3.0", "@types/fs-extra": "^9.0.11", - "@types/jest": "^27.0.3", - "@types/react": "^17.0.37", - "@types/react-native": "0.66.8", - "jest": "^27.4.3", - "pod-install": "^0.1.0", + "@types/jest": "^27.4.0", + "@types/react": "^17.0.38", + "@types/react-native": "^0.66.15", + "jest": "^27.4.7", + "pod-install": "^0.1.31", "prettier": "^2.0.5", - "react": "17.0.2", - "react-native": "0.66.3", + "react": "^17.0.2", + "react-native": "^0.67.2", "react-native-builder-bob": "^0.18.2", - "release-it": "^14.2.2", - "typescript": "^4.1.3" + "typescript": "^4.5.5" }, "peerDependencies": { - "react": "*", + "react": "*", "react-native": "*" - }, - "author": "ONNX Runtime", + }, + "author": "ONNX Runtime", "publishConfig": { "registry": "https://registry.npmjs.org/" - }, - "source": "lib/index", - "version": "1.11.0", - "release-it": { - "npm": { - "publish": true - }, - "git": { - "commitMessage": "chore: release ${version}", - "tagName": "v${version}" - }, - "plugins": { - "@release-it/conventional-changelog": { - "preset": "angular" - } - }, - "github": { - "release": true - } - }, - "main": "dist/commonjs/index", - "homepage": "https://github.com/Microsoft/onnxruntime/js/react_native#readme", + }, + "source": "lib/index", + "version": "1.11.0", + "main": "dist/commonjs/index", + "homepage": "https://github.com/Microsoft/onnxruntime/js/react_native#readme", "files": [ - "lib", - "dist", - "android", - "ios/*.h", - "ios/*.mm", - "onnxruntime-react-native.podspec", - "!dist/commonjs/*.js.map", - "!dist/module/*.js.map", - "!android/.gitignore", - "!android/.idea", + "lib", + "dist", + "android", + "ios/*.h", + "ios/*.mm", + "onnxruntime-react-native.podspec", + "!dist/commonjs/*.js.map", + "!dist/module/*.js.map", + "!android/.gitignore", + "!android/.idea", "!android/build" - ], - "description": "Onnxruntime bridge for react native", - "repository": "https://github.com/Microsoft/onnxruntime.git", + ], + "description": "Onnxruntime bridge for react native", + "repository": "https://github.com/Microsoft/onnxruntime.git", "react-native-builder-bob": { - "source": "lib", + "source": "lib", "targets": [ - "commonjs", - "module", + "commonjs", + "module", [ - "typescript", + "typescript", { "project": "tsconfig.build.json" } ] - ], + ], "output": "dist" - }, + }, "dependencies": { - "buffer": "^6.0.3", + "buffer": "^6.0.3", "onnxruntime-common": "file:../common" - }, + }, "scripts": { - "typescript": "tsc --noEmit", - "prepare": "bob build", - "bootstrap": "yarn example && yarn && yarn pods", - "release": "release-it", - "test": "jest", - "prepack": "tsc --build ./tsconfig.scripts.json && node ./scripts/prepack", - "pods": "cd example && pod-install --quiet", + "typescript": "tsc --noEmit", + "prepare": "bob build", + "bootstrap": "yarn example && yarn && yarn pods", + "test": "jest", + "prepack": "tsc --build ./tsconfig.scripts.json && node ./scripts/prepack", + "pods": "cd example && pod-install --quiet", "example": "yarn --cwd example" - }, - "types": "dist/typescript/index.d.ts", - "name": "onnxruntime-react-native", - "license": "MIT", + }, + "types": "dist/typescript/index.d.ts", + "name": "onnxruntime-react-native", + "license": "MIT", "bugs": { "url": "https://github.com/Microsoft/onnxruntime/issues" } diff --git a/js/react_native/yarn.lock b/js/react_native/yarn.lock index c1683a8239064..d270f2a69f11b 100644 --- a/js/react_native/yarn.lock +++ b/js/react_native/yarn.lock @@ -2,32 +2,32 @@ # yarn lockfile v1 -"@babel/code-frame@^7.0.0", "@babel/code-frame@^7.12.13", "@babel/code-frame@^7.16.0": - version "7.16.0" - resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.16.0.tgz#0dfc80309beec8411e65e706461c408b0bb9b431" - integrity sha512-IF4EOMEV+bfYwOmNxGzSnjR2EmQod7f1UXOpZM3l4i4o4QNwzjtJAu/HxdjHq0aYBvdqMuQEY1eg0nqW9ZPORA== - dependencies: - "@babel/highlight" "^7.16.0" - -"@babel/compat-data@^7.13.11", "@babel/compat-data@^7.16.0", "@babel/compat-data@^7.16.4": - version "7.16.4" - resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.16.4.tgz#081d6bbc336ec5c2435c6346b2ae1fb98b5ac68e" - integrity 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-caniuse-lite@^1.0.30001280: - version "1.0.30001285" - resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001285.tgz#fe1e52229187e11d6670590790d669b9e03315b7" - integrity sha512-KAOkuUtcQ901MtmvxfKD+ODHH9YVDYnBt+TGYSz2KIfnq22CiArbUxXPN9067gNbgMlnNYRSwho8OPXZPALB9Q== +caniuse-lite@^1.0.30001286: + version "1.0.30001305" + resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001305.tgz#02cd8031df07c4fcb117aa2ecc4899122681bd4c" + integrity sha512-p7d9YQMji8haf0f+5rbcv9WlQ+N5jMPfRAnUmZRlNxsNeBO3Yr7RYG6M2uTY1h9tCVdlkJg6YNNc4kiAiBLdWA== capture-exit@^2.0.0: version "2.0.0" @@ -2471,14 +2186,6 @@ capture-exit@^2.0.0: dependencies: rsvp "^4.8.4" -chalk@4.1.2, chalk@^4.0.0, chalk@^4.1.0, chalk@^4.1.1, chalk@^4.1.2: - version "4.1.2" - resolved "https://registry.yarnpkg.com/chalk/-/chalk-4.1.2.tgz#aac4e2b7734a740867aeb16bf02aad556a1e7a01" - integrity sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA== - 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-crypto-random-string@^2.0.0: - version "2.0.0" - resolved "https://registry.yarnpkg.com/crypto-random-string/-/crypto-random-string-2.0.0.tgz#ef2a7a966ec11083388369baa02ebead229b30d5" - integrity sha512-v1plID3y9r/lPhviJ1wrXpLeyUIGAZ2SHNYTEapm7/8A9nLPoyvVp3RK/EPFqn5kEznyWgYZNsRtYYIWbuG8KA== - cssom@^0.4.4: version "0.4.4" resolved "https://registry.yarnpkg.com/cssom/-/cssom-0.4.4.tgz#5a66cf93d2d0b661d80bf6a44fb65f5c2e4e0a10" @@ -2996,11 +2489,6 @@ csstype@^3.0.2: resolved "https://registry.yarnpkg.com/csstype/-/csstype-3.0.10.tgz#2ad3a7bed70f35b965707c092e5f30b327c290e5" integrity sha512-2u44ZG2OcNUO9HDp/Jl8C07x6pU/eTR3ncV91SiK3dhG9TWvRVsCoJw14Ckx5DgWkzGA3waZWO3d7pgqpUI/XA== -dargs@^7.0.0: - version "7.0.0" - resolved "https://registry.yarnpkg.com/dargs/-/dargs-7.0.0.tgz#04015c41de0bcb69ec84050f3d9be0caf8d6d5cc" - integrity sha512-2iy1EkLdlBzQGvbweYRFxmFath8+K7+AKB0TlhHWkNuH+TmovaMH/Wp7V7R4u7f4SnX3OgLsU9t1NI9ioDnUpg== - data-urls@^2.0.0: version "2.0.0" resolved "https://registry.yarnpkg.com/data-urls/-/data-urls-2.0.0.tgz#156485a72963a970f5d5821aaf642bef2bf2db9b" @@ -3010,11 +2498,6 @@ data-urls@^2.0.0: whatwg-mimetype "^2.3.0" whatwg-url "^8.0.0" -dateformat@^3.0.0: - version "3.0.3" - resolved "https://registry.yarnpkg.com/dateformat/-/dateformat-3.0.3.tgz#a6e37499a4d9a9cf85ef5872044d62901c9889ae" - integrity sha512-jyCETtSl3VMZMWeRo7iY1FL19ges1t55hMo5yaam4Jrsm5EPL89UQkoQRyiI+Yf4k8r2ZpdngkV8hr1lIdjb3Q== - dayjs@^1.8.15: version "1.10.7" resolved "https://registry.yarnpkg.com/dayjs/-/dayjs-1.10.7.tgz#2cf5f91add28116748440866a0a1d26f3a6ce468" @@ -3034,22 +2517,7 @@ debug@4, debug@^4.1.0, debug@^4.1.1: dependencies: ms "2.1.2" -debug@4.3.2: - version "4.3.2" - resolved "https://registry.yarnpkg.com/debug/-/debug-4.3.2.tgz#f0a49c18ac8779e31d4a0c6029dfb76873c7428b" - integrity sha512-mOp8wKcvj7XxC78zLgw/ZA+6TSgkoE2C/ienthhRD298T7UNwAg9diBpLRxC0mOezLl4B0xV7M0cCO6P/O0Xhw== - dependencies: - ms "2.1.2" - -decamelize-keys@^1.1.0: - version "1.1.0" - 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"1.1.3" - resolved "https://registry.yarnpkg.com/defer-to-connect/-/defer-to-connect-1.1.3.tgz#331ae050c08dcf789f8c83a7b81f0ed94f4ac591" - integrity sha512-0ISdNousHvZT2EiFlZeZAHBUvSxmKswVCEf8hW7KWgG4a8MVEu/3Vb6uWYozkjylyCxe0JBIiRB1jV45S70WVQ== - -defer-to-connect@^2.0.0: - version "2.0.1" - resolved "https://registry.yarnpkg.com/defer-to-connect/-/defer-to-connect-2.0.1.tgz#8016bdb4143e4632b77a3449c6236277de520587" - integrity sha512-4tvttepXG1VaYGrRibk5EwJd1t4udunSOVMdLSAL6mId1ix438oPwPZMALY41FCijukO1L0twNcGsdzS7dHgDg== - define-properties@^1.1.3: version "1.1.3" resolved "https://registry.yarnpkg.com/define-properties/-/define-properties-1.1.3.tgz#cf88da6cbee26fe6db7094f61d870cbd84cee9f1" @@ -3178,19 +2617,6 @@ depd@~1.1.2: resolved "https://registry.yarnpkg.com/depd/-/depd-1.1.2.tgz#9bcd52e14c097763e749b274c4346ed2e560b5a9" integrity sha1-m81S4UwJd2PnSbJ0xDRu0uVgtak= -deprecated-obj@2.0.0: - version "2.0.0" - resolved 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signal-exit "^3.0.3" + strip-final-newline "^2.0.0" + exit@^0.1.2: version "0.1.2" resolved "https://registry.yarnpkg.com/exit/-/exit-0.1.2.tgz#0632638f8d877cc82107d30a0fff1a17cba1cd0c" @@ -3419,17 +2828,15 @@ expand-brackets@^2.1.4: snapdragon "^0.8.1" to-regex "^3.0.1" -expect@^27.4.2: - version "27.4.2" - resolved "https://registry.yarnpkg.com/expect/-/expect-27.4.2.tgz#4429b0f7e307771d176de9bdf23229b101db6ef6" - integrity sha512-BjAXIDC6ZOW+WBFNg96J22D27Nq5ohn+oGcuP2rtOtcjuxNoV9McpQ60PcQWhdFOSBIQdR72e+4HdnbZTFSTyg== +expect@^27.4.6: + version "27.4.6" + resolved "https://registry.yarnpkg.com/expect/-/expect-27.4.6.tgz#f335e128b0335b6ceb4fcab67ece7cbd14c942e6" + integrity sha512-1M/0kAALIaj5LaG66sFJTbRsWTADnylly82cu4bspI0nl+pgP4E6Bh/aqdHlTUjul06K7xQnnrAoqfxVU0+/ag== dependencies: "@jest/types" "^27.4.2" - ansi-styles "^5.0.0" jest-get-type "^27.4.0" - jest-matcher-utils "^27.4.2" - jest-message-util "^27.4.2" - jest-regex-util "^27.4.0" + jest-matcher-utils "^27.4.6" + jest-message-util "^27.4.6" extend-shallow@^2.0.1: version "2.0.1" @@ -3446,15 +2853,6 @@ extend-shallow@^3.0.0, extend-shallow@^3.0.2: assign-symbols "^1.0.0" is-extendable "^1.0.1" -external-editor@^3.0.3: - version "3.1.0" - resolved "https://registry.yarnpkg.com/external-editor/-/external-editor-3.1.0.tgz#cb03f740befae03ea4d283caed2741a83f335495" - integrity sha512-hMQ4CX1p1izmuLYyZqLMO/qGNw10wSv9QDCPfzXfyFrOaCSSoRfqE1Kf1s5an66J5JZC62NewG+mK49jOCtQew== - dependencies: - chardet "^0.7.0" - iconv-lite "^0.4.24" - tmp "^0.0.33" - extglob@^2.0.4: version "2.0.4" resolved "https://registry.yarnpkg.com/extglob/-/extglob-2.0.4.tgz#ad00fe4dc612a9232e8718711dc5cb5ab0285543" @@ -3469,10 +2867,10 @@ extglob@^2.0.4: snapdragon "^0.8.1" to-regex "^3.0.1" -fast-glob@^3.1.1: - version "3.2.7" - resolved "https://registry.yarnpkg.com/fast-glob/-/fast-glob-3.2.7.tgz#fd6cb7a2d7e9aa7a7846111e85a196d6b2f766a1" - integrity 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dependencies: to-regex-range "^5.0.1" -filter-obj@^1.1.0: - version "1.1.0" - resolved "https://registry.yarnpkg.com/filter-obj/-/filter-obj-1.1.0.tgz#9b311112bc6c6127a16e016c6c5d7f19e0805c5b" - integrity sha1-mzERErxsYSehbgFsbF1/GeCAXFs= - finalhandler@1.1.2: version "1.1.2" resolved "https://registry.yarnpkg.com/finalhandler/-/finalhandler-1.1.2.tgz#b7e7d000ffd11938d0fdb053506f6ebabe9f587d" @@ -3555,13 +2941,6 @@ find-cache-dir@^2.0.0: make-dir "^2.0.0" pkg-dir "^3.0.0" -find-up@^2.0.0: - version "2.1.0" - resolved "https://registry.yarnpkg.com/find-up/-/find-up-2.1.0.tgz#45d1b7e506c717ddd482775a2b77920a3c0c57a7" - integrity sha1-RdG35QbHF93UgndaK3eSCjwMV6c= - dependencies: - locate-path "^2.0.0" - find-up@^3.0.0: version "3.0.0" resolved "https://registry.yarnpkg.com/find-up/-/find-up-3.0.0.tgz#49169f1d7993430646da61ecc5ae355c21c97b73" @@ -3577,15 +2956,10 @@ find-up@^4.0.0, find-up@^4.1.0: locate-path "^5.0.0" path-exists "^4.0.0" -flat@^5.0.2: - version "5.0.2" - resolved 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"https://registry.yarnpkg.com/form-data/-/form-data-4.0.0.tgz#93919daeaf361ee529584b9b31664dc12c9fa452" - integrity sha512-ETEklSGi5t0QMZuiXoA/Q6vcnxcLQP5vdugSpuAyi6SVGi2clPPp+xgEhuMaHC+zGgn31Kd235W35f7Hykkaww== - dependencies: - asynckit "^0.4.0" - combined-stream "^1.0.8" - mime-types "^2.1.12" - form-data@^3.0.0: version "3.0.1" resolved "https://registry.yarnpkg.com/form-data/-/form-data-3.0.1.tgz#ebd53791b78356a99af9a300d4282c4d5eb9755f" @@ -3694,24 +3059,14 @@ get-package-type@^0.1.0: resolved "https://registry.yarnpkg.com/get-package-type/-/get-package-type-0.1.0.tgz#8de2d803cff44df3bc6c456e6668b36c3926e11a" integrity sha512-pjzuKtY64GYfWizNAJ0fr9VqttZkNiK2iS430LtIHzjBEr6bX8Am2zm4sW4Ro5wjWW5cAlRL1qAMTcXbjNAO2Q== -get-pkg-repo@^4.0.0: - version "4.2.1" - resolved "https://registry.yarnpkg.com/get-pkg-repo/-/get-pkg-repo-4.2.1.tgz#75973e1c8050c73f48190c52047c4cee3acbf385" - integrity sha512-2+QbHjFRfGB74v/pYWjd5OhU3TDIC2Gv/YKUTk/tCvAz0pkn/Mz6P3uByuBimLOcPvN2jYdScl3xGFSrx0jEcA== - dependencies: - "@hutson/parse-repository-url" "^3.0.0" - hosted-git-info "^4.0.0" - through2 "^2.0.0" - yargs "^16.2.0" - -get-stream@^4.0.0, get-stream@^4.1.0: +get-stream@^4.0.0: version "4.1.0" resolved "https://registry.yarnpkg.com/get-stream/-/get-stream-4.1.0.tgz#c1b255575f3dc21d59bfc79cd3d2b46b1c3a54b5" integrity sha512-GMat4EJ5161kIy2HevLlr4luNjBgvmj413KaQA7jt4V8B4RDsfpHk7WQ9GVqfYyyx8OS/L66Kox+rJRNklLK7w== dependencies: pump "^3.0.0" -get-stream@^5.0.0, get-stream@^5.1.0: +get-stream@^5.0.0: version "5.2.0" resolved "https://registry.yarnpkg.com/get-stream/-/get-stream-5.2.0.tgz#4966a1795ee5ace65e706c4b7beb71257d6e22d3" integrity sha512-nBF+F1rAZVCu/p7rjzgA+Yb4lfYXrpl7a6VmJrU8wF9I1CKvP/QwPNZHnOlwbTkY6dvtFIzFMSyQXbLoTQPRpA== @@ -3728,55 +3083,6 @@ get-value@^2.0.3, get-value@^2.0.6: resolved "https://registry.yarnpkg.com/get-value/-/get-value-2.0.6.tgz#dc15ca1c672387ca76bd37ac0a395ba2042a2c28" integrity sha1-3BXKHGcjh8p2vTesCjlbogQqLCg= -git-raw-commits@^2.0.8: - version "2.0.10" - resolved "https://registry.yarnpkg.com/git-raw-commits/-/git-raw-commits-2.0.10.tgz#e2255ed9563b1c9c3ea6bd05806410290297bbc1" - integrity sha512-sHhX5lsbG9SOO6yXdlwgEMQ/ljIn7qMpAbJZCGfXX2fq5T8M5SrDnpYk9/4HswTildcIqatsWa91vty6VhWSaQ== - dependencies: - dargs "^7.0.0" - lodash "^4.17.15" - meow "^8.0.0" - split2 "^3.0.0" - through2 "^4.0.0" - -git-remote-origin-url@^2.0.0: - version "2.0.0" - resolved "https://registry.yarnpkg.com/git-remote-origin-url/-/git-remote-origin-url-2.0.0.tgz#5282659dae2107145a11126112ad3216ec5fa65f" - integrity sha1-UoJlna4hBxRaERJhEq0yFuxfpl8= - dependencies: - gitconfiglocal "^1.0.0" - pify "^2.3.0" - -git-semver-tags@^4.1.1: - version "4.1.1" - resolved "https://registry.yarnpkg.com/git-semver-tags/-/git-semver-tags-4.1.1.tgz#63191bcd809b0ec3e151ba4751c16c444e5b5780" - integrity sha512-OWyMt5zBe7xFs8vglMmhM9lRQzCWL3WjHtxNNfJTMngGym7pC1kh8sP6jevfydJ6LP3ZvGxfb6ABYgPUM0mtsA== - dependencies: - meow "^8.0.0" - semver "^6.0.0" - -git-up@^4.0.0: - version "4.0.5" - resolved "https://registry.yarnpkg.com/git-up/-/git-up-4.0.5.tgz#e7bb70981a37ea2fb8fe049669800a1f9a01d759" - integrity sha512-YUvVDg/vX3d0syBsk/CKUTib0srcQME0JyHkL5BaYdwLsiCslPWmDSi8PUMo9pXYjrryMcmsCoCgsTpSCJEQaA== - dependencies: - is-ssh "^1.3.0" - parse-url "^6.0.0" - -git-url-parse@11.6.0: - version "11.6.0" - resolved "https://registry.yarnpkg.com/git-url-parse/-/git-url-parse-11.6.0.tgz#c634b8de7faa66498a2b88932df31702c67df605" - integrity sha512-WWUxvJs5HsyHL6L08wOusa/IXYtMuCAhrMmnTjQPpBU0TTHyDhnOATNH3xNQz7YOQUsqIIPTGr4xiVti1Hsk5g== - dependencies: - git-up "^4.0.0" - -gitconfiglocal@^1.0.0: - version "1.0.0" - resolved "https://registry.yarnpkg.com/gitconfiglocal/-/gitconfiglocal-1.0.0.tgz#41d045f3851a5ea88f03f24ca1c6178114464b9b" - integrity sha1-QdBF84UaXqiPA/JMocYXgRRGS5s= - dependencies: - ini "^1.3.2" - glob-parent@^5.1.2: version "5.1.2" resolved "https://registry.yarnpkg.com/glob-parent/-/glob-parent-5.1.2.tgz#869832c58034fe68a4093c17dc15e8340d8401c4" @@ -3784,7 +3090,7 @@ glob-parent@^5.1.2: dependencies: is-glob "^4.0.1" -glob@^7.0.0, glob@^7.1.1, glob@^7.1.2, glob@^7.1.3, glob@^7.1.4, glob@^7.1.6: +glob@^7.1.1, glob@^7.1.2, glob@^7.1.3, glob@^7.1.4, glob@^7.1.6: version "7.2.0" resolved "https://registry.yarnpkg.com/glob/-/glob-7.2.0.tgz#d15535af7732e02e948f4c41628bd910293f6023" integrity sha512-lmLf6gtyrPq8tTjSmrO94wBeQbFR3HbLHbuyD69wuyQkImp2hWqMGB47OX65FBkPffO641IP9jWa1z4ivqG26Q== @@ -3796,85 +3102,27 @@ glob@^7.0.0, glob@^7.1.1, glob@^7.1.2, glob@^7.1.3, glob@^7.1.4, glob@^7.1.6: once "^1.3.0" path-is-absolute "^1.0.0" -global-dirs@^3.0.0: - version "3.0.0" - resolved "https://registry.yarnpkg.com/global-dirs/-/global-dirs-3.0.0.tgz#70a76fe84ea315ab37b1f5576cbde7d48ef72686" - integrity sha512-v8ho2DS5RiCjftj1nD9NmnfaOzTdud7RRnVd9kFNOjqZbISlx5DQ+OrTkywgd0dIt7oFCvKetZSHoHcP3sDdiA== - dependencies: - ini "2.0.0" - globals@^11.1.0: version "11.12.0" resolved 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"^1.0.1" - mimic-response "^1.0.1" - p-cancelable "^1.0.0" - to-readable-stream "^1.0.0" - url-parse-lax "^3.0.0" - -graceful-fs@^4.1.11, graceful-fs@^4.1.15, graceful-fs@^4.1.2, graceful-fs@^4.1.3, graceful-fs@^4.1.6, graceful-fs@^4.1.9, graceful-fs@^4.2.0, graceful-fs@^4.2.4: - version "4.2.8" - resolved "https://registry.yarnpkg.com/graceful-fs/-/graceful-fs-4.2.8.tgz#e412b8d33f5e006593cbd3cee6df9f2cebbe802a" - integrity sha512-qkIilPUYcNhJpd33n0GBXTB1MMPp14TxEsEs0pTrsSVucApsYzW5V+Q8Qxhik6KU3evy+qkAAowTByymK0avdg== - -handlebars@^4.7.6: - version "4.7.7" - resolved "https://registry.yarnpkg.com/handlebars/-/handlebars-4.7.7.tgz#9ce33416aad02dbd6c8fafa8240d5d98004945a1" - integrity sha512-aAcXm5OAfE/8IXkcZvCepKU3VzW1/39Fb5ZuqMtgI/hT8X2YgoMvBY5dLhq/cpOvw7Lk1nK/UF71aLG/ZnVYRA== - dependencies: - minimist "^1.2.5" - neo-async "^2.6.0" - source-map "^0.6.1" - wordwrap "^1.0.0" - optionalDependencies: - uglify-js "^3.1.4" - -hard-rejection@^2.1.0: - version "2.1.0" - resolved 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"1.0.3" resolved "https://registry.yarnpkg.com/has/-/has-1.0.3.tgz#722d7cbfc1f6aa8241f16dd814e011e1f41e8796" @@ -3951,18 +3194,6 @@ hermes-profile-transformer@^0.0.6: dependencies: source-map "^0.7.3" -hosted-git-info@^2.1.4: - version "2.8.9" - resolved "https://registry.yarnpkg.com/hosted-git-info/-/hosted-git-info-2.8.9.tgz#dffc0bf9a21c02209090f2aa69429e1414daf3f9" - integrity sha512-mxIDAb9Lsm6DoOJ7xH+5+X4y1LU/4Hi50L9C5sIswK3JzULS4bwk1FvjdBgvYR4bzT4tuUQiC15FE2f5HbLvYw== - -hosted-git-info@^4.0.0, hosted-git-info@^4.0.1: - version "4.0.2" - resolved "https://registry.yarnpkg.com/hosted-git-info/-/hosted-git-info-4.0.2.tgz#5e425507eede4fea846b7262f0838456c4209961" - integrity sha512-c9OGXbZ3guC/xOlCg1Ci/VgWlwsqDv1yMQL1CWqXDL0hDjXuNcq0zuR4xqPSuasI3kqFDhqSyTjREz5gzq0fXg== - dependencies: - lru-cache "^6.0.0" - html-encoding-sniffer@^2.0.1: version "2.0.1" resolved "https://registry.yarnpkg.com/html-encoding-sniffer/-/html-encoding-sniffer-2.0.1.tgz#42a6dc4fd33f00281176e8b23759ca4e4fa185f3" @@ -3975,21 +3206,16 @@ html-escaper@^2.0.0: resolved "https://registry.yarnpkg.com/html-escaper/-/html-escaper-2.0.2.tgz#dfd60027da36a36dfcbe236262c00a5822681453" integrity sha512-H2iMtd0I4Mt5eYiapRdIDjp+XzelXQ0tFE4JS7YFwFevXXMmOp9myNrUvCg0D6ws8iqkRPBfKHgbwig1SmlLfg== -http-cache-semantics@^4.0.0: - version "4.1.0" - resolved "https://registry.yarnpkg.com/http-cache-semantics/-/http-cache-semantics-4.1.0.tgz#49e91c5cbf36c9b94bcfcd71c23d5249ec74e390" - integrity sha512-carPklcUh7ROWRK7Cv27RPtdhYhUsela/ue5/jKzjegVvXDqM2ILE9Q2BGn9JZJh1g87cp56su/FgQSzcWS8cQ== - -http-errors@~1.7.2: - version "1.7.3" - resolved "https://registry.yarnpkg.com/http-errors/-/http-errors-1.7.3.tgz#6c619e4f9c60308c38519498c14fbb10aacebb06" - integrity sha512-ZTTX0MWrsQ2ZAhA1cejAwDLycFsd7I7nVtnkT3Ol0aqodaKW+0CTZDQ1uBv5whptCnc8e8HeRRJxRs0kmm/Qfw== +http-errors@1.8.1: + version "1.8.1" + resolved "https://registry.yarnpkg.com/http-errors/-/http-errors-1.8.1.tgz#7c3f28577cbc8a207388455dbd62295ed07bd68c" + integrity sha512-Kpk9Sm7NmI+RHhnj6OIWDI1d6fIoFAtFt9RLaTMRlg/8w49juAStsrBgp0Dp4OdxdVbRIeKhtCUvoi/RuAhO4g== dependencies: depd "~1.1.2" inherits "2.0.4" - setprototypeof "1.1.1" + setprototypeof "1.2.0" statuses ">= 1.5.0 < 2" - toidentifier "1.0.0" + toidentifier "1.0.1" http-proxy-agent@^4.0.1: version "4.0.1" @@ -4000,14 +3226,6 @@ http-proxy-agent@^4.0.1: agent-base "6" debug "4" -http2-wrapper@^1.0.0-beta.5.2: - version "1.0.3" - resolved "https://registry.yarnpkg.com/http2-wrapper/-/http2-wrapper-1.0.3.tgz#b8f55e0c1f25d4ebd08b3b0c2c079f9590800b3d" - integrity sha512-V+23sDMr12Wnz7iTcDeJr3O6AIxlnvT/bmaAAAP/Xda35C90p9599p0F1eHR/N1KILWSoWVAiOMFjBBXaXSMxg== - dependencies: - quick-lru "^5.1.1" - resolve-alpn "^1.0.0" - https-proxy-agent@^5.0.0: version "5.0.0" resolved "https://registry.yarnpkg.com/https-proxy-agent/-/https-proxy-agent-5.0.0.tgz#e2a90542abb68a762e0a0850f6c9edadfd8506b2" @@ -4026,35 +3244,28 @@ human-signals@^2.1.0: resolved "https://registry.yarnpkg.com/human-signals/-/human-signals-2.1.0.tgz#dc91fcba42e4d06e4abaed33b3e7a3c02f514ea0" integrity sha512-B4FFZ6q/T2jhhksgkbEW3HBvWIfDW85snkQgawt07S7J5QXTk6BkNV+0yAeZrM5QpMAdYlocGoljn0sJ/WQkFw== -iconv-lite@0.4.24, iconv-lite@^0.4.24: +iconv-lite@0.4.24: version "0.4.24" resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.4.24.tgz#2022b4b25fbddc21d2f524974a474aafe733908b" integrity sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA== dependencies: safer-buffer ">= 2.1.2 < 3" -ieee754@^1.1.13, ieee754@^1.2.1: +ieee754@^1.2.1: version "1.2.1" resolved "https://registry.yarnpkg.com/ieee754/-/ieee754-1.2.1.tgz#8eb7a10a63fff25d15a57b001586d177d1b0d352" integrity 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"^3.0.0" - is-path-inside "^3.0.2" - -is-interactive@^1.0.0: - version "1.0.0" - resolved "https://registry.yarnpkg.com/is-interactive/-/is-interactive-1.0.0.tgz#cea6e6ae5c870a7b0a0004070b7b587e0252912e" - integrity sha512-2HvIEKRoqS62guEC+qBjpvRubdX910WCMuJTZ+I9yvqKU2/12eSL549HMwtabb4oupdj2sMP50k+XJfB/8JE6w== - -is-npm@^5.0.0: - version "5.0.0" - resolved "https://registry.yarnpkg.com/is-npm/-/is-npm-5.0.0.tgz#43e8d65cc56e1b67f8d47262cf667099193f45a8" - integrity sha512-WW/rQLOazUq+ST/bCAVBp/2oMERWLsR7OrKyt052dNDk4DHcDE0/7QSXITlmi+VBcV13DfIbysG3tZJm5RfdBA== - is-number@^3.0.0: version "3.0.0" resolved "https://registry.yarnpkg.com/is-number/-/is-number-3.0.0.tgz#24fd6201a4782cf50561c810276afc7d12d71195" @@ -4341,11 +3475,6 @@ is-number@^7.0.0: resolved "https://registry.yarnpkg.com/is-number/-/is-number-7.0.0.tgz#7535345b896734d5f80c4d06c50955527a14f12b" integrity sha512-41Cifkg6e8TylSpdtTpeLVMqvSBEVzTttHvERD741+pnZ8ANv0004MRL43QKPDlK9cGvNp6NZWZUBlbGXYxxng== -is-obj@^2.0.0: - version 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dependencies: unc-path-regex "^0.1.2" -is-unicode-supported@^0.1.0: - version "0.1.0" - resolved "https://registry.yarnpkg.com/is-unicode-supported/-/is-unicode-supported-0.1.0.tgz#3f26c76a809593b52bfa2ecb5710ed2779b522a7" - integrity sha512-knxG2q4UC3u8stRGyAVJCOdxFmv5DZiRcdlIaAQXAbSfJya+OhopNotLQrstBhququ4ZpuKbDc/8S6mgXgPFPw== - is-windows@^1.0.1, is-windows@^1.0.2: version "1.0.2" resolved "https://registry.yarnpkg.com/is-windows/-/is-windows-1.0.2.tgz#d1850eb9791ecd18e6182ce12a30f396634bb19d" @@ -4436,18 +3536,6 @@ is-wsl@^1.1.0: resolved "https://registry.yarnpkg.com/is-wsl/-/is-wsl-1.1.0.tgz#1f16e4aa22b04d1336b66188a66af3c600c3a66d" integrity sha1-HxbkqiKwTRM2tmGIpmrzxgDDpm0= -is-wsl@^2.1.1: - version "2.2.0" - resolved "https://registry.yarnpkg.com/is-wsl/-/is-wsl-2.2.0.tgz#74a4c76e77ca9fd3f932f290c17ea326cd157271" - integrity sha512-fKzAra0rGJUUBwGBgNkHZuToZcn+TtXHpeCgmkMJMMYx1sQDYaCSyjJBSCa2nH1DGm7s3n1oBnohoVTBaN7Lww== - dependencies: - is-docker "^2.0.0" - -is-yarn-global@^0.3.0: - version "0.3.0" - resolved "https://registry.yarnpkg.com/is-yarn-global/-/is-yarn-global-0.3.0.tgz#d502d3382590ea3004893746754c89139973e232" - integrity sha512-VjSeb/lHmkoyd8ryPVIKvOCn4D1koMqY+vqyjjUfc3xyKtP4dYOxM44sZrnqQSzSds3xyOrUTLTC9LVCVgLngw== - isarray@1.0.0, isarray@~1.0.0: version "1.0.0" resolved "https://registry.yarnpkg.com/isarray/-/isarray-1.0.0.tgz#bb935d48582cba168c06834957a54a3e07124f11" @@ -4475,17 +3563,7 @@ istanbul-lib-coverage@^3.0.0, istanbul-lib-coverage@^3.2.0: resolved "https://registry.yarnpkg.com/istanbul-lib-coverage/-/istanbul-lib-coverage-3.2.0.tgz#189e7909d0a39fa5a3dfad5b03f71947770191d3" integrity sha512-eOeJ5BHCmHYvQK7xt9GkdHuzuCGS1Y6g9Gvnx3Ym33fz/HpLRYxiS0wHNr+m/MBC8B647Xt608vCDEvhl9c6Mw== -istanbul-lib-instrument@^4.0.3: - version "4.0.3" - resolved "https://registry.yarnpkg.com/istanbul-lib-instrument/-/istanbul-lib-instrument-4.0.3.tgz#873c6fff897450118222774696a3f28902d77c1d" - integrity 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pretty-format "^27.4.2" + pretty-format "^27.4.6" -jest-message-util@^27.4.2: - version "27.4.2" - resolved "https://registry.yarnpkg.com/jest-message-util/-/jest-message-util-27.4.2.tgz#07f3f1bf207d69cf798ce830cc57f1a849f99388" - integrity sha512-OMRqRNd9E0DkBLZpFtZkAGYOXl6ZpoMtQJWTAREJKDOFa0M6ptB7L67tp+cszMBkvSgKOhNtQp2Vbcz3ZZKo/w== +jest-message-util@^27.4.6: + version "27.4.6" + resolved "https://registry.yarnpkg.com/jest-message-util/-/jest-message-util-27.4.6.tgz#9fdde41a33820ded3127465e1a5896061524da31" + integrity sha512-0p5szriFU0U74czRSFjH6RyS7UYIAkn/ntwMuOwTGWrQIOh5NzXXrq72LOqIkJKKvFbPq+byZKuBz78fjBERBA== dependencies: "@babel/code-frame" "^7.12.13" "@jest/types" "^27.4.2" @@ -4759,14 +3836,14 @@ jest-message-util@^27.4.2: chalk "^4.0.0" graceful-fs "^4.2.4" micromatch "^4.0.4" - pretty-format "^27.4.2" + pretty-format "^27.4.6" slash "^3.0.0" stack-utils "^2.0.3" -jest-mock@^27.4.2: - version "27.4.2" - resolved 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sha1-597mbjXW/Bb3EP6R1c9p9w8IkR0= -json-buffer@3.0.0: - version "3.0.0" - resolved "https://registry.yarnpkg.com/json-buffer/-/json-buffer-3.0.0.tgz#5b1f397afc75d677bde8bcfc0e47e1f9a3d9a898" - integrity sha1-Wx85evx11ne96Lz8Dkfh+aPZqJg= - -json-buffer@3.0.1: - version "3.0.1" - resolved "https://registry.yarnpkg.com/json-buffer/-/json-buffer-3.0.1.tgz#9338802a30d3b6605fbe0613e094008ca8c05a13" - integrity sha512-4bV5BfR2mqfQTJm+V5tPPdf+ZpuhiIvTuAB5g8kcrXOZpTT/QwwVRWBywX1ozr6lEuPdbHxwaJlm9G6mI2sfSQ== - json-parse-better-errors@^1.0.1: version "1.0.2" resolved "https://registry.yarnpkg.com/json-parse-better-errors/-/json-parse-better-errors-1.0.2.tgz#bb867cfb3450e69107c131d1c514bab3dc8bcaa9" @@ -5127,11 +4188,6 @@ json-parse-even-better-errors@^2.3.0: resolved "https://registry.yarnpkg.com/json-parse-even-better-errors/-/json-parse-even-better-errors-2.3.1.tgz#7c47805a94319928e05777405dc12e1f7a4ee02d" integrity sha512-xyFwyhro/JEof6Ghe2iz2NcXoj2sloNsWr/XsERDK/oiPCfaNhl5ONfp+jQdAZRQQ0IJWNzH9zIZF7li91kh2w== -json-stringify-safe@^5.0.1: - version "5.0.1" - resolved "https://registry.yarnpkg.com/json-stringify-safe/-/json-stringify-safe-5.0.1.tgz#1296a2d58fd45f19a0f6ce01d65701e2c735b6eb" - integrity sha1-Epai1Y/UXxmg9s4B1lcB4sc1tus= - json5@^2.1.2, json5@^2.1.3: version "2.2.0" resolved "https://registry.yarnpkg.com/json5/-/json5-2.2.0.tgz#2dfefe720c6ba525d9ebd909950f0515316c89a3" @@ -5167,25 +4223,6 @@ jsonify@~0.0.0: resolved "https://registry.yarnpkg.com/jsonify/-/jsonify-0.0.0.tgz#2c74b6ee41d93ca51b7b5aaee8f503631d252a73" integrity sha1-LHS27kHZPKUbe1qu6PUDYx0lKnM= -jsonparse@^1.2.0: - version "1.3.1" - resolved "https://registry.yarnpkg.com/jsonparse/-/jsonparse-1.3.1.tgz#3f4dae4a91fac315f71062f8521cc239f1366280" - integrity sha1-P02uSpH6wxX3EGL4UhzCOfE2YoA= - -keyv@^3.0.0: - version "3.1.0" - resolved 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kind-of@^6.0.3: +kind-of@^6.0.0, kind-of@^6.0.2: version "6.0.3" resolved "https://registry.yarnpkg.com/kind-of/-/kind-of-6.0.3.tgz#07c05034a6c349fa06e24fa35aa76db4580ce4dd" integrity sha512-dcS1ul+9tmeD95T+x28/ehLgd9mENa3LsvDTtzm3vyBEO7RPptvAD+t44WVXaUjTBRcrpFeFlC8WCruUR456hw== @@ -5222,13 +4259,6 @@ kleur@^3.0.3: resolved "https://registry.yarnpkg.com/kleur/-/kleur-3.0.3.tgz#a79c9ecc86ee1ce3fa6206d1216c501f147fc07e" integrity sha512-eTIzlVOSUR+JxdDFepEYcBMtZ9Qqdef+rnzWdRZuMbOywu5tO2w2N7rqjoANZ5k9vywhL6Br1VRjUIgTQx4E8w== -latest-version@^5.1.0: - version "5.1.0" - resolved "https://registry.yarnpkg.com/latest-version/-/latest-version-5.1.0.tgz#119dfe908fe38d15dfa43ecd13fa12ec8832face" - integrity sha512-weT+r0kTkRQdCdYCNtkMwWXQTMEswKrFBkm4ckQOMVhhqhIMI1UT2hMj+1iigIhgSZm5gTmrRXBNoGUgaTY1xA== - dependencies: - package-json "^6.3.0" - leven@^3.1.0: version "3.1.0" resolved "https://registry.yarnpkg.com/leven/-/leven-3.1.0.tgz#77891de834064cccba82ae7842bb6b14a13ed7f2" @@ -5247,24 +4277,6 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-5285,17 +4297,12 @@ lodash.debounce@^4.0.8: resolved "https://registry.yarnpkg.com/lodash.debounce/-/lodash.debounce-4.0.8.tgz#82d79bff30a67c4005ffd5e2515300ad9ca4d7af" integrity sha1-gteb/zCmfEAF/9XiUVMArZyk168= -lodash.ismatch@^4.4.0: - version "4.4.0" - resolved "https://registry.yarnpkg.com/lodash.ismatch/-/lodash.ismatch-4.4.0.tgz#756cb5150ca3ba6f11085a78849645f188f85f37" - integrity sha1-dWy1FQyjum8RCFp4hJZF8Yj4Xzc= - lodash.throttle@^4.1.1: version "4.1.1" resolved "https://registry.yarnpkg.com/lodash.throttle/-/lodash.throttle-4.1.1.tgz#c23e91b710242ac70c37f1e1cda9274cc39bf2f4" integrity sha1-wj6RtxAkKscMN/HhzaknTMOb8vQ= -lodash@4.17.21, lodash@^4.17.14, lodash@^4.17.15, lodash@^4.17.20, lodash@^4.17.21, lodash@^4.7.0: +lodash@^4.17.14, lodash@^4.17.15, lodash@^4.7.0: version "4.17.21" resolved "https://registry.yarnpkg.com/lodash/-/lodash-4.17.21.tgz#679591c564c3bffaae8454cf0b3df370c3d6911c" integrity 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"https://registry.yarnpkg.com/make-dir/-/make-dir-2.1.0.tgz#5f0310e18b8be898cc07009295a30ae41e91e6f5" @@ -5380,16 +4364,6 @@ map-cache@^0.2.2: resolved "https://registry.yarnpkg.com/map-cache/-/map-cache-0.2.2.tgz#c32abd0bd6525d9b051645bb4f26ac5dc98a0dbf" integrity sha1-wyq9C9ZSXZsFFkW7TyasXcmKDb8= -map-obj@^1.0.0: - version "1.0.1" - resolved "https://registry.yarnpkg.com/map-obj/-/map-obj-1.0.1.tgz#d933ceb9205d82bdcf4886f6742bdc2b4dea146d" - integrity sha1-2TPOuSBdgr3PSIb2dCvcK03qFG0= - -map-obj@^4.0.0: - version "4.3.0" - resolved "https://registry.yarnpkg.com/map-obj/-/map-obj-4.3.0.tgz#9304f906e93faae70880da102a9f1df0ea8bb05a" - integrity sha512-hdN1wVrZbb29eBGiGjJbeP8JbKjq1urkHJ/LIP/NY48MZ1QVXUsQBV1G1zvYFHn1XE06cwjBsOI2K3Ulnj1YXQ== - map-visit@^1.0.0: version "1.0.0" resolved "https://registry.yarnpkg.com/map-visit/-/map-visit-1.0.0.tgz#ecdca8f13144e660f1b5bd41f12f3479d98dfb8f" @@ -5397,29 +4371,12 @@ map-visit@^1.0.0: dependencies: object-visit "^1.0.0" -meow@^8.0.0: - version 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"https://registry.yarnpkg.com/minimatch/-/minimatch-3.0.4.tgz#5166e286457f03306064be5497e8dbb0c3d32083" @@ -5771,15 +4713,6 @@ minimatch@^3.0.2, minimatch@^3.0.4: dependencies: brace-expansion "^1.1.7" -minimist-options@4.1.0: - version "4.1.0" - resolved "https://registry.yarnpkg.com/minimist-options/-/minimist-options-4.1.0.tgz#c0655713c53a8a2ebd77ffa247d342c40f010619" - integrity sha512-Q4r8ghd80yhO/0j1O3B2BjweX3fiHg9cdOwjJd2J76Q135c+NDxGCqdYKQ1SKBuFfgWbAUzBfvYjPUEeNgqN1A== - dependencies: - arrify "^1.0.1" - is-plain-obj "^1.1.0" - kind-of "^6.0.3" - minimist@^1.1.1, minimist@^1.2.0, minimist@^1.2.5: version "1.2.5" resolved "https://registry.yarnpkg.com/minimist/-/minimist-1.2.5.tgz#67d66014b66a6a8aaa0c083c5fd58df4e4e97602" @@ -5800,30 +4733,20 @@ mkdirp@^0.5.1: dependencies: minimist "^1.2.5" -modify-values@^1.0.0: - version "1.0.1" - resolved "https://registry.yarnpkg.com/modify-values/-/modify-values-1.0.1.tgz#b3939fa605546474e3e3e3c63d64bd43b4ee6022" - integrity 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"https://registry.yarnpkg.com/object-keys/-/object-keys-1.1.1.tgz#1c47f272df277f3b1daf061677d9c82e2322c60e" @@ -6056,15 +4937,7 @@ onetime@^5.1.0, onetime@^5.1.2: mimic-fn "^2.1.0" "onnxruntime-common@file:../common": - version "1.10.0" - -open@7.4.2: - version "7.4.2" - resolved "https://registry.yarnpkg.com/open/-/open-7.4.2.tgz#b8147e26dcf3e426316c730089fd71edd29c2321" - integrity sha512-MVHddDVweXZF3awtlAS+6pgKLlm/JgxZ90+/NBurBoQctVOOB/zDdVjcyPzQ+0laDGbsWgrRkflI65sQeOgT9Q== - dependencies: - is-docker "^2.0.0" - is-wsl "^2.1.1" + version "1.11.0" open@^6.2.0: version "6.4.0" @@ -6090,21 +4963,6 @@ options@>=0.0.5: resolved "https://registry.yarnpkg.com/options/-/options-0.0.6.tgz#ec22d312806bb53e731773e7cdaefcf1c643128f" integrity sha1-7CLTEoBrtT5zF3Pnza788cZDEo8= -ora@5.4.1, ora@^5.4.1: - version "5.4.1" - resolved "https://registry.yarnpkg.com/ora/-/ora-5.4.1.tgz#1b2678426af4ac4a509008e5e4ac9e9959db9e18" - integrity 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+os-tmpdir@^1.0.0: version "1.0.2" resolved "https://registry.yarnpkg.com/os-tmpdir/-/os-tmpdir-1.0.2.tgz#bbe67406c79aa85c5cfec766fe5734555dfa1274" integrity sha1-u+Z0BseaqFxc/sdm/lc0VV36EnQ= -p-cancelable@^1.0.0: - version "1.1.0" - resolved "https://registry.yarnpkg.com/p-cancelable/-/p-cancelable-1.1.0.tgz#d078d15a3af409220c886f1d9a0ca2e441ab26cc" - integrity sha512-s73XxOZ4zpt1edZYZzvhqFa6uvQc1vwUa0K0BdtIZgQMAJj9IbebH+JkgKZc9h+B05PKHLOTl4ajG1BmNrVZlw== - -p-cancelable@^2.0.0: - version "2.1.1" - resolved "https://registry.yarnpkg.com/p-cancelable/-/p-cancelable-2.1.1.tgz#aab7fbd416582fa32a3db49859c122487c5ed2cf" - integrity sha512-BZOr3nRQHOntUjTrH8+Lh54smKHoHyur8We1V8DSMVrl5A2malOOwuJRnKRDjSnkoeBh4at6BwEnb5I7Jl31wg== - p-finally@^1.0.0: version "1.0.0" resolved "https://registry.yarnpkg.com/p-finally/-/p-finally-1.0.0.tgz#3fbcfb15b899a44123b34b6dcc18b724336a2cae" integrity sha1-P7z7FbiZpEEjs0ttzBi3JDNqLK4= -p-limit@^1.1.0: - version "1.3.0" - resolved 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@@ -6606,8 +5311,8 @@ react-native@0.66.3: pretty-format "^26.5.2" promise "^8.0.3" prop-types "^15.7.2" - react-devtools-core "^4.13.0" - react-native-codegen "^0.0.7" + react-devtools-core "4.19.1" + react-native-codegen "^0.0.8" react-refresh "^0.4.0" regenerator-runtime "^0.13.2" scheduler "^0.20.2" @@ -6621,7 +5326,7 @@ react-refresh@^0.4.0: resolved "https://registry.yarnpkg.com/react-refresh/-/react-refresh-0.4.3.tgz#966f1750c191672e76e16c2efa569150cc73ab53" integrity sha512-Hwln1VNuGl/6bVwnd0Xdn1e84gT/8T9aYNL+HAKDArLCS7LWjwr7StE30IEYbIkx0Vi3vs+coQxe+SQDbGbbpA== -react@17.0.2: +react@^17.0.2: version "17.0.2" resolved "https://registry.yarnpkg.com/react/-/react-17.0.2.tgz#d0b5cc516d29eb3eee383f75b62864cfb6800037" integrity sha512-gnhPt75i/dq/z3/6q/0asP78D0u592D5L1pd7M8P+dck6Fu/jJeL6iVVK23fptSUZj8Vjf++7wXA8UNclGQcbA== @@ -6629,51 +5334,6 @@ react@17.0.2: loose-envify "^1.1.0" object-assign "^4.1.1" -read-pkg-up@^3.0.0: - version "3.0.0" - resolved 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run-parallel@^1.1.9: version "1.2.0" resolved "https://registry.yarnpkg.com/run-parallel/-/run-parallel-1.2.0.tgz#66d1368da7bdf921eb9d95bd1a9229e7f21a43ee" @@ -6980,23 +5540,11 @@ run-parallel@^1.1.9: dependencies: queue-microtask "^1.2.2" -rxjs@^7.2.0: - version "7.4.0" - resolved "https://registry.yarnpkg.com/rxjs/-/rxjs-7.4.0.tgz#a12a44d7eebf016f5ff2441b87f28c9a51cebc68" - integrity sha512-7SQDi7xeTMCJpqViXh8gL/lebcwlp3d831F05+9B44A4B0WfsEwUQHR64gsH1kvJ+Ep/J9K2+n1hVl1CsGN23w== - dependencies: - tslib "~2.1.0" - safe-buffer@5.1.2, safe-buffer@~5.1.0, safe-buffer@~5.1.1: version "5.1.2" resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.1.2.tgz#991ec69d296e0313747d59bdfd2b745c35f8828d" integrity sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g== -safe-buffer@~5.2.0: - version "5.2.1" - resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.2.1.tgz#1eaf9fa9bdb1fdd4ec75f58f9cdb4e6b7827eec6" - integrity 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extend-shallow "^3.0.0" -split2@^3.0.0: - version "3.2.2" - resolved "https://registry.yarnpkg.com/split2/-/split2-3.2.2.tgz#bf2cf2a37d838312c249c89206fd7a17dd12365f" - integrity sha512-9NThjpgZnifTkJpzTZ7Eue85S49QwpNhZTq6GRJwObb6jnLFNGB7Qm73V5HewTROPyxD0C29xqmaI68bQtV+hg== - dependencies: - readable-stream "^3.0.0" - -split@^1.0.0: - version "1.0.1" - resolved "https://registry.yarnpkg.com/split/-/split-1.0.1.tgz#605bd9be303aa59fb35f9229fbea0ddec9ea07d9" - integrity sha512-mTyOoPbrivtXnwnIxZRFYRrPNtEFKlpB2fvjSnCQUiAA6qAZzqwna5envK4uk6OIeP17CsdF3rSBGYVBsU0Tkg== - dependencies: - through "2" - sprintf-js@~1.0.2: version "1.0.3" resolved "https://registry.yarnpkg.com/sprintf-js/-/sprintf-js-1.0.3.tgz#04e6926f662895354f3dd015203633b857297e2c" @@ -7387,11 +5865,6 @@ stream-buffers@2.2.x: resolved "https://registry.yarnpkg.com/stream-buffers/-/stream-buffers-2.2.0.tgz#91d5f5130d1cef96dcfa7f726945188741d09ee4" integrity sha1-kdX1Ew0c75bc+n9yaUUYh0HQnuQ= -strict-uri-encode@^2.0.0: - version 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"^5.1.0" - pupa "^2.1.1" - semver "^7.3.4" - semver-diff "^3.1.1" - xdg-basedir "^4.0.0" - urix@^0.1.0: version "0.1.0" resolved "https://registry.yarnpkg.com/urix/-/urix-0.1.0.tgz#da937f7a62e21fec1fd18d49b35c2935067a6c72" integrity sha1-2pN/emLiH+wf0Y1Js1wpNQZ6bHI= -url-join@4.0.1: - version "4.0.1" - resolved "https://registry.yarnpkg.com/url-join/-/url-join-4.0.1.tgz#b642e21a2646808ffa178c4c5fda39844e12cde7" - integrity sha512-jk1+QP6ZJqyOiuEI9AEWQfju/nB2Pw466kbA0LEZljHwKeMgd9WrAEgEGxjPDD2+TNbbb37rTyhEfrCXfuKXnA== - -url-parse-lax@^3.0.0: - version "3.0.0" - resolved "https://registry.yarnpkg.com/url-parse-lax/-/url-parse-lax-3.0.0.tgz#16b5cafc07dbe3676c1b1999177823d6503acb0c" - integrity sha1-FrXK/Afb42dsGxmZF3gj1lA6yww= - dependencies: - prepend-http "^2.0.0" - use-subscription@^1.0.0: version "1.5.1" resolved "https://registry.yarnpkg.com/use-subscription/-/use-subscription-1.5.1.tgz#73501107f02fad84c6dd57965beb0b75c68c42d1" @@ -7890,7 +6210,7 @@ use@^3.1.0: resolved 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"https://registry.yarnpkg.com/validate-npm-package-license/-/validate-npm-package-license-3.0.4.tgz#fc91f6b9c7ba15c857f4cb2c5defeec39d4f410a" - integrity sha512-DpKm2Ui/xN7/HQKCtpZxoRWBhZ9Z0kqtygG8XCgNQ8ZlDnxuQmWhj566j8fN4Cu3/JmbhsDo7fcAJq4s9h27Ew== - dependencies: - spdx-correct "^3.0.0" - spdx-expression-parse "^3.0.0" - vary@~1.1.2: version "1.1.2" resolved "https://registry.yarnpkg.com/vary/-/vary-1.1.2.tgz#2299f02c6ded30d4a5961b0b9f74524a18f634fc" @@ -8033,30 +6340,11 @@ which@^2.0.1, which@^2.0.2: dependencies: isexe "^2.0.0" -widest-line@^3.1.0: - version "3.1.0" - resolved "https://registry.yarnpkg.com/widest-line/-/widest-line-3.1.0.tgz#8292333bbf66cb45ff0de1603b136b7ae1496eca" - integrity sha512-NsmoXalsWVDMGupxZ5R08ka9flZjjiLvHVAWYOKtiKM8ujtZWr9cRffak+uSE48+Ob8ObalXpwyeUiyDD6QFgg== - dependencies: - string-width "^4.0.0" - -windows-release@^4.0.0: - version "4.0.0" - resolved "https://registry.yarnpkg.com/windows-release/-/windows-release-4.0.0.tgz#4725ec70217d1bf6e02c7772413b29cdde9ec377" - integrity sha512-OxmV4wzDKB1x7AZaZgXMVsdJ1qER1ed83ZrTYd5Bwq2HfJVg3DJS8nqlAG4sMoJ7mu8cuRmLEYyU13BKwctRAg== - dependencies: - execa "^4.0.2" - word-wrap@~1.2.3: version "1.2.3" resolved "https://registry.yarnpkg.com/word-wrap/-/word-wrap-1.2.3.tgz#610636f6b1f703891bd34771ccb17fb93b47079c" integrity sha512-Hz/mrNwitNRh/HUAtM/VT/5VH+ygD6DV7mYKZAtHOrbs8U7lvPS6xf7EJKMF0uW1KJCl0H701g3ZGus+muE5vQ== -wordwrap@^1.0.0: - version "1.0.0" - resolved "https://registry.yarnpkg.com/wordwrap/-/wordwrap-1.0.0.tgz#27584810891456a4171c8d0226441ade90cbcaeb" - integrity sha1-J1hIEIkUVqQXHI0CJkQa3pDLyus= - wrap-ansi@^6.2.0: version "6.2.0" resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-6.2.0.tgz#e9393ba07102e6c91a3b221478f0257cd2856e53" @@ -8127,11 +6415,6 @@ xcode@^2.0.0: simple-plist "^1.0.0" uuid "^3.3.2" -xdg-basedir@^4.0.0: - version "4.0.0" - resolved "https://registry.yarnpkg.com/xdg-basedir/-/xdg-basedir-4.0.0.tgz#4bc8d9984403696225ef83a1573cbbcb4e79db13" - integrity sha512-PSNhEJDejZYV7h50BohL09Er9VaIefr2LMAf3OEmpCkjOi34eYyQYAXUTjEQtZJTKcF0E2UKTh+osDLsgNim9Q== - xml-name-validator@^3.0.0: version "3.0.0" resolved "https://registry.yarnpkg.com/xml-name-validator/-/xml-name-validator-3.0.0.tgz#6ae73e06de4d8c6e47f9fb181f78d648ad457c6a" @@ -8174,16 +6457,11 @@ yallist@^4.0.0: resolved "https://registry.yarnpkg.com/yallist/-/yallist-4.0.0.tgz#9bb92790d9c0effec63be73519e11a35019a3a72" integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A== -yaml@1.10.2, yaml@^1.10.0: +yaml@^1.10.0: version "1.10.2" resolved "https://registry.yarnpkg.com/yaml/-/yaml-1.10.2.tgz#2301c5ffbf12b467de8da2333a459e29e7920e4b" integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg== -yargs-parser@20.2.9, yargs-parser@^20.2.2, yargs-parser@^20.2.3: - version "20.2.9" - resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-20.2.9.tgz#2eb7dc3b0289718fc295f362753845c41a0c94ee" - integrity sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w== - yargs-parser@^18.1.2: version "18.1.3" resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-18.1.3.tgz#be68c4975c6b2abf469236b0c870362fab09a7b0" @@ -8192,6 +6470,11 @@ yargs-parser@^18.1.2: camelcase "^5.0.0" decamelize "^1.2.0" +yargs-parser@^20.2.2: + version "20.2.9" + resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-20.2.9.tgz#2eb7dc3b0289718fc295f362753845c41a0c94ee" + integrity sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w== + yargs@^15.1.0, yargs@^15.3.1: version "15.4.1" resolved "https://registry.yarnpkg.com/yargs/-/yargs-15.4.1.tgz#0d87a16de01aee9d8bec2bfbf74f67851730f4f8" From 97b8f6f394ae02c73ed775f456fd85639c91ced1 Mon Sep 17 00:00:00 2001 From: Rachel Guo <35738743+YUNQIUGUO@users.noreply.github.com> Date: Wed, 2 Feb 2022 15:54:19 -0800 Subject: [PATCH 4/4] Add logic to NNAPI EP to exclude pre-processing involving dynamic shapes when partitioning (#10452) * wip * wip * wip * save * address pr comments * address pr comments Co-authored-by: rachguo --- .../nnapi/nnapi_builtin/builders/helper.cc | 21 -------- .../nnapi/nnapi_builtin/builders/helper.h | 3 -- .../builders/op_support_checker.cc | 21 +++++--- .../nnapi_builtin/nnapi_execution_provider.cc | 7 --- .../test/providers/nnapi/nnapi_basic_test.cc | 32 ++++++++++++ .../testdata/ep_dynamic_graph_input_test.onnx | Bin 0 -> 314 bytes .../testdata/ep_dynamic_graph_input_test.py | 47 ++++++++++++++++++ 7 files changed, 94 insertions(+), 37 deletions(-) create mode 100644 onnxruntime/test/testdata/ep_dynamic_graph_input_test.onnx create mode 100644 onnxruntime/test/testdata/ep_dynamic_graph_input_test.py diff --git a/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.cc b/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.cc index ee220b2a7ee45..1017d339a623f 100644 --- a/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.cc +++ b/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.cc @@ -519,27 +519,6 @@ bool IsNodeSupportedInGroup(const NodeUnit& node_unit, const GraphViewer& graph_ return true; } -bool IsInputSupported(const NodeArg& input, const std::string& parent_name) { - const auto& input_name = input.Name(); - const auto* shape_proto = input.Shape(); - // We do not support input with no shape - if (!shape_proto) { - LOGS_DEFAULT(VERBOSE) << "Input [" << input_name << "] of [" << parent_name - << "] has no shape"; - return false; - } - - for (const auto& dim : shape_proto->dim()) { - // For now we do not support dynamic shape - if (!dim.has_dim_value()) { - LOGS_DEFAULT(WARNING) << "Dynamic shape is not supported for now, for input:" << input_name; - return false; - } - } - - return true; -} - std::string Shape2String(const std::vector& shape) { std::ostringstream os; os << "[ "; diff --git a/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.h b/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.h index c5b3e1106d966..c861968869542 100644 --- a/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.h +++ b/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/helper.h @@ -147,9 +147,6 @@ bool IsNodeSupportedInGroup(const NodeUnit& node_unit, const GraphViewer& graph_ const OpSupportCheckParams& params, const std::unordered_set& node_outputs_in_group); -// If a graph input is supported by NNAPI -bool IsInputSupported(const NodeArg& input, const std::string& parent_name); - // If an NNAPI partition node group is valid bool IsValidSupportedNodeGroup(const std::vector& supported_node_group); diff --git a/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/op_support_checker.cc b/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/op_support_checker.cc index a8b299e6d1ba8..5c132f42958c5 100644 --- a/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/op_support_checker.cc +++ b/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/op_support_checker.cc @@ -153,26 +153,35 @@ bool BaseOpSupportChecker::IsOpSupported(const InitializedTensorSet& initializer bool BaseOpSupportChecker::HasSupportedInputs(const NodeUnit& node_unit) const { // We do not support unknown(null) input shape - auto has_shape = [](const NodeArg& node_arg, const std::string& name, const std::string op_type) { - if (!node_arg.Shape()) { + auto has_supported_shape = [](const NodeArg& node_arg, const std::string& name, const std::string op_type) { + const auto* shape_proto = node_arg.Shape(); + if (!shape_proto) { LOGS_DEFAULT(VERBOSE) << "Node [" << name << "] type [" << op_type << "] Input [" << node_arg.Name() << "] has no shape"; return false; } + + // We do not support dynamic shape input for now + for (const auto& dim : shape_proto->dim()) { + if (!dim.has_dim_value()) { + LOGS_DEFAULT(VERBOSE) << "Dynamic shape is not supported for now, for input:" << node_arg.Name(); + return false; + } + } return true; }; for (const auto& input : node_unit.Inputs()) { - if (!has_shape(input.node_arg, node_unit.Name(), node_unit.OpType())) + if (!has_supported_shape(input.node_arg, node_unit.Name(), node_unit.OpType())) return false; if (input.quant_param.has_value()) { - if (!has_shape(input.quant_param->scale, node_unit.Name(), node_unit.OpType())) + if (!has_supported_shape(input.quant_param->scale, node_unit.Name(), node_unit.OpType())) return false; // zero point is optional if (input.quant_param->zero_point && - !has_shape(*input.quant_param->zero_point, node_unit.Name(), node_unit.OpType())) + !has_supported_shape(*input.quant_param->zero_point, node_unit.Name(), node_unit.OpType())) return false; } } @@ -1681,7 +1690,7 @@ bool FlattenOpSupportChecker::IsOpSupportedImpl(const InitializedTensorSet& /* i GetFlattenOutputShape(node_unit, input_shape, dim_1, dim_2); if (dim_1 == 0 && dim_2 == 0) { - LOGS_DEFAULT(VERBOSE) << "The dynamical input shape " << Shape2String(input_shape) + LOGS_DEFAULT(VERBOSE) << "The dynamic input shape " << Shape2String(input_shape) << " is not supported"; return false; } diff --git a/onnxruntime/core/providers/nnapi/nnapi_builtin/nnapi_execution_provider.cc b/onnxruntime/core/providers/nnapi/nnapi_builtin/nnapi_execution_provider.cc index 32fffec7395b3..4ff0b41a51773 100644 --- a/onnxruntime/core/providers/nnapi/nnapi_builtin/nnapi_execution_provider.cc +++ b/onnxruntime/core/providers/nnapi/nnapi_builtin/nnapi_execution_provider.cc @@ -110,13 +110,6 @@ NnapiExecutionProvider::GetCapability(const onnxruntime::GraphViewer& graph_view return result; } - // Disable NNAPI if the graph has any unsupported inputs - for (const auto* input : graph_viewer.GetInputs()) { - if (!nnapi::IsInputSupported(*input, "graph")) { - return result; - } - } - // Get all the NodeUnits in the graph_viewer std::vector> node_unit_holder; std::unordered_map node_unit_map; diff --git a/onnxruntime/test/providers/nnapi/nnapi_basic_test.cc b/onnxruntime/test/providers/nnapi/nnapi_basic_test.cc index d0cd2bb786653..c59efaae76e92 100644 --- a/onnxruntime/test/providers/nnapi/nnapi_basic_test.cc +++ b/onnxruntime/test/providers/nnapi/nnapi_basic_test.cc @@ -76,6 +76,38 @@ TEST(NnapiExecutionProviderTest, ReshapeFlattenTest) { #endif } +// Since NNAPI EP does not support dynamic shape input and we now switch from the approach of immediately rejecting +// the whole graph in NNAPI EP if it has a dynamic input to check at individual operator support check level, we have a +// separated test here. +// Please see BaseOpBuilder::HasSupportedInputs in /onnxruntime/core/providers/nnapi/nnapi_builtin/builders/op_support_checker.cc +TEST(NnapiExecutionProviderTest, DynamicGraphInputTest) { + const ORTCHAR_T* model_file_name = ORT_TSTR("testdata/ep_dynamic_graph_input_test.onnx"); + +#if defined(__ANDROID__) + std::vector dims_mul_x = {1, 1, 4, 4}; + std::vector values_mul_x = {1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f}; + OrtValue ml_value_x; + CreateMLValue(TestNnapiExecutionProvider()->GetAllocator(0, OrtMemTypeDefault), dims_mul_x, values_mul_x, + &ml_value_x); + + NameMLValMap feeds; + feeds.insert(std::make_pair("X", ml_value_x)); + + RunAndVerifyOutputsWithEP(model_file_name, "NnapiExecutionProviderTest.DynamicGraphInputTest", + std::make_unique(0), + feeds); +#else + // test load only + SessionOptions so; + InferenceSessionWrapper session_object{so, GetEnvironment()}; + ASSERT_STATUS_OK(session_object.RegisterExecutionProvider(std::make_unique(0))); + ASSERT_STATUS_OK(session_object.Load(model_file_name)); + ASSERT_STATUS_OK(session_object.Initialize()); + ASSERT_EQ(CountAssignedNodes(session_object.GetGraph(), kNnapiExecutionProvider), 1) + << "Exactly one node (Add) should have been taken by the NNAPI EP"; +#endif +} + // This is to test the uint8 handling of operators without "QLinear" such as Concat and Transpose // NNAPI will require scale and zero point for inputs of all quantized operations // For these operators without "Qlinear", there is no information about the scale and zero point, we can diff --git a/onnxruntime/test/testdata/ep_dynamic_graph_input_test.onnx b/onnxruntime/test/testdata/ep_dynamic_graph_input_test.onnx new file mode 100644 index 0000000000000000000000000000000000000000..67f0d39f526e40b9a4029f51ff46919b22eb2d33 GIT binary patch literal 314 zcmd;Jx7x_W<-^4o!NmZCd_k$jnN_LrhVdY(Sco6a&o3=0C@qoVD1s_bVuMI&32?FG z=BK18u_l)$WhO6RWaiT5Lf6K{?U<4hZxo-I2Q)*7F;a>-F(pNb87L?u?HUm8Qkj>S zo0%N%UX)mn5$_376d#gWT%sk#!6LwJ#lpzQ%0ChQej|duxDUk zZ~!78ZUEv1Kzsm*9{@3fBLjngqZ6_tqU3>I7LwwU;9wLI;bInIG=vj=AeLW}G#6u} YkQkQ;P=Np!69*#{GXrU6Cnf/onnxruntime/core/providers/nnapi/nnapi_builtin/builders/op_support_checker.cc +def GenerateModel(model_name): + nodes = [ + helper.make_node("Resize", ["X", "", "", "Resize_1_sizes"], [ + "Resize_1_output"], "resize_1", mode="cubic"), + helper.make_node( + "Add", ["Resize_1_output", "Add_2_input"], ["Y"], "add"), + ] + + initializers = [ + helper.make_tensor('Resize_1_sizes', TensorProto.INT64, [ + 4], [1, 1, 3, 3]), + helper.make_tensor('Add_2_input', TensorProto.FLOAT, [1, 1, 3, 3], [ + 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0]) + ] + + inputs = [ + helper.make_tensor_value_info( + 'X', TensorProto.FLOAT, ["1", "1", "N", "N"]), # used dim_param here + ] + + outputs = [ + helper.make_tensor_value_info('Y', TensorProto.FLOAT, [1, 1, 3, 3]), + ] + + graph = helper.make_graph( + nodes, + "EP_Dynamic_Graph_Input_Test", + inputs, + outputs, + initializers + ) + + model = helper.make_model(graph) + onnx.save(model, model_name) + + +if __name__ == "__main__": + GenerateModel('ep_dynamic_graph_input_test.onnx')