ipu_strategy.cc 27.5 KB
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/* Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */

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#include "paddle/fluid/platform/device/ipu/ipu_strategy.h"
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namespace {

template <typename Value, typename Lambda>
void RegisterSetter(
    std::map<std::string, std::function<void(Value)>>& options,  // NOLINT
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    const std::string& name,
    Lambda setter) {
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  options[name] = setter;
}

template <typename Value, typename Lambda>
void RegisterGetter(
    std::map<std::string, std::function<Value()>>& options,  // NOLINT
    std::map<std::string, std::string>& options_type,        // NOLINT
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    const std::string& name,
    const std::string& type_str,
    Lambda getter) {
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  options[name] = getter;
  options_type[name] = type_str;
}

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struct DefaultCompilationProgressLogger {
  void operator()(int progress, int total) {
    if (progress != progress_ && progress % log_interval_ == 0) {
      progress_ = progress;
      VLOG(1) << "Graph compile progress: " << progress << "%";
    }
  }

  int log_interval_ = 10;
  int progress_ = 0;
  // default total progress
  int total_ = 100;
};

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}  // namespace
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namespace paddle {
namespace platform {
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namespace ipu {

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IpuStrategy::IpuStrategy() {
#define ADD_BOOL_OPTION(name)                                             \
  RegisterSetter(bool_options, #name, [&](bool value) { name = value; }); \
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  RegisterGetter(options_getter, options_type, #name, "bool", [&]() {     \
    return std::to_string(name);                                          \
  })
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#define ADD_UINT64_OPTION(name)                                           \
  RegisterSetter(                                                         \
      uint64_options, #name, [&](std::uint64_t value) { name = value; }); \
  RegisterGetter(options_getter, options_type, #name, "uint64", [&]() {   \
    return std::to_string(name);                                          \
  })
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#define ADD_DOUBLE_OPTION(name)                                               \
  RegisterSetter(double_options, #name, [&](double value) { name = value; }); \
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  RegisterGetter(options_getter, options_type, #name, "double", [&]() {       \
    return std::to_string(name);                                              \
  })
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#define ADD_STRING_OPTION(name)                                                \
  RegisterSetter(                                                              \
      string_options, #name, [&](const std::string& value) { name = value; }); \
  RegisterGetter(                                                              \
      options_getter, options_type, #name, "string", [&]() { return name; })
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  ADD_BOOL_OPTION(is_training);
  ADD_BOOL_OPTION(need_avg_shard);
  ADD_BOOL_OPTION(enable_fp16);
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  ADD_BOOL_OPTION(use_no_bias_optimizer);
  ADD_BOOL_OPTION(enable_distribution);
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  ADD_BOOL_OPTION(scaled_optimizer_state);
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  ADD_UINT64_OPTION(num_ipus);
  ADD_UINT64_OPTION(batches_per_step);
  ADD_UINT64_OPTION(micro_batch_size);
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  ADD_UINT64_OPTION(random_seed);
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  ADD_DOUBLE_OPTION(available_memory_proportion);
  ADD_DOUBLE_OPTION(loss_scaling);
  ADD_DOUBLE_OPTION(max_weight_norm);
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  ADD_STRING_OPTION(accl1_type);
  ADD_STRING_OPTION(accl2_type);
  ADD_STRING_OPTION(accl3_type);
  ADD_STRING_OPTION(onnx_dump_path);
  ADD_STRING_OPTION(weight_decay_mode);
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#undef ADD_STRING_OPTION
#undef ADD_DOUBLE_OPTION
#undef ADD_UINT64_OPTION
#undef ADD_BOOL_OPTION

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#define ADD_RUNTIME_BOOL_OPTION(name, aliased_name)                   \
  RegisterSetter(bool_options, #name, [&](bool value) {               \
    runtime_options.aliased_name = value;                             \
  });                                                                 \
  RegisterGetter(options_getter, options_type, #name, "bool", [&]() { \
    return std::to_string(runtime_options.aliased_name);              \
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  })

  ADD_RUNTIME_BOOL_OPTION(runtime_options.enable_eval, enable_eval);

#undef ADD_RUNTIME_BOOL_OPTION

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#define ADD_POPART_ENUM_OPTION_ALIAS(name, aliased_name, EnumType)        \
  RegisterSetter(uint64_options, #name, [&](std::uint64_t value) {        \
    PADDLE_ENFORCE_LT(                                                    \
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        value,                                                            \
        static_cast<std::uint64_t>(popart::EnumType::N),                  \
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        errors::InvalidArgument("Value for %s out of range", #EnumType)); \
    popart_options.aliased_name = static_cast<popart::EnumType>(value);   \
  });                                                                     \
  RegisterGetter(options_getter, options_type, #name, "uint64", [&]() {   \
    return std::to_string(                                                \
        static_cast<std::uint64_t>(popart_options.aliased_name));         \
  })

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#define ADD_POPART_BOOL_OPTION_ALIAS(name, aliased_name)              \
  RegisterSetter(bool_options, #name, [&](bool value) {               \
    popart_options.aliased_name = value;                              \
  });                                                                 \
  RegisterGetter(options_getter, options_type, #name, "bool", [&]() { \
    return std::to_string(popart_options.aliased_name);               \
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  })

#define ADD_POPART_UINT64_OPTION_ALIAS(name, aliased_name)              \
  RegisterSetter(uint64_options, #name, [&](std::uint64_t value) {      \
    popart_options.aliased_name = value;                                \
  });                                                                   \
  RegisterGetter(options_getter, options_type, #name, "uint64", [&]() { \
    return std::to_string(popart_options.aliased_name);                 \
  })

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#define ADD_POPART_DOUBLE_OPTION_ALIAS(name, aliased_name)              \
  RegisterSetter(double_options, #name, [&](double value) {             \
    popart_options.aliased_name = value;                                \
  });                                                                   \
  RegisterGetter(options_getter, options_type, #name, "double", [&]() { \
    return std::to_string(popart_options.aliased_name);                 \
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  })

#define ADD_POPART_STRING_OPTION_ALIAS(name, aliased_name)              \
  RegisterSetter(string_options, #name, [&](const std::string& value) { \
    popart_options.aliased_name = value;                                \
  });                                                                   \
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  RegisterGetter(options_getter, options_type, #name, "string", [&]() { \
    return popart_options.aliased_name;                                 \
  })
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  ADD_POPART_ENUM_OPTION_ALIAS(autodiff_settings.stitch_strategy,
                               autodiffSettings.stitchStrategy,
                               AutodiffStitchStrategy);
  ADD_POPART_ENUM_OPTION_ALIAS(batch_serialization_settings.transform_context,
                               batchSerializationSettings.transformContext,
                               BatchSerializationTransformContext);
  ADD_POPART_ENUM_OPTION_ALIAS(batch_serialization_settings.method,
                               batchSerializationSettings.method,
                               BatchSerializationMethod);
  ADD_POPART_ENUM_OPTION_ALIAS(batch_serialization_settings.batch_schedule,
                               batchSerializationSettings.batchSchedule,
                               BatchSerializationBatchSchedule);
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  ADD_POPART_ENUM_OPTION_ALIAS(
      auto_recomputation, autoRecomputation, RecomputationType);
  ADD_POPART_ENUM_OPTION_ALIAS(
      merge_var_update, mergeVarUpdate, MergeVarUpdateType);
  ADD_POPART_ENUM_OPTION_ALIAS(
      virtual_graph_mode, virtualGraphMode, VirtualGraphMode);
  ADD_POPART_ENUM_OPTION_ALIAS(
      synthetic_data_mode, syntheticDataMode, SyntheticDataMode);
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  ADD_POPART_ENUM_OPTION_ALIAS(subgraph_copying_strategy,
                               subgraphCopyingStrategy,
                               SubgraphCopyingStrategy);
  ADD_POPART_ENUM_OPTION_ALIAS(accumulation_and_replication_reduction_type,
                               accumulationAndReplicationReductionType,
                               ReductionType);
  ADD_POPART_ENUM_OPTION_ALIAS(
      mean_accumulation_and_replication_reduction_strategy,
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      meanAccumulationAndReplicationReductionStrategy,
      MeanReductionStrategy);
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  ADD_POPART_STRING_OPTION_ALIAS(log_dir, logDir);
  ADD_POPART_STRING_OPTION_ALIAS(cache_path, cachePath);
  ADD_POPART_STRING_OPTION_ALIAS(partials_type_matmuls, partialsTypeMatMuls);
  ADD_POPART_STRING_OPTION_ALIAS(custom_codelet_compile_flags,
                                 customCodeletCompileFlags);
  ADD_POPART_STRING_OPTION_ALIAS(serialized_poprithms_shift_graphs_dir,
                                 serializedPoprithmsShiftGraphsDir);
  ADD_POPART_STRING_OPTION_ALIAS(kahn_tie_breaker, kahnTieBreaker);

  ADD_POPART_UINT64_OPTION_ALIAS(execution_phase_settings.phases,
                                 executionPhaseSettings.phases);
  ADD_POPART_UINT64_OPTION_ALIAS(execution_phase_settings.stages,
                                 executionPhaseSettings.stages);
  ADD_POPART_UINT64_OPTION_ALIAS(batch_serialization_settings.factor,
                                 batchSerializationSettings.factor);
  ADD_POPART_UINT64_OPTION_ALIAS(first_dot_op, firstDotOp);
  ADD_POPART_UINT64_OPTION_ALIAS(final_dot_op, finalDotOp);
  ADD_POPART_UINT64_OPTION_ALIAS(num_io_tiles, numIOTiles);
  ADD_POPART_UINT64_OPTION_ALIAS(merge_var_update_mem_threshold,
                                 mergeVarUpdateMemThreshold);
  ADD_POPART_UINT64_OPTION_ALIAS(loose_threshold_at_peak, looseThresholdAtPeak);
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  ADD_POPART_UINT64_OPTION_ALIAS(replicated_graph_count, replicatedGraphCount);
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  ADD_POPART_UINT64_OPTION_ALIAS(accumulation_factor, accumulationFactor);
  ADD_POPART_UINT64_OPTION_ALIAS(swap_limit_scheduler, swapLimitScheduler);
  ADD_POPART_UINT64_OPTION_ALIAS(global_replication_factor,
                                 globalReplicationFactor);
  ADD_POPART_UINT64_OPTION_ALIAS(global_replica_offset, globalReplicaOffset);
  ADD_POPART_UINT64_OPTION_ALIAS(default_prefetch_buffering_depth,
                                 defaultPrefetchBufferingDepth);
  ADD_POPART_UINT64_OPTION_ALIAS(compilation_progress_total,
                                 compilationProgressTotal);
  ADD_POPART_UINT64_OPTION_ALIAS(transitive_closure_optimization_threshold,
                                 transitiveClosureOptimizationThreshold);

  ADD_POPART_BOOL_OPTION_ALIAS(
      batch_serialization_settings.concat_on_virtual_graph_change,
      batchSerializationSettings.concatOnVirtualGraphChange);
  ADD_POPART_BOOL_OPTION_ALIAS(
      batch_serialization_settings.concat_on_execution_phase_change,
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      batchSerializationSettings.concatOnExecutionPhaseChange);
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  ADD_POPART_BOOL_OPTION_ALIAS(
      batch_serialization_settings.concat_on_pipeline_stage_change,
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      batchSerializationSettings.concatOnPipelineStageChange);
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  ADD_POPART_BOOL_OPTION_ALIAS(strict_op_versions, strictOpVersions);
  ADD_POPART_BOOL_OPTION_ALIAS(opx_alias_checking, opxAliasChecking);
  ADD_POPART_BOOL_OPTION_ALIAS(opx_modify_checking, opxModifyChecking);
  ADD_POPART_BOOL_OPTION_ALIAS(dot_op_names, dotOpNames);
  ADD_POPART_BOOL_OPTION_ALIAS(export_poplar_computation_graph,
                               exportPoplarComputationGraph);
  ADD_POPART_BOOL_OPTION_ALIAS(export_poplar_vertex_graph,
                               exportPoplarVertexGraph);
  ADD_POPART_BOOL_OPTION_ALIAS(separate_call_op_pdfs, separateCallOpPdfs);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_outlining, enableOutlining);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_outlining_copy_cost_pruning,
                               enableOutliningCopyCostPruning);
  ADD_POPART_BOOL_OPTION_ALIAS(rearrange_anchors_on_host,
                               rearrangeAnchorsOnHost);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_prefetch_datastreams,
                               enablePrefetchDatastreams);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_non_stable_softmax,
                               enableNonStableSoftmax);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_replicated_graphs,
                               enableReplicatedGraphs);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_gradient_accumulation,
                               enableGradientAccumulation);
  ADD_POPART_BOOL_OPTION_ALIAS(instrument_with_hardware_cycle_counter,
                               instrumentWithHardwareCycleCounter);
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  ADD_POPART_BOOL_OPTION_ALIAS(enable_pipelining, enablePipelining);
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  ADD_POPART_BOOL_OPTION_ALIAS(disable_grad_accumulation_tensor_streams,
                               disableGradAccumulationTensorStreams);
  ADD_POPART_BOOL_OPTION_ALIAS(compile_engine, compileEngine);
  ADD_POPART_BOOL_OPTION_ALIAS(constant_weights, constantWeights);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_engine_caching, enableEngineCaching);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_merge_exchange, enableMergeExchange);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_floating_point_checks,
                               enableFloatingPointChecks);
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  ADD_POPART_BOOL_OPTION_ALIAS(enable_stochastic_rounding,
                               enableStochasticRounding);
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  ADD_POPART_BOOL_OPTION_ALIAS(explicit_recomputation, explicitRecomputation);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_explicit_main_loops,
                               enableExplicitMainLoops);
  ADD_POPART_BOOL_OPTION_ALIAS(use_host_copy_ops, useHostCopyOps);
  ADD_POPART_BOOL_OPTION_ALIAS(alias_zero_copy, aliasZeroCopy);
  ADD_POPART_BOOL_OPTION_ALIAS(delay_var_updates, delayVarUpdates);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_fully_connected_pass,
                               enableFullyConnectedPass);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_serialized_matmuls,
                               enableSerializedMatmuls);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_stable_norm, enableStableNorm);
  ADD_POPART_BOOL_OPTION_ALIAS(decompose_grad_sum, decomposeGradSum);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_distributed_replicated_graphs,
                               enableDistributedReplicatedGraphs);
  ADD_POPART_BOOL_OPTION_ALIAS(group_host_sync, groupHostSync);
  ADD_POPART_BOOL_OPTION_ALIAS(automatic_loss_scaling_settings.enabled,
                               automaticLossScalingSettings.enabled);
  ADD_POPART_BOOL_OPTION_ALIAS(instrument_with_hardware_cycle_counter,
                               instrumentWithHardwareCycleCounter);
  ADD_POPART_BOOL_OPTION_ALIAS(enable_supported_data_type_casting,
                               enableSupportedDataTypeCasting);
  ADD_POPART_BOOL_OPTION_ALIAS(group_norm_strided_channel_grouping,
                               groupNormStridedChannelGrouping);
  ADD_POPART_BOOL_OPTION_ALIAS(
      schedule_non_weight_update_gradient_consumers_early,
      scheduleNonWeightUpdateGradientConsumersEarly);
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  ADD_POPART_BOOL_OPTION_ALIAS(create_implicit_pipelining_fwd_only_program,
                               createImplicitPipeliningFwdOnlyProgram);
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  ADD_POPART_DOUBLE_OPTION_ALIAS(outline_sequence_break_cost,
                                 outlineSequenceBreakCost);
  ADD_POPART_DOUBLE_OPTION_ALIAS(outline_threshold, outlineThreshold);
  ADD_POPART_DOUBLE_OPTION_ALIAS(time_limit_scheduler, timeLimitScheduler);
  ADD_POPART_DOUBLE_OPTION_ALIAS(
      automatic_loss_scaling_settings.bin_edge_location,
      automaticLossScalingSettings.binEdgeLocation);
  ADD_POPART_DOUBLE_OPTION_ALIAS(
      automatic_loss_scaling_settings.threshold_upper_count_proportion,
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      automaticLossScalingSettings.thresholdUpperCountProportion);

#undef ADD_POPART_STRING_OPTION_ALIAS
#undef ADD_POPART_DOUBLE_OPTION_ALIAS
#undef ADD_POPART_UINT64_OPTION_ALIAS
#undef ADD_POPART_BOOL_OPTION_ALIAS
#undef ADD_POPART_ENUM_OPTION_ALIAS

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  RegisterGetter(
      vector_options_getter, options_type, "custom_ops", "vector", [&]() {
        std::vector<std::string> res;
        for (auto x : custom_ops) {
          res.push_back(x.repr());
        }
        return res;
      });
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  RegisterSetter(bool_options, "enable_manual_shard", [&](bool value) {
    if (value) {
      popart_options.virtualGraphMode = popart::VirtualGraphMode::Manual;
    } else {
      popart_options.virtualGraphMode = popart::VirtualGraphMode::Off;
    }
  });

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  RegisterGetter(
      options_getter, options_type, "enable_manual_shard", "bool", [&]() {
        return std::to_string(popart_options.virtualGraphMode ==
                              popart::VirtualGraphMode::Manual);
      });
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  RegisterSetter(bool_options, "enable_half_partial", [&](bool value) {
    if (value) {
      popart_options.partialsTypeMatMuls = "half";
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      popart_options.convolutionOptions.insert({{"partialsType", "half"}});
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    } else {
      popart_options.partialsTypeMatMuls = "float";
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      popart_options.convolutionOptions.insert({{"partialsType", "float"}});
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    }
  });

  RegisterGetter(
      options_getter, options_type, "enable_half_partial", "bool", [&]() {
        return std::to_string(popart_options.partialsTypeMatMuls == "half");
      });

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  RegisterSetter(container_options,
                 "dot_checks",
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                 [&](const std::pair<std::string, std::string>& p) {
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                   std::vector<std::string> valid_dot{
                       "Fwd0", "Fwd1", "Bwd0", "PreAlias", "Final"};
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                   if (std::find(valid_dot.begin(), valid_dot.end(), p.first) ==
                       valid_dot.end()) {
                     PADDLE_THROW(platform::errors::InvalidArgument(
                         "Unknown dot check: %s", p.first));
                   }
                   popart_options.dotChecks.insert(p.first);
                 });
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  RegisterGetter(
      vector_options_getter, options_type, "dot_checks", "vector", [&]() {
        std::vector<std::string> res;
        for (auto x : popart_options.dotChecks) {
          res.push_back(x);
        }
        return res;
      });
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  RegisterSetter(container_options,
                 "hardware_instrumentations",
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                 [&](const std::pair<std::string, std::string>& p) {
                   std::uint64_t value = std::stoul(p.first);
                   popart_options.hardwareInstrumentations.insert(
                       static_cast<popart::Instrumentation>(value));
                 });

  RegisterGetter(
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      vector_options_getter,
      options_type,
      "hardware_instrumentations",
      "vector",
      [&]() {
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        std::vector<std::string> res;
        for (auto x : popart_options.hardwareInstrumentations) {
          res.push_back(std::to_string(static_cast<std::uint64_t>(x)));
        }
        return res;
      });

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  RegisterSetter(container_options,
                 "custom_codelets",
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                 [&](const std::pair<std::string, std::string>& p) {
                   popart_options.customCodelets.push_back(p.first);
                 });

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  RegisterGetter(
      vector_options_getter, options_type, "custom_codelets", "vector", [&]() {
        std::vector<std::string> res;
        for (auto x : popart_options.customCodelets) {
          res.push_back(x);
        }
        return res;
      });
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  RegisterSetter(container_options,
                 "engine_options",
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                 [&](const std::pair<std::string, std::string>& p) {
                   popart_options.engineOptions.emplace(p);
                 });

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  RegisterGetter(
      map_options_getter, options_type, "engine_options", "map", [&]() {
        return popart_options.engineOptions;
      });
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  RegisterSetter(container_options,
                 "report_options",
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                 [&](const std::pair<std::string, std::string>& p) {
                   popart_options.reportOptions.emplace(p);
                 });

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  RegisterGetter(
      map_options_getter, options_type, "report_options", "map", [&]() {
        return popart_options.reportOptions;
      });
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  RegisterSetter(container_options,
                 "convolution_options",
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                 [&](const std::pair<std::string, std::string>& p) {
                   popart_options.convolutionOptions.emplace(p);
                 });

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  RegisterGetter(
      map_options_getter, options_type, "convolution_options", "map", [&]() {
        return popart_options.convolutionOptions;
      });
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  RegisterSetter(container_options,
                 "lstm_options",
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                 [&](const std::pair<std::string, std::string>& p) {
                   popart_options.lstmOptions.emplace(p);
                 });

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  RegisterGetter(
      map_options_getter, options_type, "lstm_options", "map", [&]() {
        return popart_options.lstmOptions;
      });
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  RegisterSetter(container_options,
                 "gcl_options",
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                 [&](const std::pair<std::string, std::string>& p) {
                   popart_options.gclOptions.emplace(p);
                 });

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  RegisterGetter(map_options_getter, options_type, "gcl_options", "map", [&]() {
    return popart_options.gclOptions;
  });
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  // Default options

  // Can also be set as a custom logger in python, like using tqdm
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  popart_options.compilationProgressLogger = DefaultCompilationProgressLogger();
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}

void IpuStrategy::AddBoolOption(const std::string& option, bool value) {
  set(option, value, bool_options, "bool");
}

void IpuStrategy::AddUint64Option(const std::string& option,
                                  std::uint64_t value) {
  set(option, value, uint64_options, "uint64");
}

void IpuStrategy::AddDoubleOption(const std::string& option, double value) {
  set(option, value, double_options, "double");
}

void IpuStrategy::AddStringOption(const std::string& option,
                                  const std::string& value) {
  set(option, value, string_options, "string");
}

void IpuStrategy::InsertStringOption(const std::string& option,
                                     const std::string& value) {
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  set(option,
      std::pair<std::string, std::string>(value, ""),
      container_options,
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      "vector");
}

void IpuStrategy::InsertStringPairOption(const std::string& option,
                                         const std::string& key,
                                         const std::string& value) {
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  set(option,
      std::pair<std::string, std::string>(key, value),
      container_options,
      "map");
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}

void IpuStrategy::SetTensorLocation(const std::string& tensor,
                                    const std::string& opt,
                                    std::uint64_t value) {
  VLOG(10) << "Setting " << opt << " to " << value << " for location "
           << tensor;
  popart::TensorLocationSettings* settings;
  if (tensor == "location_activation") {
    settings = &popart_options.activationTensorLocationSettings;
  } else if (tensor == "location_weight") {
    settings = &popart_options.weightTensorLocationSettings;
  } else if (tensor == "location_optimizer") {
    settings = &popart_options.optimizerStateTensorLocationSettings;
  } else if (tensor == "location_accumulator") {
    settings = &popart_options.accumulatorTensorLocationSettings;
  } else {
    PADDLE_THROW(platform::errors::InvalidArgument(
        "Unknown tensor location: %s", tensor));
  }

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  if (opt == "min_elements_for_off_chip") {
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    settings->minElementsForOffChip = value;
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  } else if (opt == "min_elements_for_replicated_tensor_sharding") {
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    settings->minElementsForReplicatedTensorSharding = value;
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  } else if (opt == "on_chip") {
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    settings->location.storage = value > 0 ? popart::TensorStorage::OnChip
                                           : popart::TensorStorage::OffChip;
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  } else if (opt == "use_replicated_tensor_sharding") {
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    settings->location.replicatedTensorSharding =
        value > 0 ? popart::ReplicatedTensorSharding::On
                  : popart::ReplicatedTensorSharding::Off;
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  } else if (opt == "use_io_tiles_to_load") {
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    settings->location.loadTileSet =
        value > 0 ? popart::TileSet::IO : popart::TileSet::Compute;
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  } else if (opt == "use_io_tiles_to_store") {
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    settings->location.storageTileSet =
        value > 0 ? popart::TileSet::IO : popart::TileSet::Compute;
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  } else if (opt == "sharding_domain_with_all") {
    settings->location.shardingDomain =
        popart::CommGroup(popart::CommGroupType::All, value);
  } else if (opt == "sharding_domain_with_consecutive") {
    settings->location.shardingDomain =
        popart::CommGroup(popart::CommGroupType::Consecutive, value);
  } else if (opt == "sharding_domain_with_orthogonal") {
    settings->location.shardingDomain =
        popart::CommGroup(popart::CommGroupType::Orthogonal, value);
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  } else {
    PADDLE_THROW(platform::errors::InvalidArgument(
        "Unknown option ' %s' for tensor location: %s", opt, tensor));
  }
}

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void IpuStrategy::SetReplicatedCollectivesSettings(const std::string& opt,
                                                   bool value) {
  VLOG(10) << "Set Replica Setting " << opt << " to " << value;
  if (opt == "prepare_schedule_for_merging_collectives") {
    popart_options.replicatedCollectivesSettings
        .prepareScheduleForMergingCollectives = value;
  } else if (opt == "merge_all_reduce_collectives") {
    popart_options.replicatedCollectivesSettings.mergeAllReduceCollectives =
        value;
  } else {
    PADDLE_THROW(platform::errors::InvalidArgument(
        "Unknown option ' %s' for replicated collectives settings", opt));
  }
}

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void IpuStrategy::SetAccumulateOuterFragmentSettings(
    const std::uint64_t& schedule, const std::vector<int>& values) {
  VLOG(10) << "SetAccumulateOuterFragmentSettings schedule:" << schedule;
  auto schedule_ =
      static_cast<popart::AccumulateOuterFragmentSchedule>(schedule);
  popart_options.accumulateOuterFragmentSettings =
      popart::AccumulateOuterFragmentSettings(schedule_, values);
}

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void IpuStrategy::AddCustomOp(const std::string& paddle_op,
                              const std::string& popart_op,
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                              const std::string& domain,
                              int version) {
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  LOG(INFO) << "IpuStrategy add custom op: " << paddle_op;
  custom_ops.push_back(
      IpuCustomOpIdentifier(paddle_op, popart_op, domain, version));
}

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void IpuStrategy::SetCompilationProgressLogger(
    const std::function<void(int, int)>& logger) {
  popart_options.compilationProgressLogger = logger;
}

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std::string IpuStrategy::GetOption(const std::string& option) {
  return get(option, options_getter);
}

std::vector<std::string> IpuStrategy::GetVectorOption(
    const std::string& option) {
  return get(option, vector_options_getter);
}

std::map<std::string, std::string> IpuStrategy::GetMapOption(
    const std::string& option) {
  return get(option, map_options_getter);
}

std::string IpuStrategy::GetOptionType(const std::string& option) {
  return options_type[option];
}

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std::vector<std::string> IpuStrategy::GetAllOptionNames() {
  std::vector<std::string> names;
  for (auto& option : options_getter) {
    names.push_back(option.first);
  }
  for (auto& option : vector_options_getter) {
    names.push_back(option.first);
  }
  for (auto& option : map_options_getter) {
    names.push_back(option.first);
  }
  return names;
}

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void IpuStrategy::EnablePattern(const std::string& t) {
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  VLOG(10) << "enable popart pattern: " << t;
  popart_patterns.enablePattern(t, true);
}

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void IpuStrategy::DisablePattern(const std::string& t) {
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  VLOG(10) << "disable popart pattern: " << t;
  popart_patterns.enablePattern(t, false);
}

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const bool IpuStrategy::IsPatternEnabled(const std::string& t) {
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  return popart_patterns.isPatternEnabled(t);
}

}  // namespace ipu
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}  // namespace platform
}  // namespace paddle