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Recompute KV cache for Phi3 when switching from short to long factor #1161

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Jan 8, 2025
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14 changes: 14 additions & 0 deletions src/generators.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -352,6 +352,20 @@ void Generator::GenerateNextToken() {
ThrowErrorIfSessionTerminated(state_->session_terminated_);
if (search_->GetSequenceLength() == 0 && !computed_logits_)
throw std::runtime_error("GenerateNextToken called with no prior state. Please call AppendTokens, SetLogits, or params.SetInputs before calling GenerateNextToken.");

// TODO: Extend the solution to make it work for batch size > 1, num beams > 1, multimodal and DML
// Phi3 model switches from short factor to long factor at 4097 (original_max_position_embeddings+1) token, needs Recomputation of Position IDs and KV Cache
// at this stage which is achieved by rewinding to zero and appending the current sequence
// Scenarios where this solution works: Batch size = 1, Num beams = 1, decoder model, EP is either CPU or CUDA
// Scenarios where it doesn't work: Batch size > 1 OR Num beams > 1 OR Multimodal model (like phi3 vision) OR EP is DML
if (search_->params_->BatchBeamSize() == 1) {
if (((search_->GetSequenceLength() == 4097) && (model_->config_->model.type == "phi3" || model_->config_->model.type == "phimoe")) || ((search_->GetSequenceLength() == 8197) && (model_->config_->model.type == "phi3small"))) {
auto current_seq = cpu_span<int32_t>(GetSequence(0).CopyDeviceToCpu());
RewindToLength(0);
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AppendTokens(current_seq);
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}
}

if (!computed_logits_) {
auto next_tokens = search_->GetNextTokens();
if (last_action_ == Action::rewound)
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