llama: restore a kv_cache in case of failed computation
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acb9528362
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1 changed files with 65 additions and 12 deletions
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@ -2811,6 +2811,22 @@ struct llama_kv_cache {
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}
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}
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};
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};
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// saves the kv_cache state for future recovery
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// used to preserve the kv_cache state before searching for a slot
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struct llama_kv_slot_restorer {
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struct llama_kv_cache_state {
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uint32_t head = 0;
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uint32_t size = 0;
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uint32_t used = 0;
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uint32_t n = 0;
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} old_state;
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std::vector<llama_kv_cell> recurrent_cells; // for recurrent models only
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std::pair<uint32_t, uint32_t> slot_boundaries; // for non-recurrent models only
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bool restore = false;
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};
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struct llama_control_vector {
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struct llama_control_vector {
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std::vector<struct ggml_tensor *> tensors; // per layer
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std::vector<struct ggml_tensor *> tensors; // per layer
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std::vector<ggml_context_ptr> ctxs;
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std::vector<ggml_context_ptr> ctxs;
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@ -3508,11 +3524,19 @@ static bool llama_kv_cache_init(
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// to the first cell of the slot.
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// to the first cell of the slot.
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static bool llama_kv_cache_find_slot(
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static bool llama_kv_cache_find_slot(
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struct llama_kv_cache & cache,
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struct llama_kv_cache & cache,
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const struct llama_ubatch & batch) {
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const struct llama_ubatch & batch,
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struct llama_kv_slot_restorer * slot_restorer = nullptr) {
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const uint32_t n_tokens = batch.n_tokens;
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const uint32_t n_tokens = batch.n_tokens;
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const uint32_t n_seqs = batch.n_seqs;
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const uint32_t n_seqs = batch.n_seqs;
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const uint32_t n_seq_tokens = batch.n_seq_tokens;
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const uint32_t n_seq_tokens = batch.n_seq_tokens;
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if (slot_restorer != nullptr) {
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slot_restorer->old_state.head = cache.head;
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slot_restorer->old_state.size = cache.size;
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slot_restorer->old_state.used = cache.used;
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slot_restorer->old_state.n = cache.n;
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}
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if (cache.recurrent) {
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if (cache.recurrent) {
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// For recurrent state architectures (like Mamba or RWKV),
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// For recurrent state architectures (like Mamba or RWKV),
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// each cache cell can store the state for a whole sequence.
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// each cache cell can store the state for a whole sequence.
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@ -3521,6 +3545,11 @@ static bool llama_kv_cache_find_slot(
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// can only process batches with an equal number of new tokens in each sequence
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// can only process batches with an equal number of new tokens in each sequence
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GGML_ASSERT(batch.equal_seqs);
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GGML_ASSERT(batch.equal_seqs);
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if (slot_restorer != nullptr) {
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slot_restorer->recurrent_cells = cache.cells;
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slot_restorer->restore = true;
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}
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int32_t min = cache.size - 1;
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int32_t min = cache.size - 1;
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int32_t max = 0;
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int32_t max = 0;
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@ -3709,6 +3738,11 @@ static bool llama_kv_cache_find_slot(
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}
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}
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}
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}
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if (slot_restorer != nullptr) {
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slot_restorer->slot_boundaries = std::make_pair(cache.head, cache.head + n_tokens);
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slot_restorer->restore = true;
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}
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for (uint32_t s = 0; s < n_seqs; s++) {
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for (uint32_t s = 0; s < n_seqs; s++) {
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for (uint32_t i = 0; i < n_seq_tokens; ++i) {
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for (uint32_t i = 0; i < n_seq_tokens; ++i) {
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uint32_t k = s*n_seq_tokens + i;
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uint32_t k = s*n_seq_tokens + i;
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@ -3998,6 +4032,23 @@ static uint32_t llama_kv_cache_get_padding(const struct llama_cparams & cparams)
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return cparams.flash_attn ? 256u : 32u;
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return cparams.flash_attn ? 256u : 32u;
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}
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}
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static void llama_kv_cache_slot_restore(
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const struct llama_kv_slot_restorer & restorer,
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struct llama_kv_cache & cache) {
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if (restorer.restore) {
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cache.head = restorer.old_state.head;
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cache.size = restorer.old_state.size;
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cache.used = restorer.old_state.used;
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cache.n = restorer.old_state.n;
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if (cache.recurrent) {
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cache.cells = restorer.recurrent_cells;
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} else {
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llama_kv_cache_seq_rm(cache, -1, restorer.slot_boundaries.first, restorer.slot_boundaries.second + 1);
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}
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}
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}
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//
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//
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// model loading and saving
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// model loading and saving
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//
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//
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@ -17256,6 +17307,7 @@ static int llama_decode_internal(
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lctx.n_queued_tokens += n_tokens_all;
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lctx.n_queued_tokens += n_tokens_all;
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auto & kv_self = lctx.kv_self;
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auto & kv_self = lctx.kv_self;
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llama_kv_slot_restorer kv_slot_restorer;
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const int64_t n_embd = hparams.n_embd;
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const int64_t n_embd = hparams.n_embd;
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const int64_t n_vocab = hparams.n_vocab;
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const int64_t n_vocab = hparams.n_vocab;
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@ -17340,7 +17392,7 @@ static int llama_decode_internal(
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kv_self.head = 0;
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kv_self.head = 0;
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}
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}
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if (!llama_kv_cache_find_slot(kv_self, ubatch)) {
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if (!llama_kv_cache_find_slot(kv_self, ubatch, &kv_slot_restorer)) {
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return 1;
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return 1;
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}
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}
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@ -17390,9 +17442,9 @@ static int llama_decode_internal(
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llama_set_inputs(lctx, ubatch);
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llama_set_inputs(lctx, ubatch);
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const auto compute_status = llama_graph_compute(lctx, gf, n_threads, threadpool);
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const auto compute_status = llama_graph_compute(lctx, gf, n_threads, threadpool);
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if (compute_status != GGML_STATUS_SUCCESS) {
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llama_kv_cache_slot_restore(kv_slot_restorer, kv_self);
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switch (compute_status) {
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switch (compute_status) {
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case GGML_STATUS_SUCCESS:
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break;
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case GGML_STATUS_ABORTED:
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case GGML_STATUS_ABORTED:
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return 2;
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return 2;
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case GGML_STATUS_ALLOC_FAILED:
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case GGML_STATUS_ALLOC_FAILED:
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@ -17401,6 +17453,7 @@ static int llama_decode_internal(
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default:
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default:
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return -3;
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return -3;
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}
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}
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}
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// update the kv ring buffer
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// update the kv ring buffer
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{
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{
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