llama : KV cache view API + better KV cache management (#4170)
* llama : keep track of used KV cells + better KV cache management * llama : zero KV cache used upon clear ggml-ci * llama : allow exporting a view of the KV cache (#4180) * Allow exporting a view of the KV cache * Allow dumping the sequences per cell in common * Track max contiguous cells value and position as well * Fix max contiguous empty cells index calculation Make dump functions deal with lengths or sequences counts > 10 better * Fix off by one error in dump_kv_cache_view * Add doc comments for KV cache view functions Eliminate cell sequence struct; use llama_seq_id directly Minor cleanups * common : add -dkvc arg for enabling kv cache dumps --------- Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
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llama.h
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llama.h
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@ -361,9 +361,60 @@ extern "C" {
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// KV cache
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//
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// Returns the number of tokens in the KV cache
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LLAMA_API DEPRECATED(int llama_get_kv_cache_token_count(const struct llama_context * ctx),
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"avoid using this, it will be removed in the future, instead - count the tokens in user code");
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// Information associated with an individual cell in the KV cache view.
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struct llama_kv_cache_view_cell {
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// The position for this cell. Takes KV cache shifts into account.
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// May be negative if the cell is not populated.
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llama_pos pos;
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};
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// An updateable view of the KV cache.
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struct llama_kv_cache_view {
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// Number of KV cache cells. This will be the same as the context size.
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int32_t n_cells;
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// Maximum number of sequences that can exist in a cell. It's not an error
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// if there are more sequences in a cell than this value, however they will
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// not be visible in the view cells_sequences.
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int32_t n_max_seq;
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// Number of tokens in the cache. For example, if there are two populated
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// cells, the first with 1 sequence id in it and the second with 2 sequence
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// ids then you'll have 3 tokens.
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int32_t token_count;
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// Number of populated cache cells.
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int32_t used_cells;
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// Maximum contiguous empty slots in the cache.
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int32_t max_contiguous;
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// Index to the start of the max_contiguous slot range. Can be negative
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// when cache is full.
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int32_t max_contiguous_idx;
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// Information for an individual cell.
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struct llama_kv_cache_view_cell * cells;
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// The sequences for each cell. There will be n_max_seq items per cell.
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llama_seq_id * cells_sequences;
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};
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// Create an empty KV cache view. (use only for debugging purposes)
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LLAMA_API struct llama_kv_cache_view llama_kv_cache_view_init(const struct llama_context * ctx, int32_t n_max_seq);
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// Free a KV cache view. (use only for debugging purposes)
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LLAMA_API void llama_kv_cache_view_free(struct llama_kv_cache_view * view);
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// Update the KV cache view structure with the current state of the KV cache. (use only for debugging purposes)
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LLAMA_API void llama_kv_cache_view_update(const struct llama_context * ctx, struct llama_kv_cache_view * view);
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// Returns the number of tokens in the KV cache (slow, use only for debug)
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// If a KV cell has multiple sequences assigned to it, it will be counted multiple times
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LLAMA_API int llama_get_kv_cache_token_count(const struct llama_context * ctx);
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// Returns the number of used KV cells (i.e. have at least one sequence assigned to them)
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LLAMA_API int llama_get_kv_cache_used_cells(const struct llama_context * ctx);
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// Clear the KV cache
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LLAMA_API void llama_kv_cache_clear(
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