llama : add Gemma4 MTP (#23398)
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@@ -1,4 +1,3 @@
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#include "server-context.h"
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#include "server-chat.h"
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#include "server-common.h"
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@@ -16,6 +15,11 @@
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#include "mtmd.h"
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#include "mtmd-helper.h"
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#include "ggml-cpp.h"
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// TODO: tmp until the mtmd draft processing is refactored [TAG_MTMD_DRAFT_PROCESSING]
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#include "../../src/llama-ext.h"
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#include <algorithm>
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#include <cstddef>
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#include <cinttypes>
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@@ -884,7 +888,7 @@ private:
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has_draft ? "draft model" : "MTP context",
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total / (1024.0 * 1024.0));
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} catch (const std::exception & e) {
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SRV_ERR("[spec] failed to measure %s memory: %s\n",
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SRV_WRN("[spec] failed to measure %s memory: %s\n",
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has_draft ? "draft model" : "MTP context", e.what());
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}
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}
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@@ -940,16 +944,17 @@ private:
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const bool spec_mtp = std::find(params_base.speculative.types.begin(),
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params_base.speculative.types.end(),
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COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params_base.speculative.types.end();
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if (spec_mtp) {
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cparams.ctx_type = LLAMA_CONTEXT_TYPE_MTP;
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}
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// note: for small models maybe we can set this to the maximum possible draft from all speculative types
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// the extra memory for small models is likely negligible?
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cparams.n_rs_seq = 0;
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ctx_dft.reset(llama_init_from_model(model_dft.get(), cparams));
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cparams.n_rs_seq = 0;
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cparams.ctx_other = ctx_tgt;
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ctx_dft_seq_rm_type = common_context_can_seq_rm(ctx_dft.get());
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ctx_dft.reset(llama_init_from_model(model_dft.get(), cparams));
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params_base.speculative.draft.ctx_tgt = ctx_tgt;
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params_base.speculative.draft.ctx_dft = ctx_dft.get();
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@@ -964,6 +969,7 @@ private:
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cparams_mtp.type_v = params_base.speculative.draft.cache_type_v;
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cparams_mtp.n_rs_seq = 0;
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cparams_mtp.n_outputs_max = params_base.n_parallel;
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cparams_mtp.ctx_other = ctx_tgt;
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ctx_dft.reset(llama_init_from_model(model_tgt, cparams_mtp));
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if (ctx_dft == nullptr) {
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@@ -971,8 +977,6 @@ private:
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return false;
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}
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ctx_dft_seq_rm_type = common_context_can_seq_rm(ctx_dft.get());
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params_base.speculative.draft.ctx_tgt = ctx_tgt;
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params_base.speculative.draft.ctx_dft = ctx_dft.get();
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}
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@@ -1060,6 +1064,10 @@ private:
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}
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}
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if (ctx_dft) {
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ctx_dft_seq_rm_type = common_context_can_seq_rm(ctx_dft.get());
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}
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if (spec) {
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SRV_INF("%s", "speculative decoding context initialized\n");
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} else {
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@@ -2974,10 +2982,11 @@ private:
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continue;
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}
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if (ctx_dft) {
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if (ctx_dft && llama_get_ctx_other(ctx_dft.get()) != ctx_tgt) {
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// TODO: in the future, figure out how to infuse target embeddings to the images
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// for now, we skip this for simplicity
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// maybe we simply need to call `common_speculative_process()` on the mtmd batches in the `process_chunk` above?
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// [TAG_MTMD_DRAFT_PROCESSING]
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res = input_tokens.process_chunk(ctx_dft.get(), mctx, slot.prompt.n_tokens(), slot.prompt.tokens.pos_next(), slot.id, n_tokens_out);
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if (res != 0) {
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GGML_ABORT("failed to process multi-modal data on draft context\n");
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