mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2026-09-09 14:29:06 +02:00
spec : fix draft model checkpoints
This commit is contained in:
+26
-37
@@ -167,8 +167,6 @@ struct common_speculative_checkpoint {
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size_t size() const {
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return data.size();
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}
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size_t ckpt_size = 0;
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};
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struct common_speculative_state_draft : public common_speculative_state {
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@@ -176,7 +174,7 @@ struct common_speculative_state_draft : public common_speculative_state {
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llama_context * ctx_dft;
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bool use_ckpt = false;
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struct common_speculative_checkpoint ckpt;
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common_speculative_checkpoint ckpt;
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common_sampler * smpl;
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@@ -249,26 +247,16 @@ struct common_speculative_state_draft : public common_speculative_state {
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llama_batch_free(batch);
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}
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void begin(const llama_tokens & prompt) override {
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if (use_ckpt && ckpt.size() > 0) {
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// delete checkpoint
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LOG_DBG("%s: delete checkpoint, prompt.size=%zu, pos_min=%d, pos_max=%d, n_tokens=%" PRId64 ", size=%.3f MiB\n",
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__func__, prompt.size(), ckpt.pos_min, ckpt.pos_max, ckpt.n_tokens, (float) ckpt.data.size() / 1024 / 1024);
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ckpt.pos_min = 0;
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ckpt.pos_max = 0;
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ckpt.n_tokens = 0;
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ckpt.ckpt_size = 0;
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ckpt.data.clear();
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}
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void begin(const llama_tokens & /*prompt*/) override {
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}
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size_t draft_create_checkpoint(int n_tokens_prompt, int n_tokens_batch) {
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size_t create_checkpoint(int n_tokens_prompt) {
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int slot_id = 0;
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const size_t checkpoint_size = llama_state_seq_get_size_ext(ctx_dft, slot_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
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ckpt.pos_min = llama_memory_seq_pos_min(llama_get_memory(ctx_dft), slot_id);
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ckpt.pos_max = llama_memory_seq_pos_max(llama_get_memory(ctx_dft), slot_id);
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ckpt.n_tokens = n_tokens_prompt - n_tokens_batch;
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ckpt.n_tokens = n_tokens_prompt;
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ckpt.data.resize(checkpoint_size);
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const size_t n = llama_state_seq_get_data_ext(ctx_dft, ckpt.data.data(), checkpoint_size, slot_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
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@@ -281,13 +269,13 @@ struct common_speculative_state_draft : public common_speculative_state {
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return n;
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}
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size_t draft_restore_checkpoint(size_t ckpt_size_part_expected) {
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size_t restore_checkpoint() {
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int slot_id = 0;
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LOG_DBG("%s: pos_min = %d, pos_max = %d\n", __func__, ckpt.pos_min, ckpt.pos_max);
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const size_t n = llama_state_seq_set_data_ext(ctx_dft, ckpt.data.data(), ckpt.size(), slot_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
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if (n != ckpt_size_part_expected) {
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GGML_ABORT("%s: failed to restore context checkpoint (pos_min=%d, pos_max=%d, size=%zu, get_data_ext->%zu, set_data_ext->%zu",
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__func__, ckpt.pos_min, ckpt.pos_max, ckpt.size(), ckpt_size_part_expected, n);
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if (n != ckpt.size()) {
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GGML_ABORT("%s: failed to restore context checkpoint (pos_min=%d, pos_max=%d, size=%zu",
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__func__, ckpt.pos_min, ckpt.pos_max, ckpt.size());
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}
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llama_memory_seq_rm(llama_get_memory(ctx_dft), slot_id, ckpt.pos_max + 1, -1);
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@@ -351,8 +339,8 @@ struct common_speculative_state_draft : public common_speculative_state {
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for (int i = 0; i < (int) prompt_dft.size(); ++i) {
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int cur = 0;
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while (i_start + cur < (int) prompt_cur.size() &&
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i + cur < (int) prompt_dft.size() &&
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prompt_cur[i_start + cur] == prompt_dft[i + cur]) {
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i + cur < (int) prompt_dft.size() &&
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prompt_cur[i_start + cur] == prompt_dft[i + cur]) {
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cur++;
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}
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@@ -364,17 +352,18 @@ struct common_speculative_state_draft : public common_speculative_state {
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LOG_DBG("%s: reuse_i = %d, reuse_n = %d, #prompt_dft = %zu, #prompt_cur = %zu\n",
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__func__, reuse_i, reuse_n, prompt_dft.size(), prompt_cur.size());
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if (use_ckpt && ckpt.ckpt_size == 0 && reuse_n > 0) {
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LOG_DBG("%s: no checkpoint available, no reuse, (reuse_i=%d, reuse_n=%d) -> (0, 0)\n",
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__func__, reuse_i, reuse_n);
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if (use_ckpt && ckpt.n_tokens > reuse_n) {
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LOG_DBG("%s: checkpoint is outdated -> delete it (reuse_i=%d, reuse_n=%d) -> (0, 0), ckpt.n_tokens = %lld\n",
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__func__, reuse_i, reuse_n, ckpt.n_tokens);
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reuse_i = 0;
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reuse_n = 0;
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ckpt = {};
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}
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result.clear();
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result.reserve(sparams.n_max);
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bool needs_ckpt = use_ckpt && prompt_dft.size() > 0;
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if (reuse_n == 0 || (use_ckpt && reuse_i > 0)) {
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llama_memory_clear(mem_dft, false);
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prompt_dft.clear();
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@@ -414,14 +403,13 @@ struct common_speculative_state_draft : public common_speculative_state {
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if (reuse_n < (int) prompt_dft.size() || do_restore) {
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if (use_ckpt) {
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if (ckpt.n_tokens > (int64_t) prompt_dft.size()) {
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LOG_INF("%s: checkpoint is too large, prompt_tgt.size=%zu, ckpt.n_tokens=%" PRId64 ", reuse_n=%d, prompt_dft.size=%zu\n",
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__func__, prompt_tgt.size(), ckpt.n_tokens, reuse_n, prompt_dft.size());
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if (ckpt.n_tokens > 0) {
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LOG_DBG("%s: restoring checkpoint, reuse_n=%d, prompt_dft.size=%zu\n",
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__func__, reuse_n, prompt_dft.size());
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restore_checkpoint();
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reuse_n = ckpt.n_tokens;
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prompt_dft.resize(reuse_n);
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}
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draft_restore_checkpoint(ckpt.ckpt_size);
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reuse_n = ckpt.n_tokens;
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prompt_dft.resize(reuse_n);
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needs_ckpt = false;
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} else {
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bool is_removed = llama_memory_seq_rm (mem_dft, 0, reuse_n, -1);
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if (!is_removed) {
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@@ -433,10 +421,6 @@ struct common_speculative_state_draft : public common_speculative_state {
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}
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}
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if (needs_ckpt) {
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ckpt.ckpt_size = draft_create_checkpoint(prompt_dft.size(), batch.n_tokens);
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}
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// prepare a batch to evaluate any new tokens in the prompt
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common_batch_clear(batch);
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@@ -450,12 +434,17 @@ struct common_speculative_state_draft : public common_speculative_state {
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// we should rarely end-up here during normal decoding
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if (batch.n_tokens > 0) {
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//LOG_DBG("%s: draft prompt batch: %s\n", __func__, string_from(ctx, batch).c_str());
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LOG_DBG("%s: draft prompt batch: %d tokens\n", __func__, batch.n_tokens);
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int ret = llama_decode(ctx_dft, batch);
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if (ret != 0 && ret != 1) {
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LOG_WRN("%s: llama_decode returned %d, prompt_cur.size=%zu\n",
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__func__, ret, prompt_cur.size());
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}
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if (use_ckpt) {
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create_checkpoint(prompt_dft.size());
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}
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}
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const llama_pos n_past = prompt_dft.size();
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