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Merge commit '2b6dfe824d' into concedo_experimental
# Conflicts: # .github/workflows/release.yml # examples/save-load-state/save-load-state.cpp # src/llama-context.cpp # tools/cli/cli.cpp
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commit
7e53bfd28d
17 changed files with 258 additions and 194 deletions
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@ -1767,3 +1767,65 @@ float lr_opt::get_lr(float epoch) const {
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LOG_INF("epoch %.2g lr=%.2g\n", epoch, r);
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return r;
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}
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bool common_replay_last_token(struct llama_context * ctx, llama_token last_token, int32_t pos) {
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llama_batch batch = llama_batch_get_one(&last_token, 1);
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batch.pos = &pos;
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if (llama_decode(ctx, batch)) {
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LOG_ERR("%s: failed to replay last token\n", __func__);
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return false;
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}
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return true;
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}
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bool common_prompt_batch_decode(
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struct llama_context * ctx,
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const std::vector<llama_token> & tokens,
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int & n_past,
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int n_batch,
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std::string_view state_path,
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bool save_state) {
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const int n_eval = tokens.size();
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if (n_eval == 0) {
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return true;
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}
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if (save_state && n_eval > 1) {
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const int n_tokens_before_last = n_eval - 1;
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GGML_ASSERT(n_eval <= n_batch);
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// Decode all but the last token so we can save the memory state before decoding the last token.
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// This is done so we can restore the session state later and replay the last token.
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// Memory implementations in recurrent/hybrid models don't support removing tokens from their
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// memory, so we can't just remove the last token from the memory and replay the last token which
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// is the reason for this logic.
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if (llama_decode(ctx, llama_batch_get_one(const_cast<llama_token*>(tokens.data()), n_tokens_before_last))) {
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LOG_ERR("%s : failed to eval\n", __func__);
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return false;
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}
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n_past += n_tokens_before_last;
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llama_state_save_file(ctx, state_path.data(), tokens.data(), n_tokens_before_last);
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LOG_INF("saved session before last token to %s, n_tokens = %d\n", state_path.data(), n_tokens_before_last);
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llama_token last_token = tokens.back();
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llama_batch batch = llama_batch_get_one(&last_token, 1);
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int32_t pos = n_past;
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batch.pos = &pos;
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if (llama_decode(ctx, batch)) {
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LOG_ERR("%s : failed to eval last token\n", __func__);
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return false;
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}
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n_past++;
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} else {
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if (llama_decode(ctx, llama_batch_get_one(const_cast<llama_token*>(tokens.data()), n_eval))) {
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LOG_ERR("%s : failed to eval\n", __func__);
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return false;
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}
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n_past += n_eval;
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}
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return true;
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}
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