Fix hybrid graph parallel + muge (#1426)
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@ -4666,7 +4666,9 @@ static void llama_repack_up_gate_exps(llama_context & lctx) {
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auto & model = lctx.model;
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bool needs_repack = false;
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for (auto & l : model.layers) {
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if (l.ffn_up_gate_exps && l.ffn_up_exps && l.ffn_gate_exps) {
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if (l.ffn_up_gate_exps && l.ffn_up_exps && l.ffn_gate_exps &&
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ggml_backend_buffer_is_host(l.ffn_up_gate_exps->buffer) &&
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ggml_backend_buffer_is_host(l.ffn_up_exps->buffer) && ggml_backend_buffer_is_host(l.ffn_gate_exps->buffer)) {
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needs_repack = true; break;
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}
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}
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@ -4675,7 +4677,9 @@ static void llama_repack_up_gate_exps(llama_context & lctx) {
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std::vector<char> aux_buffer_up, aux_buffer_gate, aux_buffer_up_gate;
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for (int il = 0; il < int(model.layers.size()); ++il) {
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auto & l = model.layers[il];
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if (l.ffn_up_gate_exps && l.ffn_up_exps && l.ffn_gate_exps) {
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if (l.ffn_up_gate_exps && l.ffn_up_exps && l.ffn_gate_exps &&
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ggml_backend_buffer_is_host(l.ffn_up_gate_exps->buffer) &&
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ggml_backend_buffer_is_host(l.ffn_up_exps->buffer) && ggml_backend_buffer_is_host(l.ffn_gate_exps->buffer)) {
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GGML_ASSERT(l.ffn_up_gate_exps->type == l.ffn_up_exps->type && l.ffn_up_gate_exps->type == l.ffn_gate_exps->type);
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GGML_ASSERT(l.ffn_up_gate_exps->ne[0] == l.ffn_up_exps->ne[0] && l.ffn_up_gate_exps->ne[0] == l.ffn_gate_exps->ne[0]);
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GGML_ASSERT(l.ffn_up_gate_exps->ne[2] == l.ffn_up_exps->ne[2] && l.ffn_up_gate_exps->ne[2] == l.ffn_gate_exps->ne[2]);
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@ -5209,9 +5213,7 @@ struct llama_context * llama_init_from_model(
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LLAMA_LOG_INFO("%s: pipeline parallelism enabled (n_copies=%d)\n", __func__, ggml_backend_sched_get_n_copies(ctx->sched));
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}
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if (ctx->model.split_mode != LLAMA_SPLIT_MODE_GRAPH) {
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llama_repack_up_gate_exps(*ctx);
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}
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llama_repack_up_gate_exps(*ctx);
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// build worst-case graph
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int n_past = cparams.n_ctx - n_tokens;
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