ggml : recurrent state rollback for ggml_ssm_scan (#26623)
* Initial changes for Recurrent state rollback for nemotron for cpu and cuda * Removing CPU RS rollback. Will enable it in subsequent PRs * addition of test case * Removing assert and calling runtime API to check if op is supported * removing extra API and updating the call sites for K * replace static cuda detection to runtime fused_op api * address review comments and fallback when SSM rollback not supprted * Adding changes for supporting RS-rollback in CPU. Also added test-backend-ops for cpu and cuda * removing memory manipulation as rs rollback is now supported in CPU * removing the static probe which is not needed now * correcting the format * address review comments * enabling test for all the backends, unsupported backends will fallback to CPU * Apply suggestions from code review Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * choose different graph based on the result of fused_ssm_op is supported or not and also handled memory->n_rs_seq >1 case incase of op is not supported * Support K > 1 in ssm_scan for all backends * Fix CI Issues --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: Gaurav Garg <gaugarg@nvidia.com>
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co-authored by
Georgi Gerganov
Gaurav Garg
parent
4c1a0af40d
commit
1692f9e50b
@@ -1710,6 +1710,10 @@ int ggml_metal_op_ssm_scan(ggml_metal_op_t ctx, int idx) {
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const int64_t n_group = ne41;
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const int64_t n_seq_tokens = ne12;
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const int64_t n_seqs = ne13;
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const int64_t K = ggml_get_op_params_i32(op, 0);
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GGML_ASSERT(K >= 1);
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GGML_ASSERT(ggml_nelements(op->src[1]) + K*d_state*d_inner*n_head*n_seqs == ggml_nelements(op));
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ggml_metal_kargs_ssm_scan args = {
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/*.d_state =*/ d_state,
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@@ -1718,6 +1722,7 @@ int ggml_metal_op_ssm_scan(ggml_metal_op_t ctx, int idx) {
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/*.n_group =*/ n_group,
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/*.n_seq_tokens =*/ n_seq_tokens,
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/*.n_seqs =*/ n_seqs,
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/*.K =*/ K,
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/*.s_off =*/ ggml_nelements(op->src[1]) * sizeof(float),
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/*.nb00 =*/ nb00,
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/*.nb01 =*/ nb01,
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