7 Commits

Author SHA1 Message Date
Georgi Gerganov
b3964c1e89 metal : optimize FA vec for large sequences and BS <= 8 (#15566)
* metal : optmize FA vec for large heads and sequences

* metal : adjust small-batch mul mv kernels

ggml-ci

* batched-bench : fix total speed computation

ggml-ci

* cont : add comments

ggml-ci
2025-08-26 14:22:14 +03:00
Georgi Gerganov
6b64f74b55 batched-bench : fix unified KV cache handling + pp timing (#15562)
* batched-bench : fix unified KV cache handling + pp timing

* cont : run dummy token only with split KV cache
2025-08-25 13:56:43 +03:00
Georgi Gerganov
f0d3c7405c batched-bench : use rand tokens (#15398) 2025-08-19 08:45:12 +03:00
Georgi Gerganov
225e7a1438 llama : add high-throughput mode (#14363)
* kv-cache : prepare K/V buffers for separation

ggml-ci

* batched-bench : fix oob write

ggml-ci

* llama : add "virtual sequences"

ggml-ci

* llama : use "stream" vs "virtual sequence"

ggml-ci

* graph : fix stream splitting when KV cache is not used

ggml-ci

* kv-cache : add multi-stream save/load support

ggml-ci

* llama : add "--attn-streams" flag

ggml-ci

* kv-cache : fix handling when find_slot fails

ggml-ci

* kv-cache : restore find_slot impl

ggml-ci

* kv-cache : add comments

* kv-cache : add bounds checks for sequence id

ggml-ci

* cont : add n_seq_max to batch allocr

ggml-ci

* kv-cache : perform stream copies lazily after llama_synchronize

ggml-ci

* kv-cache : avoid throwing exceptions across the C boundary

ggml-ci

* CUDA: 4D FlashAttention support (#14628)

* CUDA: 4D FlashAttention support

* CUDA: fix WMMA FA kernel

* llama : rename attn_streams -> kv_unified

ggml-ci

* common : rename kv_split -> kv_unified

ggml-ci

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Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-07-16 16:35:42 +03:00
Georgi Gerganov
745aa5319b llama : deprecate llama_kv_self_ API (#14030)
* llama : deprecate llama_kv_self_ API

ggml-ci

* llama : allow llama_memory_(nullptr)

ggml-ci

* memory : add flag for optional data clear in llama_memory_clear

ggml-ci
2025-06-06 14:11:15 +03:00
Georgi Gerganov
b89d605a91 batched-bench : fix pp batch contents (#13492) 2025-05-13 18:01:53 +03:00
Diego Devesa
1d36b3670b llama : move end-user examples to tools directory (#13249)
* llama : move end-user examples to tools directory

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Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-05-02 20:27:13 +02:00