Georgi Gerganov
01612b7409
llama : reuse compute graphs ( #14482 )
...
* llama : reuse compute graphs
ggml-ci
* llama-bench : add graph reuse parameter
ggml-ci
* cont : remove the parameter and the sched resets
ggml-ci
* graph : rename update() to can_reuse()
ggml-ci
* params : remove is_same()
ggml-ci
* graph : set res->params in llm_graph_context constructor
ggml-ci
* graph : avoid set_max_nodes in llm_graph_result
ggml-ci
* kv-cache : reuse llama_context's graph result instance
ggml-ci
* context : reset the previous graph result upon memory updates
ggml-ci
* batch : llama_ubatch now carries its data instead of pointing to balloc
ggml-ci
* merge : fix build
ggml-ci
* graph : fix can_reuse() checks when flash-attention is disabled
* graph : move llm_graph_result impl in source file + debug env
ggml-ci
2025-07-17 19:08:33 +03:00
Georgi Gerganov
ad57d3edd2
batch : fix uninitialized has_cpl flag ( #14733 )
...
ggml-ci
2025-07-17 09:45:54 +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
---------
Co-authored-by: Johannes Gäßler <johannesg@5d6.de >
2025-07-16 16:35:42 +03:00
Georgi Gerganov
67d1ef23c6
batch : add optional for sequential equal split ( #14511 )
...
ggml-ci
2025-07-04 09:08:59 +03:00
Georgi Gerganov
c79184d2d1
batch : add n_used count ( #14512 )
...
ggml-ci
2025-07-04 09:04:59 +03:00
Georgi Gerganov
62af464227
batch : fix check for empty sequences in memory ( #14364 )
...
* batch : fix check for empty sequences in memory
ggml-ci
* cont : reuse the var
ggml-ci
2025-06-24 18:26:30 +03:00
Georgi Gerganov
7b50d589a8
kv-cells : fix tracking of seq_pos ( #14339 )
...
* kv-cells : fix tracking of seq_pos during cache reuse
ggml-ci
* cont : improve error message
ggml-ci
* cont : add more comments
2025-06-23 12:27:35 +03:00
Georgi Gerganov
4c9fdfbe15
ubatch : new splitting logic ( #14217 )
...
ggml-ci
2025-06-20 10:14:14 +03:00
Georgi Gerganov
d3e64b9f49
llama : rework embeddings logic ( #14208 )
...
* llama : rework embeddings logic
ggml-ci
* cont : fix rerank
ggml-ci
* cont : engrish [no ci]
* cont : fix rerank
ggml-ci
* server : support both embeddings and completions with single model
ggml-ci
* cont : avoid embeddings_org
ggml-ci
2025-06-16 14:14:00 +03:00
Georgi Gerganov
c311ac664d
cparams : rename LLAMA_MAX_PARALLEL_SEQUENCES to LLAMA_MAX_SEQ ( #14188 )
...
ggml-ci
2025-06-15 10:08:58 +03:00
Georgi Gerganov
b9912ac570
batch : auto-gen positions + verify multi-sequence input ( #14177 )
...
* batch : verify multi-sequence input batches
ggml-ci
* cont : auto-gen positions + verify multi-seq input
ggml-ci
* cont : first print debug info, then perform validation
ggml-ci
* cont : fix position auto-gen + add comments
ggml-ci
2025-06-15 09:18:37 +03:00
Georgi Gerganov
80709b70a2
batch : add LLAMA_BATCH_DEBUG environment variable ( #14172 )
...
* batch : add LLAMA_BATCH_DEBUG environment variable
ggml-ci
* cont : improve seq_id display
2025-06-13 18:35:00 +03:00
Georgi Gerganov
60c666347b
batch : rework llama_batch_allocr ( #14153 )
...
* batch : rework llama_batch_allocr
ggml-ci
* cont : move validation inside class
ggml-ci
* cont : move output counting to class
ggml-ci
* cont : minor
ggml-ci
* batch : add TODOs
ggml-ci
2025-06-13 13:47:55 +03:00
Georgi Gerganov
f6e1a7aa87
context : simplify output counting logic during decode ( #14142 )
...
* batch : remove logits_all flag
ggml-ci
* context : simplify output counting logic during decode
ggml-ci
* cont : fix comments
2025-06-12 11:50:01 +03:00
Georgi Gerganov
c3ee46fab4
batch : remove logits_all flag ( #14141 )
...
ggml-ci
2025-06-12 11:49:26 +03:00
Georgi Gerganov
12d0188c0d
kv-cache : refactor + add llama_memory_state_i ( #13746 )
...
* kv-cache : simplify the "struct llama_kv_cache" interface
ggml-ci
* kv-cache : revert the (n_swa + n_ubatch) change (for next PR)
ggml-ci
* kv-cache : some comments
ggml-ci
* context : fix graph reserve for multiple sequences
ggml-ci
* kv-cache : fix typo [no ci]
* kv-cache : fix find_slot() logic for free slots
ggml-ci
* llama : add TODO for deprecating the defrag API in the future
* kv-cache : improve find_slot() using min/max seq pos info
ggml-ci
* llama : handle aborts and compute errors
ggml-ci
* memory : extract state into llama_memory_state
ggml-ci
* kv-cache : add comments
ggml-ci
* server : update batching logic to reset n_batch on successful decode
* server : upon full re-processing, remove the sequence from the cache
* kv-cache : add TODO for doing split_equal when split_simple fails
ggml-ci
2025-05-31 10:24:04 +03:00
Georgi Gerganov
797f2ac062
kv-cache : simplify the interface ( #13660 )
...
* kv-cache : simplify the interface
ggml-ci
* context : revert llama_batch_allocr position change
ggml-ci
2025-05-21 15:11:13 +03:00
Georgi Gerganov
c642bc014c
kv-cache : separate recurrent vs non-recurrent impl ( #12799 )
...
* kv-cache : serparate recurrent vs non-recurrent impl (wip)
ggml-ci
* kv-cache : init -> contructor + add llama_memory_params
ggml-ci
* kv-cache : fix callback reference
ggml-ci
* context : llama_kv_cache -> llama_memory_i
ggml-ci
* context : move memory creation logic to model
ggml-ci
* llama : remove reference of memory during encode
ggml-ci
* kv-cache : hide padding details in the implementation
ggml-ci
* kv-cache : add ubatch_next()
ggml-ci
* context : simplify sbatch logic
ggml-ci
* kv-cache : hide defrag logic in the implementation
ggml-ci
* context : hide kv cache details in implementation
ggml-ci
* build : fix
ggml-ci
* cont : another fix
ggml-ci
* kv-cache : simplify interface (wip)
ggml-ci
* kv-cache : use separate KV cell structs for unified/recurrent
ggml-ci
* kv-cache : clean-up
ggml-ci
* model : better llama_model::create_model() signature
ggml-ci
* kv-cache : fix recurrent seq_rm()
ggml-ci
* kv-cache : replace `struct callbacks` with `llama_model &`
ggml-ci
* kv-cache : replace `struct graph_params` with `llama_context &`
ggml-ci
* kv-cache : fix offload check
ggml-ci
* context : avoid passing unique_ptr
ggml-ci
* kv-cache : avoid using the backends from the llama_context
ref #13113
ggml-ci
* kv-cache : more consistent debug logs [no ci]
* kv-cache : do not pass the full llama_context for kv graphs
ggml-ci
* kv-cache : remove comment
* kv-cache : ggml_rope_ext_inplace -> ggml_rope_ext
ggml-ci
* kv-cache : fix recurrent multi-user case
ggml-ci
* memory : remove comments [no ci]
2025-05-02 17:48:36 +03:00
Georgi Gerganov
f66f582927
llama : refactor src/llama.cpp ( #10902 )
...
* llama : scatter llama.cpp into multiple modules (wip)
* llama : control-vector -> adapter
* llama : arch
* llama : mmap
ggml-ci
* ci : remove BUILD_SHARED_LIBS=OFF
ggml-ci
* llama : arch (cont)
ggml-ci
* llama : chat
ggml-ci
* llama : model
ggml-ci
* llama : hparams
ggml-ci
* llama : adapter
ggml-ci
* examples : fix
ggml-ci
* rebase
ggml-ci
* minor
* llama : kv cache
ggml-ci
* llama : impl
ggml-ci
* llama : batch
ggml-ci
* cont
ggml-ci
* llama : context
ggml-ci
* minor
* llama : context (cont)
ggml-ci
* llama : model loader
ggml-ci
* common : update lora
ggml-ci
* llama : quant
ggml-ci
* llama : quant (cont)
ggml-ci
* minor [no ci]
2025-01-03 10:18:53 +02:00
