Commit Graph

11 Commits

Author SHA1 Message Date
Molly Sophia
8f1d81a0b6
llama : support RWKV v6 models (#8980)
* convert_hf_to_gguf: Add support for RWKV v6

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Add RWKV tokenization

* Fix build

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Do not use special tokens when matching in RWKV tokenizer

* Fix model loading

* Add (broken) placeholder graph builder for RWKV

* Add workaround for kv cache

* Add logits conversion to rwkv5

* Add rwkv5 layer norms

* Add time mix KVRG & correct merge mistake

* Add remaining time mix parameters

* Add time mix output loading

* Add placeholder llm_build_time_mix

* Fix build

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Load more tensors for rwkv v6

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Fix rwkv tokenizer

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* ggml: Add unary operator Exp

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* RWKV v6 graph building

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Add ``rescale_every_n_layers`` parameter

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Add ``wkv.head_size`` key for RWKV

so it doesn't reuse Mamba ssm parameters

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Fix offloading layers to CUDA

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Fix parallel inferencing for RWKV

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Remove trailing whitespaces

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* build_rwkv: Avoid using inplace operations

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* convert_hf_to_gguf: rwkv: Avoid using ``eval``

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* convert_hf_to_gguf: rwkv tokenizer: Don't escape sequences manually

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Update convert_hf_to_gguf.py

Co-authored-by: compilade <git@compilade.net>

* ggml: Add backward computation for unary op ``exp``

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Update convert_hf_to_gguf.py

Co-authored-by: compilade <git@compilade.net>

* Update convert_hf_to_gguf.py

Co-authored-by: compilade <git@compilade.net>

* Use MODEL_ARCH.RWKV6 instead of MODEL_ARCH.RWKV

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* build_rwkv6: Simplify graph

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Detect model.type

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Fix tensor loading for 7B/14B models

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Fix group_norm assertion failure with Metal

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Clean up

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Add quantization tensor exclusion

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Use the new advanced batch splits

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Update src/llama.cpp

Co-authored-by: compilade <git@compilade.net>

* llama: rwkv6: Use ``ggml_norm`` instead of ``ggml_group_norm``

Co-authored-by: compilade <git@compilade.net>

* llama: rwkv6: Apply code style and misc changes

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* converter: Use class name ``Rwkv6Model``

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Make use of key ``feed_forward_length``

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Add kv ``time_mix_extra_dim`` and ``time_decay_extra_dim``

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* converter: Match ``new_name`` instead of ``name`` for float32 explicit tensors

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Keep ``time_mix_w1/w2`` as F32

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Remove unused nodes

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Apply code format changes

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: rwkv6: Add lora for some supported tensors

Currently att.key/receptance/value/gate/output, ffn.receptance/key/value, as well as head.weight

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* rwkv : speed-up tokenization using trie

* minor : style + indentation

* llama: rwkv6: Avoid division by zero

Co-authored-by: compilade <git@compilade.net>

* ggml: rwkv_wkv: Avoid copying the state

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Co-authored-by: Layl Bongers <3094382+LaylBongers@users.noreply.github.com>
Co-authored-by: compilade <git@compilade.net>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-01 17:38:17 +03:00
Daniel Bevenius
49271efbaf
llama : fix typo in xcda_array_view comment [no ci] (#9132) 2024-08-31 10:50:22 +03:00
Daniel Bevenius
8455340b87
llama : std::move llm_bigram_bpe from work_queue (#9062)
* llama : std::move llm_bigram_bpe from work_queue

This commit updates the retrieval of llm_bigram_bpe objects from
work_queue.top() by using std::move.

The motivation for this is to avoid the copying of the std::string
`text` member of the llm_bigram_bpe struct.

* squash! llama : std::move llm_bigram_bpe from work_queue

Introduced a MovablePriorityQueue class to allow moving elements
out of the priority queue for llm_bigram_bpe.

* squash! llama : std::move llm_bigram_bpe from work_queue

Rename MovablePriorityQueue to lama_priority_queue.

* squash! llama : std::move llm_bigram_bpe from work_queue

Rename lama_priority_queue -> llama_priority_queue.
2024-08-21 10:32:58 +03:00
Minsoo Cheong
c679e0cb5c
llama : add EXAONE model support (#9025)
* add exaone model support

* add chat template

* fix whitespace

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* add ftype

* add exaone pre-tokenizer in `llama-vocab.cpp`

Co-Authored-By: compilade <113953597+compilade@users.noreply.github.com>

* fix lint

Co-Authored-By: compilade <113953597+compilade@users.noreply.github.com>

* add `EXAONE` to supported models in `README.md`

* fix space

Co-authored-by: compilade <git@compilade.net>

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: compilade <113953597+compilade@users.noreply.github.com>
Co-authored-by: compilade <git@compilade.net>
2024-08-16 09:35:18 +03:00
Zhenwei Jin
4af8420afb
common : remove duplicate function llama_should_add_bos_token (#8778) 2024-08-15 10:23:23 +03:00
Esko Toivonen
6bda7ce6c3
llama : add pre-tokenizer regexes for BLOOM and gpt3-finnish (#8850) 2024-08-15 10:17:12 +03:00
Georgi Gerganov
45a55b91aa
llama : better replace_all (cont) (#8926)
* llama : better replace_all (cont)

ggml-ci

* code : deduplicate replace_all

ggml-ci
2024-08-09 18:23:52 +03:00
Douglas Hanley
cdd1889de6
convert : add support for XLMRoberta embedding models (#8658)
* add conversion for bge-m3; small fix in unigram tokenizer

* clean up and simplify XLMRoberta conversion
2024-08-06 10:20:54 +03:00
fairydreaming
d3f0c7166a
Stop the generation when <|eom_id|> token is encountered - needed for Llama 3.1 tool call support (#8858)
* gguf-py, llama : add constants and methods related to Llama-3.1 <|eom_id|> token

* llama : find Llama-3.1 <|eom_id|> token id during vocab loading

* llama-vocab : add Llama-3.1 <|eom_id|> token to the set of tokens stopping the generation

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
2024-08-05 09:38:01 +02:00
slaren
2b1f616b20
ggml : reduce hash table reset cost (#8698)
* ggml : reduce hash table reset cost

* fix unreachable code warnings after GGML_ASSERT(false)

* GGML_ASSERT(false) -> GGML_ABORT("fatal error")

* GGML_ABORT use format string
2024-07-27 04:41:55 +02:00
Georgi Gerganov
938943cdbf
llama : move vocab, grammar and sampling into separate files (#8508)
* llama : move sampling code into llama-sampling

ggml-ci

* llama : move grammar code into llama-grammar

ggml-ci

* cont

ggml-ci

* cont : pre-fetch rules

* cont

ggml-ci

* llama : deprecate llama_sample_grammar

* llama : move tokenizers into llama-vocab

ggml-ci

* make : update llama.cpp deps [no ci]

* llama : redirect external API to internal APIs

ggml-ci

* llama : suffix the internal APIs with "_impl"

ggml-ci

* llama : clean-up
2024-07-23 13:10:17 +03:00