Commit Graph

53 Commits

Author SHA1 Message Date
Morgan Funtowicz
300f6c6f94 feat(backend) fix moving backend when pulling 2024-12-04 17:32:14 +01:00
Morgan Funtowicz
460f290d5b effectively cancel the request on the executor 2024-12-04 14:29:04 +01:00
Morgan Funtowicz
b6dbf605af chore(trtllm): update dependency towards 0.15.0 2024-12-04 12:02:42 +01:00
Morgan Funtowicz
cc6bc339e5 test(backend): more test coverage 2024-12-04 00:16:02 +01:00
Morgan Funtowicz
62530649b8 feat(backend): remove constexpig 2024-12-03 16:47:48 +01:00
Morgan Funtowicz
881527a544 feat(backend): remove constexpr from par 2024-12-03 16:46:59 +01:00
Morgan Funtowicz
ad3ed0d1a1 test(backend): add more unittest 2024-12-03 14:39:10 +01:00
Morgan Funtowicz
c94b9de445 feat(backend): add guard to multiple header definitions 2024-12-03 14:07:49 +01:00
Morgan Funtowicz
16ba2f5a2b feat(backend): fix main.rs retrieving the tokenizer 2024-12-03 12:11:17 +01:00
Morgan Funtowicz
874bc28d6c feat(backend): make backend_workspace_t::engines_folder constexpr 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
2f8634ec01 feat(backend): impl missing generation_step_t as return value of pull_tokens 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
a7bad25c41 feat(backend): fix backend_exception_t -> backend_error_t naming 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
879e1a4178 feat(backend): allow overriding which Python to use 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
71e700a6ea feat(backend): use latest trtllm main version to have g++ >= 13 compatibility 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
fd7e2b5bbd feat(backend): more impl 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
df99164dc1 feat(backend): delete previous backend impl 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
25c6bbe142 feat(backend): introduce backend_workspace_t to store precomputed information from the engine folder 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
702dc9cd05 feat(backend): missing return statement 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
87272ffe39 feat(backend): enable compiler warning if support for RVO not applying 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
9bb6309712 feat(backend): added some logging 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
6d3565759a feat(backend): remove all the logs from hardware.hpp 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
3a2698fb79 feat(backend): initial rewrite of the backend for simplicity 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
1830fe8833 test(ctest) enable address sanitizer 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
7a81040d1a feat(hardware) enable new hardware.hpp and unittests 2024-12-03 09:43:03 +01:00
Morgan Funtowicz
0f17415d54 misc(cmake) update dependencies 2024-12-03 09:43:03 +01:00
OlivierDehaene
ab7ccf5bc3
feat: add payload limit (#2726)
* feat: add payload limit

* update launcher
2024-11-21 18:20:15 +00:00
OlivierDehaene
8e0c161d0a
fix: incomplete generations w/ single tokens generations and models that did not support chunking (#2770)
* Incomplete generation stream fix (#2754)

entries.len() could > batch.size in prefill, so need to filter as well.

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* entries was wrongly extended for model that did not support chunking

---------

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Co-authored-by: Wang, Yi <yi.a.wang@intel.com>
2024-11-21 16:37:55 +00:00
Nicolas Patry
0c9b6cdd76
Choosing input/total tokens automatically based on available VRAM? (#2673)
* Choosing input/total tokens automatically based on available VRAM?

* Update doc.

* Remove generated files.

* Trying to fix non chunking targets.

* Attempt #2

* fix.

* QuantLinear is rocm compatible.

* Much simpler logic after the overhead.

* Updating logic + non flash.

* Revert doc text.

* Simple updates.

* Fix integration mt0 (transformers update).
2024-10-28 04:59:49 +01:00
Funtowicz Morgan
ba5fc7d922
Add support for stop words in TRTLLM (#2678)
* feat(trtllm): rewrite health to not account for current state

* chore(looper): cleanup a bit more

* feat(post_processing): max_new_tokens is const evaluated now

* chore(ffi):formatting

* feat(trtllm): add stop words handling

# Conflicts:
#	backends/trtllm/lib/backend.cpp

* chore(trtllm): create specific parallelconfig factory and logging init methods

* chore(trtllm): define a macro for SizeType cast

* chore(trtllm): use GetParallelConfig

* chore(trtllm): minor refactoring

* chore(trtllm): validate there are enough GPus on the system for the desired model

* chore(trtllm): ensure max throughput scheduling policy is selected

* chore(trtllm): minor fix

* chore(router): minor refactorings

* feat(docker): build with-slurm ompi

* feat(docker): add python3.10 dev to runtime deps

* chore(docker): add mpi to ld_library_path

* chore(docker): install transformers

* feat(trtllm): detect stop_words from generation_config.json
2024-10-25 10:58:34 +02:00
Funtowicz Morgan
43df056eee
[TENSORRT-LLM] - Implement new looper thread based backend (#2357)
* (backend) use parking_lot crate for RwLock fairness

# Conflicts:
#	backends/trtllm/src/backend.rs

* (launcher) default new server::run parameters to false for now

* (chore) fmt ... why?

* (ffi) use const for GetSamplingConfig

* (server) expose new SchedulingError

* (trt)

* (build) setup ccache if available

* (ffi) add max_new_tokens parameters

* (backend) cleanup a bit

* (backend) expose PullNewTokens

* (ffi) cleanup again

* (ffi) add missing headers imports

* (ffi) add template specialization to catch and convert to Rust Result<T, tensorrt_llm::common::TllmException>

* (looper) new looper initial implementation

* (ffi) remove narrowing type warning

* (ffi) encode the provided user prompt within each request thread

* (misc) change scope identifiers

* (backend) implement the post_processor background thread

* (misc) missing Result types for Rust

* use blocking_recv in looper to consume awaiting_requests at max before pulling in a single step

* (server) forward auth_token to server::run

* (build) fetchcontent use archives instead of git

* (ffi) fix usage of wrong vector constructor making a capacity fill call

* (ffi) missing namespace for tle::Response

* (ffi) do not use reference capture in lambda as we are not capturing anything

* (backend) refactor & cleanup

* (Dockerfile.trtllm) delete for now

* (misc) simplify [make_]move_iterator by using c++20 type inference

* (misc) no need to move for uint32_t items

* (scheduler) rework submit/pull logic

* (post) impl postprocessing

* (misc) delete backend.rs

* (misc) rerun-if-changed all the cmake modules

* (misc) move to latest trtllm

* (fix): HOPPER_SM_MAJOR is 9 not 8

* (misc: build for sm_{75,80,86,89,90} by default

* (misc): build with trtllm 0.13.0

* (misc): increase verbosity of spdlog

* (fix): do not recreate the stateful hashmap at every it

* (misc): update dependency in trtllm dockerfile

* (misc): update dependency in trtllm dockerfile

* (misc): disable logging in release mode

* (misc): improve trtllm download script robustness

* (fix): ore fixes for Dockerfile

* misc(cuda): require 12.6

* chore(cmake): use correct policy for download_timestamp

* feat(looper): check engine and executorWorker paths exist before creating the backend

* chore(cmake): download timestamp should be before URL

* feat(looper): minor optimizations to avoid growing too much the containers

* chore(trtllm): move dockerfile to right place

* chore(trtllm): disable tokenizer parallelism by default

* chore(trtllm): fmt

* chore(trtllm): post-rebase commit

* chore(trtllm): remove unused method

* feat(trtllm): cache maxNumTokens to avoid calling JSON everytime

* misc(router): remove SchedulingError

* feat(trtllm): do not tokenize twice

* Revert "chore(trtllm): remove unused method"

This reverts commit 31747163

* chore(rebase): fix invalid references

* chore(router): add python dependency

* Lint.

* Fix bad rebase

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-10-25 07:17:14 +02:00
Nicolas Patry
ed87b464b4
Fixing "deadlock" when python prompts for trust_remote_code by always (#2664)
specifiying a value.
2024-10-25 06:39:21 +02:00
OlivierDehaene
41c2623735
feat: allow any supported payload on /invocations (#2683)
* feat: allow any supported payload on /invocations

* update openAPI

* update doc
2024-10-23 11:26:01 +00:00
OlivierDehaene
a6a0c97ed9
feat: prefill chunking (#2600)
* wip

* rollback

* refactor to use prefix/postfix namming + fix all_input_ids_tensor

* maybe patching vlms?

* fix filter and concat

* wip, no filter, no concat

* current

* add prepare_for_prefill

* working

* load tested

* re-create slots

* re-create slots

* fix slot_filtering_indices

* feedback loop

* remove log

* fix benchmarker

* fix vlm and seq2seq

* rename to cache and input lengths

* fix prefill logprobs

* fix launcher

* fix logprobs?

* idk at this point

* max input length

* omfg

* remove debugging lines

* fix tests

* fix mllama

* fix cargo tests

* remove support chunking for paged

* Fixing non blocked attentions

* Fixing dtype + AMD, Ipex targets.

* lint fix.

* rename

* Fix prefix_caching variable, remove defaults in server (confusing a lot
of the times).

* Add simple resolution when user specifies ATTENTION=paged.

* Put back non default simple tests.

* Fix env name

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-10-16 12:49:33 +02:00
Nicolas Patry
0204946d26
Max token capacity metric (#2595)
* adding max_token_capacity_metric

* added tgi to name of metric

* Adding max capacity metric.

* Add description for the metrics

---------

Co-authored-by: Edwinhr716 <Edandres249@gmail.com>
2024-10-02 16:32:36 +02:00
Nicolas Patry
0ff6ff60ad
Hotfixing main (#2556) 2024-09-24 11:51:14 +02:00
OlivierDehaene
10e6f29295
chore: Add old V2 backend (#2551)
* wip

* added v2
2024-09-24 08:38:17 +02:00
Nicolas Patry
38fcafcf96
Adding a test for FD. (#2516)
* Adding a test for FD.

* Fixing flashdecoding (empty batch doesn't work).

* Fixing the invalid popping.

* Fixing radix with block_size > 1

* Last reference.

* Use an actual hash.

* Update hash for slice.len() == 1

* Update the locks.

* Increasing docker timeout.
2024-09-16 17:00:54 +02:00
Nicolas Patry
dae3bf1d87
Fix tokenization yi (#2507)
* Fixing odd tokenization self modifications on the Rust side (load and
resave in Python).

* Fixing the builds ?

* Fix the gh action?

* Fixing the location ?

* Validation is odd.

* Try a faster runner

* Upgrade python version.

* Remove sccache

* No sccache.

* Getting libpython maybe ?

* List stuff.

* Monkey it up.

* have no idea at this point

* Tmp.

* Shot in the dark.

* Tmate the hell out of this.

* Desperation.

* WTF.

* -y.

* Apparently 3.10 is not available anymore.

* Updating the dockerfile to make libpython discoverable at runtime too.

* Put back rust tests.

* Why do we want mkl on AMD ?

* Forcing 3.11 ?
2024-09-11 22:41:56 +02:00
Nicolas Patry
a4e3e8c608
Prefix test - Different kind of load test to trigger prefix test bugs. (#2490)
* Adding prefix test.

* [WIP] tmp dump of integration load tests.

* Remove other tensor creation.

* Fixed the radix tree.

Used a slice everywhere in radix.rs to keep the cheap Arc cloning
instead of recomputing the input_ids.

* Fix parsing

* Is it really flashinfer version ?

* Remove some comments.

* Revert the max prefix hit.

* Adding numpy to diff.

* Upgraded flashinfer.

* Upgrading some stuff.

* Are we done yet ?

* Minor fixup

* Remove 1 log and put back the other.

* Add comment for why slot 0 is OK.

* Mounting on the job.

* Get me a debug branch

* Debugging CIs is fun.

* Attempt #28

* wip

* Tmate.

* Praying.

* Updating VLM causal model with updated context.

* Important line got squashed.

* Tmate again.

* Fingers crossed.

* We want only 1 run of integration tests.....

---------

Co-authored-by: Guillaume LEGENDRE <glegendre01@gmail.com>
2024-09-11 18:10:40 +02:00
Nicolas Patry
c1fe28d694
Fixing more correctly the invalid drop of the batch. (#2498) 2024-09-06 17:35:49 +02:00
Daniël de Kok
379472c4c2
radix trie: add assertions (#2491)
These should all be cheap assertions.

Also:

* Fixup some comments.
* Delete a `remove` that was done unnecessarily twice.
2024-09-06 11:55:23 +02:00
Daniël de Kok
deec30f893
hotfix: avoid non-prefilled block use when using prefix caching (#2489)
The minimum batch size logic could cause prefix blocks to be
deallocated without prefill. The next allocation of the same
prefix would then use garbage blocks.
2024-09-05 15:09:29 +02:00
Nicolas Patry
e415b690a6
Lots of improvements (Still 2 allocators) (#2449)
* Making prefix/flashinfer the default and testing the full release tests.

* Include flashinfer in the docker.

* Using prebuilt.

* Allowing window_left_size (dummy version).

* Disabling flashinfer/prefix caching on odd head_dim

* Disable prefix caching for lora.

* More specific codes.

* Update lock

* Updating integration tests with new values with FI/FD.

Remove paged as a default too, and using FD everywhere.

* Update cargo lock ?

* Upgrade to 1.80 because of bitstream...

* Everywhere 1.80

* Forgot last default place.

* Apply suggestions from code review

Co-authored-by: drbh <david.richard.holtz@gmail.com>

* Updated flake lock

* Tmp

* Upgrade resolution system for less errors in resolution.

* Remove lambda for cleaner function.

* Handling debugger.

* OVerride the env in server tests.

* Is this enough to make it work ?

* This seems to be working.

* Downgrade some logs.

* Fixing the default for vlm.

* Don't enable prefix caching on VLM just yet.

* Change `add_special_tokens` in order to have the correct tokens for chat
input and not (since it's super important with the prefixing now)

* Fixing prefix caching for flashdecoding.

* Update all models.

* Fixed flashinfer version.

* add_special_tokens is internal only

* Fixing seqlen with the new vlms.

* Fixing the issue with `add_special_tokens` not being passed around.

* Fixing the test.

* Removing encoder_decoder (seq2seq).

* Update the chat test.

* Fixing the batching tokenization in flash causal lm.

* Truncating left for radix purposes.

* Oops this doesn't belong here.

* Put back default pure shell.

* Update server tests

- Default to throughput test in k6
- Use TGI_WIGGLE_ROOM to adjust wiggle room

* Only n_heads / process_group.size() are necessary.

* Revert the integrationt tests change (seem linked to head_size
modification).

* Adding error message when assert is violated.

* Fixing the free algorithm to handle times where the common prefix is
smaller.

* Apply suggestions from code review

Co-authored-by: OlivierDehaene <olivier@huggingface.co>

* Update server/text_generation_server/layers/attention/common.py

Co-authored-by: OlivierDehaene <olivier@huggingface.co>

* Fix disabling prefix caching - Fix windowing checks.

* Revert the Cohere tokenizer change (for now using a revision instead).

* Fmt.

---------

Co-authored-by: drbh <david.richard.holtz@gmail.com>
Co-authored-by: OlivierDehaene <olivier@huggingface.co>
2024-08-29 16:29:01 +02:00
drbh
21187c27c9
fix: bump minijinja version and add test for llama 3.1 tools (#2463)
* fix: support tojson and avoid message indexing issue in template

* fix: prefer minijinja native methods and prefer workspace level dependency

* fix: adjust comment typo
2024-08-27 13:31:08 -04:00
Nicolas Patry
b70ae0969f
Prefix caching (#2402)
* Prefix caching WIP

* Fixing prefix attention.

* Fixing flashinfer import.

* Fixing black.

* Fixing medusa (still wrong outputs, but functional).

* Just medusa values now.

* Fixing medusa without prefix caching.

* Fixing prefix caching.

* Medusa requires reshaping.

* Removing the logs.

* Remove router.nix

* Fixup:

- Remove logs
- Disable VLMs (they do not work)
- Disable prefix caching when user wants prefill logprobs.

* Update flake.lock

---------

Co-authored-by: Daniël de Kok <me@danieldk.eu>
2024-08-20 11:15:30 +02:00
Funtowicz Morgan
3f385991b0
More fixes trtllm (#2342)
* (backend) use parking_lot crate for RwLock fairness

* (docker) let's put rust in the TRTLLM folder when building

* (docker) build ompi with SLURM support

* (launcher) default new server::run parameters to false for now

* (chore) fmt ... why?
2024-08-14 12:02:05 +02:00
Nicolas Patry
136bcc8128
Keeping the benchmark somewhere (#2401)
Co-authored-by: Daniël de Kok <me@danieldk.eu>
2024-08-12 15:22:02 +02:00
Daniël de Kok
8deeaca4ff
Add support for prefix caching to the v3 router (#2392)
This change adds support for prefix caching to the v3 router. This
is broken up from the backend support to ease reviewing.

For now prefix caching is only enabled with `USE_PREFIX_CACHING=1`
in this case, the router will switch to `RadixAllocator`. This
allocator uses a radix trie to keep track of prefills that were
seen prior. If a new prefill is a prefix of a previously-seen
prefil, the router will send a request with `prefix_len>0`, which
can be used by the backend to decide to reuse KV blocks from the
cache, rather than recomputing them.

Even though backend support is not added in this PR, the backend
will still work with prefix caching enabled. The prefix lengths
are just ignored and not used.
2024-08-12 14:59:17 +02:00
Nicolas Patry
7a48a84784
Using an enum for flash backens (paged/flashdecoding/flashinfer) (#2385)
* Using an enum for flash backens (paged/flashdecoding/flashinfer)

* Early exit on server too.

* Clippy.

* Fix clippy and fmt.
2024-08-09 16:41:17 +02:00
drbh
6d06473cf4
Pr 2352 ci branch (#2382)
* Fix unsigned integer underflow

Passing --max-batch-size to the launcher actually had no effect
because after a few requests the max_size passed to State::next_batch
would underflow becoming a largo positive number.

In the scheduler, as soon as the cached batch size reached the
max_batch_size the max_size passed to next_batch becomes 0.
Since the only check in that funcion is
```
if Some(batch_requests.len()) == max_size {
    break;
}
```
and it's called after the `batch_requests.len()` has
become 1, it doesn't do anything to prevent more than 0
requests from being batched.

Now we have cached batch in the server that is large than
max_batch_size and `max_size - batch_size as usize`
underflows.

Signed-off-by: Max de Bayser <mbayser@br.ibm.com>

* fix: update v3 scheduler and ensure max_batch_size > 0

---------

Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Co-authored-by: Max de Bayser <mbayser@br.ibm.com>
2024-08-09 10:54:32 +02:00