Commit Graph

128 Commits

Author SHA1 Message Date
Abhilash Majumder
9b71343328
Integrate flash attention for starcoder2 tgi through habana and some fixes, enabling (#198) 2024-08-07 22:06:05 +02:00
Nicolas Patry
6ca39843b4 Small CI cleanup. (#1801)
# What does this PR do?

Just unifying some branches and making intentions clearer (no cuda graph
when 0 all the way in the launcher)

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2024-06-10 14:01:01 +03:00
Nicolas Patry
3f3a1a6a66 Better graceful shutdown. (#1827)
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2024-06-10 14:00:26 +03:00
Nicolas Patry
88dc44994f Changing the waiting_served_ratio default (stack more aggressively by default). (#1820)
# What does this PR do?


This should enable more aggressive by default stacking, meaning better
throughput (in throughput constrained environements).

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2024-06-10 13:58:06 +03:00
Wang, Yi
62a83fd800 add intel xpu support for TGI (#1475)
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---------

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com>
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-06-10 13:16:45 +03:00
Nicolas Patry
432961324e Adding new env variables for TPU backends. (#1755)
# What does this PR do?

On TPU (and probably inferentia). The model needs to know right off the
bat about BATCH_SIZE and MAX_TOTAL_TOKENS (since the entire cache will
be determined by both).

This PR sends that information to the shards to they can allocate
accordingly. Should be no-op for other backends.
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2024-06-10 13:15:57 +03:00
fxmarty
5b162c7026 Make --cuda-graphs work as expected (bis) (#1768)
This was ignored up to now, even with `--cuda-graphs 0`.

With this fix, `--cuda-graphs` is obeyed to.
2024-06-10 09:24:43 +03:00
drbh
918916939f feat: accept list as prompt and use first string (#1702)
This PR allows the `CompletionRequest.prompt` to be sent as a string or
array of strings. When an array is sent the first value will be used if
it's a string; otherwise the according error will be thrown

Fixes:
https://github.com/huggingface/text-generation-inference/issues/1690
Similar to: https://github.com/vllm-project/vllm/pull/323/files
2024-06-03 15:39:47 +03:00
Karol Damaszke
2eb2da5f02
Revert "Dev/mask ldconfig output v2 (#1716)" (#144)
Co-authored-by: Karol Damaszke <kdamaszke@habana.ai>
2024-05-21 14:55:09 +02:00
Nicolas Patry
661081d2d2 Improve the defaults for the launcher (#1727)
- Renamed `max_input_length` into `max_input_tokens` for consistency
(backward compatible change, will yell if both are set.)
- Will now use the config for `max_input_tokens` `max_total_token` and
`max_batch_total_tokens`.
- Capping the values to 16k in order to save VRAM on behalf of users
(overriddable by simply setting the values).

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2024-04-26 07:22:04 +00:00
Nicolas Patry
935d56abfe Fp8 Support (#1726)
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---------

Co-authored-by: Dong Shin <d0104.shin@gmail.com>
2024-04-25 17:58:11 +03:00
oOraph
194fcb4a3d Dev/mask ldconfig output v2 (#1716)
wrap text-generation-launcher in docker image
mask ldconfig failures to user (no need in most cases anyway)

---------

Signed-off-by: Raphael Glon <oOraph@users.noreply.github.com>
Co-authored-by: Raphael Glon <oOraph@users.noreply.github.com>
2024-04-25 17:56:38 +03:00
Nicolas Patry
c4ee0a653d Revert "Easier defaults for models stemmed from configs."
This reverts commit b83aab9bb3.
2024-04-25 17:56:05 +03:00
Nicolas Patry
e428c7c246 Easier defaults for models stemmed from configs. 2024-04-25 17:53:58 +03:00
OlivierDehaene
a1b65e5919 fix: fix CohereForAI/c4ai-command-r-plus (#1707)
@Narsil @drbh this will update flash attention v2 and vllm.
You will need to re-install them.
2024-04-25 17:51:35 +03:00
oOraph
8d4aec0546 Regenerate ld.so.cache (#1708)
fixes
https://github.com/huggingface/text-generation-inference/issues/1711

Signed-off-by: Raphael Glon <oOraph@users.noreply.github.com>
Co-authored-by: Raphael Glon <oOraph@users.noreply.github.com>
2024-04-25 15:11:01 +03:00
Nicolas Patry
29c316e5bb Add cuda graphs sizes and make it default. (#1703)
# What does this PR do?

```
text-generation-launcher --model-id XXX # Uses cuda graphs by default
text-generation-launcher --model-id XXX --cuda-graphs "1,2"  #Restrict the number of cuda graphs which saves VRAM
text-generation-launcher --model-id XXX --cuda-graphs "0"  # Disabling it entirely
```
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2024-04-25 15:08:54 +03:00
OlivierDehaene
0bf856dc60 v1.4.5 (#1686) 2024-04-25 14:08:27 +03:00
Karol Damaszke
7809825f0c Upgrade nix version from 0.27.1 to 0.28.0 (#1638)
Fix the following carsh when build the docker on Ubuntu22.04

```
error[E0432]: unresolved import `nix::sys::signal::Signal`
 --> launcher/src/main.rs:2:30
  |
2 | use nix::sys::signal::{self, Signal};
  |                              ^^^^^^ no `Signal` in `sys::signal`
  |
  = help: consider importing this type alias instead:
          ctrlc::Signal

error[E0432]: unresolved import `nix::unistd::Pid`
   --> launcher/src/main.rs:3:5
    |
3   | use nix::unistd::Pid;
    |     ^^^^^^^^^^^^^^^^ no `Pid` in `unistd`
    |
note: found an item that was configured out
   --> /usr/local/cargo/registry/src/index.crates.io-6f17d22bba15001f/nix-0.27.1/src/unistd.rs:183:12
    |
183 | pub struct Pid(pid_t);
    |            ^^^
    = note: the item is gated behind the `process` feature

error[E0425]: cannot find function `kill` in module `signal`

```

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---------

Signed-off-by: yuanwu <yuan.wu@intel.com>
Co-authored-by: drbh <david.richard.holtz@gmail.com>
2024-04-25 10:25:40 +03:00
drbh
55acb86f42 Outlines guided generation (#1539)
This WIP PR starts to add grammar support via outlines, currently this
PR supports very simple regex grammars and does not optimize for
precompiling or caching grammar fsm's.

todo:
- [X] add simple outlines guidance to `NextTokenChooser`
- [X] update protos for grammar
- [X] update generation params API
- [X] constrain simple grammar
- [ ] support parsing more complex grammar into fsm
- [ ] support all outline support grammar types
- [ ] explore optimizations to avoid recompiling grammars

guided request
```bash
curl -s 'http://localhost:3000/generate' \
--header 'Content-Type: application/json' \
--data-raw '{
    "inputs": "make an email for david: \n",
    "parameters": {
        "max_new_tokens": 6,
        "grammar": "[\\w-]+@([\\w-]+\\.)+[\\w-]+"
    }
}' | jq
```
response
```json
{
  "generated_text": "david@example.com"
}
```

unguided request
```bash
curl -s 'http://localhost:3000/generate' \
--header 'Content-Type: application/json' \
--data '{
    "inputs": "make an email for david: \n",
    "parameters": {
        "max_new_tokens": 6
    }
}' | jq
```
response
```json
{
  "generated_text": "    email = 'david"
}
```
2024-04-24 14:57:37 +03:00
OlivierDehaene
0c207f71ed feat: experimental support for cuda graphs (#1428)
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-04-24 13:15:45 +03:00
OlivierDehaene
518d30dec4 feat(router): add max_batch_size (#1542)
Some hardware require a maximum batch size.
2024-04-24 09:21:57 +00:00
Nicolas Patry
89fa4fddb0 Create the compute type at launch time (if not provided in the env). (#1505)
# What does this PR do?

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2024-04-23 09:08:25 +03:00
drbh
ac580f515b feat: add tokenizer-config-path to launcher args (#1495)
This PR adds the `tokenizer-config-path` to the launcher and passes it
to the router

Fixes:
https://github.com/huggingface/text-generation-inference/pull/1427
2024-04-22 15:39:04 +03:00
Nicolas Patry
82f20c4788 fix: launcher doc typos (#1473)
# What does this PR do?

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---------

Co-authored-by: Andres Restrepo <andres@thelinuxkid.com>
2024-04-22 15:36:48 +03:00
OlivierDehaene
ac0be8a6a4 fix: read stderr in download (#1486)
#1186
2024-04-22 13:06:56 +03:00
drbh
935ee00749 chore: bump rust version and annotate/fix all clippy warnings (#1455)
This PR just bumps the latest rust version and makes clippy happy

```bash
cargo clippy --all -- -D warnings
#    Finished dev [unoptimized + debuginfo] target(s) in 0.10s
```
2024-04-22 11:53:28 +03:00
Nicolas Patry
a7f52f3812 Speculative (#1308) 2024-04-18 12:39:39 +00:00
Karol Damaszke
d957e32601
Add Habana copyright header (#122)
Co-authored-by: Karol Damaszke <kdamaszke@habana.ai>
2024-04-08 18:06:21 +02:00
jkaniecki
602a920ec5
Update nix version (#102) 2024-03-11 16:21:04 +01:00
Karol Damaszke
8e14780bf4
Wait 2sec once shard is ready to improve stability (#92) (#94)
Co-authored-by: mswiniarsk <156412439+mswiniarsk@users.noreply.github.com>
2024-03-04 12:17:24 +01:00
Karol Damaszke
80ae9ead28
Set MAX_TOTAL_TOKENS automatically (#91)
Co-authored-by: Karol Damaszke <kdamaszke@habana.ai>
2024-03-01 11:25:15 +01:00
mrs303
8523f7ef64
Deepspeed terminate (#11) 2024-01-17 09:57:03 +01:00
regisss
cc744ba426 Add changes from Optimum Habana's TGI folder 2023-12-05 11:12:16 +01:00
Nicolas Patry
95a4bb696a
Support eetq weight only quantization (#1068)
# What does this PR do?

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Co-authored-by: zhaosida <zhaosida@corp.netease.com>
2023-09-27 11:42:57 +02:00
Nicolas Patry
a049864270
Preping 1.1.0 (#1066)
# What does this PR do?

Upgrade all relevant versions and dependencies.

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2023-09-27 10:40:18 +02:00
Nicolas Patry
c5de7cd886
Add AWQ quantization inference support (#1019) (#1054)
# Add AWQ quantization inference support

Fixes
https://github.com/huggingface/text-generation-inference/issues/781

This PR (partially) adds support for AWQ quantization for inference.
More information on AWQ [here](https://arxiv.org/abs/2306.00978). In
general, AWQ is faster and more accurate than GPTQ, which is currently
supported by TGI.

This PR installs 4-bit GEMM custom CUDA kernels released by AWQ authors
(in `requirements.txt`, just one line change).

Quick way to test this PR would be bring up TGI as follows:

```
text-generation-server download-weights abhinavkulkarni/codellama-CodeLlama-7b-Python-hf-w4-g128-awq

text-generation-launcher \
--huggingface-hub-cache ~/.cache/huggingface/hub/ \
--model-id abhinavkulkarni/codellama-CodeLlama-7b-Python-hf-w4-g128-awq \
--trust-remote-code --port 8080 \
--max-input-length 2048 --max-total-tokens 4096 --max-batch-prefill-tokens 4096 \
--quantize awq
```

Please note:
* This PR was tested with FlashAttention v2 and vLLM.
* This PR adds support for AWQ inference, not quantizing the models.
That needs to be done outside of TGI, instructions

[here](f084f40bd9).
* This PR only adds support for `FlashLlama` models for now.
* Multi-GPU setup has not been tested. 
* No integration tests have been added so far, will add later if
maintainers are interested in this change.
* This PR can be tested on any of the models released

[here](https://huggingface.co/abhinavkulkarni?sort_models=downloads#models).

Please refer to the linked issue for benchmarks for

[abhinavkulkarni/meta-llama-Llama-2-7b-chat-hf-w4-g128-awq](https://huggingface.co/abhinavkulkarni/meta-llama-Llama-2-7b-chat-hf-w4-g128-awq)
vs

[TheBloke/Llama-2-7b-Chat-GPTQ](https://huggingface.co/TheBloke/Llama-2-7b-Chat-GPTQ).

Please note, AWQ has released faster (and in case of Llama, fused)
kernels for 4-bit GEMM, currently at the top of the `main` branch at
https://github.com/mit-han-lab/llm-awq, but this PR uses an older commit
that has been tested to work. We can switch to latest commit later on.

## Who can review?

@OlivierDehaene OR @Narsil

---------



# What does this PR do?

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---------

Co-authored-by: Abhinav M Kulkarni <abhinavkulkarni@gmail.com>
Co-authored-by: Abhinav Kulkarni <abhinav@concentric.ai>
2023-09-25 15:31:27 +02:00
Nicolas Patry
211b54ac41
Rebased #617 (#868)
# What does this PR do?

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---------

Co-authored-by: Vincent Brouwers <vincent.brouwers@ing.com>
2023-08-28 11:43:47 +02:00
Nicolas Patry
16fadcec57
Merge BNB 4bit. (#770)
# What does this PR do?


See #626 
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---------

Co-authored-by: krzim <zimmerk4@live.com>
2023-08-03 23:00:59 +02:00
Nicolas Patry
ac736fd89c
feat(server): Add native support for PEFT Lora models (#762)
- Will detect `peft` model by finding `adapter_config.json`.
- This triggers a totally dedicated `download-weights` path
- This path, loads the adapter config, finds the base model_id
- It loads the base_model
- Then peft_model
- Then `merge_and_unload()`
- Then `save_pretrained(.., safe_serialization=True)
- Add back the config + tokenizer.merge_and_unload()`
- Then `save_pretrained(.., safe_serialization=True)
- Add back the config + tokenizer.
- The chosen location is a **local folder with the name of the user
  chosen model id**

PROs:

- Easier than to expect user to merge manually
- Barely any change outside of `download-weights` command.
- This means everything will work in a single load.
- Should enable out of the box SM + HFE

CONs:

- Creates a local merged model in unusual location, potentially
  not saved across docker reloads, or ovewriting some files if the PEFT
  itself was local and containing other files in addition to the lora

Alternatives considered:
- Add `local_files_only=True` every where (discard because of massive
  code change for not a good enough reason)
- Return something to `launcher` about the new model-id (a cleaner
  location for this new model), but it would
  introduce new communication somewhere where we didn't need it before.
- Using the HF cache folder and *stopping* the flow after
  `download-weights` and asking user to restart with the actual local
  model location


Fix #482 


# What does this PR do?

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2023-08-03 17:22:45 +02:00
Nicolas Patry
932bdd93ff
Adding Rope scaling. (#741)
# What does this PR do?


- Adds Rope NTK scaling.

Done because
https://github.com/huggingface/text-generation-inference/pull/529 was
closed
Took some code from
https://github.com/huggingface/transformers/pull/24653

- `--rope-scaling` and `--rope-factor` are added separately. I
considered having a single one and parsing something line ("linear:4.0"
, or "dynamic") but decided against
it because it would push more parsing+validation a bit everywhere (both
in the launcher and the server).


Fixes #512




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2023-07-31 15:38:47 +02:00
OlivierDehaene
73a4d65d26
feat: add cuda memory fraction (#659)
Close #673
2023-07-24 11:43:58 +02:00
OlivierDehaene
b66b190403
feat(router): ngrok edge (#642) 2023-07-19 11:59:58 +02:00
OlivierDehaene
fe80f5360c
feat(server): auto max_batch_total_tokens for flash att models (#630) 2023-07-19 09:31:25 +02:00
OlivierDehaene
44acf72a73
fea(launcher): debug logs (#623) 2023-07-17 19:03:07 +02:00
Nicolas Patry
bc2873246c
fix(launcher): Rename b-float16 to bfloat16 in the launcher arg (#621) 2023-07-17 18:38:16 +02:00
OlivierDehaene
c58a0c185b
v0.9.2 (#616) 2023-07-14 16:31:48 +02:00
OlivierDehaene
982ce3227b
feat(router): explicit warning if revision is not set (#608) 2023-07-13 18:59:38 +02:00
OlivierDehaene
b7327205a6
feat(launcher): add arg validation and drop subprocess (#595) 2023-07-13 14:22:37 +02:00
OlivierDehaene
6f42942772
feat(router): add argument for hostname in router (#545) (#550)
# What does this PR do?

In title. Adds argument `--hostname` in router to support something like
`--hostname ::`. Tested with

```commandline
cargo run -- --port 8080 --hostname ::
curl -I -X GET 'http://[::1]:8080/health'  # failed before this commit
```

Trigger CI

---------

Co-authored-by: Phil Chen <philchen2000@gmail.com>
2023-07-05 18:28:45 +02:00