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678 Commits

Author SHA1 Message Date
Nicolas Patry 0038e6020f
Adding scripts to prepare load data. (#1841)
# What does this PR do?

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2024-05-01 21:48:06 +02:00
Nicolas Patry 27b3a2c9fc
Fix: "Fixing" double BOS for mistral too. (#1843)
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2024-05-01 18:21:17 +02:00
drbh 6073ece4fc
fix: split docs and start conceptual page (#1836)
This PR improves the guidance docs and adds a section that explains how
grammars are applied on a technical level
2024-05-01 09:03:25 +02:00
Nicolas Patry dccab72549
(chore): torch 2.3.0 (#1833)
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2024-04-30 18:15:35 +02:00
OlivierDehaene b4ef038837
chore: update torch (#1730)
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-04-30 14:04:28 +02:00
drbh c99ecd77ec
Handle images in chat api (#1828)
This PR allows for messages to be formatted as simple strings, or as an
array of objects including image urls. This is done by formatting
content arrays into a simple string.

Example using `llava-hf/llava-v1.6-mistral-7b-hf` 

```bash
curl localhost: 3000/v1/chat/completions \
-X POST \
-H 'Content-Type: application/json' \
-d '{
    "model": "tgi",
    "messages": [
        {
            "role": "user",
            "content": [
                {
                    "type": "text",
                    "text": "Whats in this image?"
                },
                {
                    "type": "image_url",
                    "image_url": {
                        "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/rabbit.png"
                    }
                }
            ]
        }
    ],
    "stream": false,
    "max_tokens": 20,
    "seed": 42
}'
```

is equivlant to this more simple request

```bash
curl localhost: 3000/v1/chat/completions \
-X POST \
-H 'Content-Type: application/json' \
-d '{
    "model": "tgi",
    "messages": [
        {
            "role": "user",
            "content": "Whats in this image?\n![](https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/rabbit.png)"
        }
    ],
    "stream": false,
    "max_tokens": 20,
    "seed": 42
}'
```

output
```
# {"id":"","object":"text_completion","created":1714406985,"model":"llava-hf/llava-v1.6-mistral-7b-hf","system_fingerprint":"2.0.1-native","choices":[{"index":0,"message":{"role":"assistant","content":" This is an illustration of an anthropomorphic rabbit in a spacesuit, standing on what"},"logprobs":null,"finish_reason":"length"}],"usage":{"prompt_tokens":2945,"completion_tokens":20,"total_tokens":2965}}%
```

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-04-30 12:18:32 +02:00
drbh b2c982750a
feat: add vlm docs and simple examples (#1812)
This PR start to add documentation for visual language models
2024-04-30 12:14:39 +02:00
Martin Iglesias Goyanes 9192de57cc
Fixing frequency penalty (#1811)
Thank you so much for the work you are doing, this is my little
contribution to this great thing you have built. I hope it is useful and
helpful, please don't hesitate to discuss any matters that are not
clear!

I am basing my implementation of frequency penalty on OpenAI's
implementation:
https://platform.openai.com/docs/guides/text-generation/parameter-details

The problem I see with TGI's current implementation is that is not
taking into account the frequency of tokens which have already been
sampled in the current generation stream. Also, the scaling is of the
adjusted token logits is done differently for positive and negative
logits. While in OpenAI's implementation token frequency is taking into
account and the scaling is always done with a subtraction (if penalty is
positive) or add operation (if penalty is negative).

This leads to corrupt generations as I mentioned in issue #1810 .
Moreover, after my tests, other issues are also gone like the one about
some request's with ``penalty_frequency = 1.0`` overruling other
requests (with ``frequency_penalty = 0.0``) in the same batch and
therefore corrupting all generations in the batch. Basically, padding
does not affect this implementation so I believe this ``score *=
input_ids.ne(0)`` is not needed anymore.



Frequency penalty | -1.0 | 0.0 | 1.0
-- | -- | -- | --
Before my change | https://paste.mozilla.org/JxqGJkWY |
https://paste.mozilla.org/hrztJ56h | https://paste.mozilla.org/pBSEH2zw
After my change | https://paste.mozilla.org/7gXCi7zo |
https://paste.mozilla.org/ZR9rJ92g | https://paste.mozilla.org/gHaD2YnC

---------

Co-authored-by: martini <martin.iglesiasgoyanes@adyen.com>
2024-04-30 12:13:23 +02:00
drbh f6615080b9
feat: add how it works section (#1773)
This PR adds a short "how it works" section to guidance and includes a
mention to the outlines library that enables grammars/tools


*and a small formatting change

---------

Co-authored-by: Mishig <mishig.davaadorj@coloradocollege.edu>
2024-04-30 11:45:49 +02:00
OlivierDehaene 8332fc4908
fix: use get_speculate to the number of layers (#1737) 2024-04-30 11:45:26 +02:00
Brandon Royal 743ecbca3a
Add reference to TPU support (#1760)
# What does this PR do?
This PR makes a small addition to the readme that reference new TGI
support for TPUs via Optimum TPU
(https://huggingface.co/docs/optimum-tpu/howto/serving)
2024-04-30 11:39:52 +02:00
Nicolas Patry 04d4765bad
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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2024-04-30 11:39:38 +02:00
Maziyar Panahi 51ee60da74
Add the missing `tool_prompt` parameter to Python client (#1825)
# What does this PR do?

This PR adds the missing `tool_prompt` parameter in Python client
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2024-04-30 11:07:17 +02:00
Nicolas Patry f75c1a5b26 Prepare release. 2024-04-30 10:52:37 +02:00
Nicolas Patry eade737714
Better graceful shutdown. (#1827)
# What does this PR do?

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2024-04-29 17:23:40 +02:00
Nicolas Patry 007d5e54aa
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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2024-04-28 17:54:19 +02:00
Nicolas Patry e9f03f822a
Dummy CI run. (#1817)
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2024-04-26 19:19:55 +02:00
Nicolas Patry 8b8e8f6632
Fixing qwen2. (#1818)
# What does this PR do?

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2024-04-26 19:19:08 +02:00
Nicolas Patry a8fd4236eb
Blunder (#1815)
# What does this PR do?

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2024-04-26 15:51:09 +02:00
Wang, Yi 45ecf9d040
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>
2024-04-26 15:48:58 +02:00
Nicolas Patry f9cf345625
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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2024-04-26 15:44:44 +02:00
Nicolas Patry bbc547ad8d
2nd round of benchmark modifications (tiny adjustements to avoid overloading the host). (#1816)
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2024-04-26 15:39:00 +02:00
Nicolas Patry ee47973a2f
Use the generation config. (#1808)
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2024-04-25 19:41:50 +02:00
dr3s eb08b9faef
Update guidance docs to reflect grammar support in API (#1775)
# What does this PR do?
Update guidance docs to reflect grammar support in API. The previous
wording was vague and made it sound like openai API supported the
grammar parameter.


https://github.com/huggingface/text-generation-inference/blob/main/router/src/server.rs#L654
confirms that support for grammar is TGI only at this time.

## Before submitting
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2024-04-25 13:11:26 -04:00
Nicolas Patry fccf5edf45
Updating the benchmarks so everyone uses openai compat layer. (#1800)
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2024-04-25 15:42:17 +02:00
drbh 0acac5cb7a
feat: improve temperature logic in chat (#1749)
This PR adds support for `do_sample` to chat to enable greedy sampling

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-04-25 15:31:35 +02:00
Nicolas Patry 4c698fa6c2
Adding support for `HF_HUB_OFFLINE` support in the router. (#1789)
# What does this PR do?

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2024-04-23 23:38:30 +02:00
drbh 23d82b8fb6
fix: avoid frequency and repetition penalty on padding tokens (#1765)
This PR resolves an issue with the penalty processors during batched
generation where extra padding tokens incorrectly impact the penalty
scores.

generation is impacted in the case where at least one item in the batch
includes a `frequency_penalty`

reproduction script below
```python
import requests
from concurrent import futures
import time

headers = {
    "Content-Type": "application/json",
}

json_data = {
    "inputs": "[INST] Whats the capitol of France? [/INST]",
    "parameters": {
        "max_new_tokens": 100,
        "seed": 20,
        "do_sample": False,
    },
}


json_data2 = {
    "inputs": "<s>[INST]Write a mind bending story: I saw a puppy a cat a rat and a raccoon during my bike ride in the park[/INST]",
    "parameters": {
        "max_new_tokens": 100,
        "seed": 2,
        "do_sample": False,
        # OFFENDING LINE
        "frequency_penalty": 1.05,
    },
}

base_url = "http://localhost:3000/generate"


def req():
    response = requests.post(base_url, headers=headers, json=json_data)
    print("[req ]", response.json())


def req2():
    response = requests.post(base_url, headers=headers, json=json_data2)
    print("[req2]", response.json())


n = 1

for i in range(0, 3):
    print(f"- {n} threads -")
    with futures.ThreadPoolExecutor(max_workers=n) as executor:
        executor.submit(req)
        for i in range(3):
            executor.submit(req2)

    n += 1

# - 1 threads -
# [req ] {'generated_text': ' The capital of France is Paris.'}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# - 2 threads -
# [req ] {'generated_text': ' The capital city'}
# [req2] {'generated_text': ' As""%\n================'}
# [req2] {'generated_text': ' As""%%$\n================'}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}

# output with this PR's changes:
# - 1 threads -
# [req ] {'generated_text': ' The capital of France is Paris.'}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# - 2 threads -
# [req ] {'generated_text': ' The capital city'}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}
# [req2] {'generated_text': " As you were riding your bicycle through Central Park, enjoying some fresh air on an otherwise gloomy day. You couldn't help but notice that it was eerily quiet for this time of year - usually there would be hordes"}

```

**divergence from expected generation is easier to reproduce with
batched grammar requests as they are more sensitive to unexpected
outputs.

this PR resolves the issue by setting the penalty score to 0 where input
ids are padding tokens (0).

---------

Co-authored-by: OlivierDehaene <olivier@huggingface.co>
2024-04-23 23:19:16 +02:00
Nicolas Patry bfddfa5955
Idefics2. (#1756)
# What does this PR do?

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2024-04-23 23:04:44 +02:00
Nicolas Patry 986b4044d1
Phi3 support (#1797)
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2024-04-23 18:40:05 +02:00
drbh 9be1db3101
feat: allow null eos and bos tokens in config (#1791)
This PR resolves an issue loading in tokenizer_configs where the eos or
bos token is null as in:
[Qwen/Qwen1.5-72B-Chat](https://huggingface.co/Qwen/Qwen1.5-72B-Chat/blob/main/tokenizer_config.json)

resolves:
https://github.com/huggingface/text-generation-inference/issues/1545 and
related to https://github.com/QwenLM/Qwen1.5/issues/162
2024-04-23 16:26:54 +02:00
Lucain 455cada527
Add attribute descriptions for `GenerateParameters` (#1798)
Once https://github.com/huggingface/huggingface.js/pull/629 gets merged,
we will rely on TGI's specs to generate jsonschema types for
`text_generation` and `chat_completion`.

This PR adds some documentation for `GenerationParameters`'s properties
so that they get documented in the downstream tools (TGI docs but also
`huggingface.js`/`huggingface_hub` inference clients). I mostly took
inspiration from [the python
client](https://github.com/huggingface/text-generation-inference/blob/main/clients/python/text_generation/types.py)
for the descriptions.
2024-04-23 16:22:12 +02:00
Moritz Laurer ed72e92126
fix typos in docs and add small clarifications (#1790)
# What does this PR do?

Fix some small typos in the docs; add minor clarifications; add guidance
to features on landing page

## Before submitting
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## Who can review?

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2024-04-22 12:15:48 -04:00
fxmarty 26b3916612
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.
2024-04-22 16:09:19 +02:00
OlivierDehaene 2d0a7173d4 v2.0.1 2024-04-18 17:20:36 +02:00
Nicolas Patry f9ee2c41b9
Upgrading all versions. (#1759) 2024-04-18 17:17:40 +02:00
drbh 06c3d4b1ec
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
2024-04-17 10:41:12 +02:00
drbh e4d31a40db
fix: bump clients test base url to llama (#1751)
This PR bumps the client tests from `google/flan-t5-xxl` to
`meta-llama/Llama-2-7b-chat-hf` to resolve issues when calling the
endpoint and `google/flan-t5-xxl` is not available

run with
```bash
make python-client-tests

clients/python/tests/test_client.py ..............     [ 43%]
clients/python/tests/test_errors.py ..........         [ 75%]
clients/python/tests/test_inference_api.py ......      [ 93%]
clients/python/tests/test_types.py ..                  [100%]
```

**note `google/flan-t5-xxl` function is currently unused but still
included in the `conftest.py`
2024-04-16 16:56:47 -04:00
Lucain 00f365353e
Update response type for `/v1/chat/completions` and `/v1/completions` (#1747)
`/v1/chat/completions` and `/v1/completions` have different output types
depending on the `stream` parameter. This PR aims at fixing the
inconsistency in the auto-generated
[openapi.json](https://huggingface.github.io/text-generation-inference/openapi.json)
specs.

cc @OlivierDehaene @drbh I reused what had been done for the `/`
endpoint but haven't tested anything myself. Could you confirm this is
the correct way of handling things?

Also, should I update the openapi.json file manually? If yes, how can I
do it?
2024-04-16 19:26:32 +02:00
drbh 7276d43495
feat: improve tools to include name and add tests (#1693)
This PR makes tool calling aware of the name of the function selected. 

Fixes:
https://github.com/huggingface/text-generation-inference/issues/1657

Thank you @puppetm4st3r for the helpful snippets, large parts of this PR
are simply refactors of the code shared 🙏

**opening draft PR because small tweaks are needed before merging
2024-04-16 09:02:46 -04:00
Nicolas Patry 88702d8763
Fixing CI. (#1748)
# What does this PR do?

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2024-04-15 18:47:36 +02:00
OlivierDehaene c38a7d7ddd
v2.0.0 (#1736) 2024-04-12 18:38:34 +02:00
Ikko Eltociear Ashimine 275caa04b1
Fix typo in guidance.md (#1735)
# What does this PR do?

compliation -> compilation


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2024-04-12 16:51:07 +02:00
OlivierDehaene eefea5ee31
feat: medusa v2 (#1734) 2024-04-12 16:24:45 +02:00
Nicolas Patry 1b2670c823
Improve the defaults for the launcher (#1727)
# What does this PR do?

- 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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2024-04-12 14:20:31 +02:00
Christof Weickhardt 9d8f21cace
chore(cargo-toml): apply lto fat and codegen-units of one (#1651)
# What does this PR do?

I have suggested similar changes over at
https://github.com/huggingface/text-embeddings-inference/pull/201.

Here being my additional question, why `debug` is enabled during release
building? (hence I didn't add the flag to script things)

Applying the following optimizations:
- `lto` (link time optimizations) over all code (including dependencies)
- Using a single `codegen-unit` to apply optimizations within 1 code
unit at build time


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@OlivierDehaene OR @Narsil
2024-04-12 12:34:13 +02:00
OlivierDehaene c2c98725f8
fix(router): fix a possible deadlock in next_batch (#1731) 2024-04-12 10:59:04 +02:00
Nicolas Patry 6c2c44b84c
Upgrade EETQ (Fixes the cuda graphs). (#1729)
# What does this PR do?

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2024-04-12 08:15:28 +02:00
Nicolas Patry 408dbc485c
Fp8 Support (#1726)
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---------

Co-authored-by: Dong Shin <d0104.shin@gmail.com>
2024-04-12 08:13:30 +02:00
oOraph c2fd35d875
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>
2024-04-11 19:31:48 +02:00