diff --git a/Dockerfile b/Dockerfile index 73a274dc..6492d723 100644 --- a/Dockerfile +++ b/Dockerfile @@ -32,7 +32,7 @@ COPY launcher launcher RUN cargo build --release # Text Generation Inference base image -FROM vault.habana.ai/gaudi-docker/1.16.0/ubuntu22.04/habanalabs/pytorch-installer-2.2.2:latest as base +FROM vault.habana.ai/gaudi-docker/1.17.0/ubuntu22.04/habanalabs/pytorch-installer-2.3.1:latest as base # Text Generation Inference base env ENV HUGGINGFACE_HUB_CACHE=/data \ @@ -61,7 +61,7 @@ RUN cd server && \ make gen-server && \ pip install -r requirements.txt && \ bash ./dill-0.3.8-patch.sh && \ - pip install git+https://github.com/HabanaAI/DeepSpeed.git@1.16.0 && \ + pip install git+https://github.com/HabanaAI/DeepSpeed.git@1.17.0 && \ pip install . --no-cache-dir # Install benchmarker diff --git a/README.md b/README.md index a3258c32..01ebe72b 100644 --- a/README.md +++ b/README.md @@ -18,12 +18,19 @@ limitations under the License. ## Table of contents -- [Running TGI on Gaudi](#running-tgi-on-gaudi) -- [Adjusting TGI parameters](#adjusting-tgi-parameters) -- [Running TGI with FP8 precision](#running-tgi-with-fp8-precision) -- [Currently supported configurations](#currently-supported-configurations) -- [Environment variables](#environment-variables) -- [Profiler](#profiler) +- [Text Generation Inference on Habana Gaudi](#text-generation-inference-on-habana-gaudi) + - [Table of contents](#table-of-contents) + - [Running TGI on Gaudi](#running-tgi-on-gaudi) + - [Adjusting TGI parameters](#adjusting-tgi-parameters) + - [Running TGI with FP8 precision](#running-tgi-with-fp8-precision) + - [Currently supported configurations](#currently-supported-configurations) + - [LLama 7b BF16 on 1 Gaudi2 card](#llama-7b-bf16-on-1-gaudi2-card) + - [LLama 7b FP8 on 1 Gaudi2 card](#llama-7b-fp8-on-1-gaudi2-card) + - [LLama 70b BF16 on 8 Gaudi2 card](#llama-70b-bf16-on-8-gaudi2-card) + - [LLama 70b FP8 on 8 Gaudi2 card](#llama-70b-fp8-on-8-gaudi2-card) + - [LLava-next 7B BF16 on 1 Gaudi2 card](#llava-next-7b-bf16-on-1-gaudi2-card) + - [Environment variables](#environment-variables) + - [Profiler](#profiler) ## Running TGI on Gaudi @@ -242,6 +249,32 @@ docker run -p 8080:80 \ --num-shard 8 ``` +### LLava-next 7B BF16 on 1 Gaudi2 card + +An image usually accounts for 2000 input tokens. For example, an image of size 512x512 is represented by 2800 tokens. Thus, `max-input-tokens` must be larger than the number of tokens associated to the image. Otherwise the image may be truncated. We set `BASE_IMAGE_TOKENS=2048` as the default image token number. This is the minimum value of `max-input-tokens`. You can override the environment variable `BASE_IMAGE_TOKENS` to change this value. The warmup will generate graphs with input length from `BASE_IMAGE_TOKENS` to `max-input-tokens`. For LLava-next 7B, the value of `max-batch-prefill-tokens` is 16384, which is calcualted as follows: `prefill_batch_size` = `max-batch-prefill-tokens` / `max-input-tokens`. + +```bash +model=llava-hf/llava-v1.6-mistral-7b-hf +hf_token=YOUR_ACCESS_TOKEN # HF access token +volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run + +docker run -p 8080:80 \ + --runtime=habana \ + -v $volume:/data \ + -e HABANA_VISIBLE_DEVICES=all \ + -e OMPI_MCA_btl_vader_single_copy_mechanism=none \ + -e HF_HUB_ENABLE_HF_TRANSFER=1 \ + -e HUGGING_FACE_HUB_TOKEN=$hf_token \ + -e PREFILL_BATCH_BUCKET_SIZE=1 \ + --cap-add=sys_nice \ + --ipc=host \ + ghcr.io/huggingface/tgi-gaudi:2.0.1 \ + --model-id $model \ + --max-input-tokens 4096 \ + --max-batch-prefill-tokens 16384 \ + --max-total-tokens 8192 +``` + Please note that the model warmup can take several minutes, especially for FP8 configs. To minimize this time in consecutive runs, please refer to [Disk Caching Eviction Policy](https://docs.habana.ai/en/latest/PyTorch/Model_Optimization_PyTorch/Optimization_in_PyTorch_Models.html#disk-caching-eviction-policy). Other sequence lengths can be used with proportionally decreased/increased batch size (the higher sequence length, the lower batch size). diff --git a/server/poetry.lock b/server/poetry.lock index f59225a7..8af872c8 100644 --- a/server/poetry.lock +++ b/server/poetry.lock @@ -2,18 +2,18 @@ [[package]] name = "accelerate" -version = "0.27.2" +version = "0.33.0" description = "Accelerate" optional = false python-versions = ">=3.8.0" files = [ - {file = "accelerate-0.27.2-py3-none-any.whl", hash = "sha256:a818dd27b9ba24e9eb5030d1b285cf4cdd1b41bbfa675fb4eb2477ddfc097074"}, - {file = "accelerate-0.27.2.tar.gz", hash = "sha256:cc715fe9a8bc7a286259bfb6d65fb78363badd3371e7cbda4e4a4ef34a0010aa"}, + {file = "accelerate-0.33.0-py3-none-any.whl", hash = "sha256:0a7f33d60ba09afabd028d4f0856dd19c5a734b7a596d637d9dd6e3d0eadbaf3"}, + {file = "accelerate-0.33.0.tar.gz", hash = "sha256:11ba481ed6ea09191775df55ce464aeeba67a024bd0261a44b77b30fb439e26a"}, ] [package.dependencies] -huggingface-hub = "*" 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-content-hash = "de82af834534c8cfc331612084ea0af3ae3b2990530d42166d49ef0af9ccf7d2" +content-hash = "b0d90071c104cde8079436ef325ac79b7725efa4365d69c478c374db285756c0" diff --git a/server/pyproject.toml b/server/pyproject.toml index 5b6f720a..be848ef0 100644 --- a/server/pyproject.toml +++ b/server/pyproject.toml @@ -14,7 +14,7 @@ grpcio = "^1.51.1" grpcio-status = "*" grpcio-reflection = "*" grpc-interceptor = "^0.15.0" -typer = "^0.6.1" +typer = "^0.7.0" loguru = "^0.6.0" opentelemetry-api = "^1.15.0" opentelemetry-exporter-otlp = "^1.15.0" @@ -22,10 +22,10 @@ opentelemetry-instrumentation-grpc = "^0.36b0" hf-transfer = "^0.1.2" sentencepiece = "^0.1.97" peft = "^0.10" -optimum-habana = "1.12.0" -transformers = "4.40.2" +optimum-habana = "1.13.1" +transformers = "4.43.4" numpy = "1.26.4" -accelerate = "0.27.2" +accelerate = "0.33.0" outlines= { version = "^0.0.36", optional = true } prometheus-client = "^0.20.0" py-cpuinfo = "^9.0.0" diff --git a/server/requirements.txt b/server/requirements.txt index 544fb715..55e73404 100644 --- a/server/requirements.txt +++ b/server/requirements.txt @@ -1,37 +1,37 @@ -accelerate==0.27.2 ; python_version >= "3.9" and python_version < "3.13" -aiohttp==3.9.5 ; python_version >= "3.9" and python_version < "3.13" +accelerate==0.33.0 ; python_version >= "3.9" and python_version < "3.13" +aiohappyeyeballs==2.4.0 ; python_version >= "3.9" and python_version < "3.13" +aiohttp==3.10.5 ; python_version >= "3.9" and python_version < "3.13" aiosignal==1.3.1 ; python_version >= "3.9" and python_version < "3.13" async-timeout==4.0.3 ; python_version >= "3.9" and python_version < "3.11" -attrs==23.2.0 ; python_version >= "3.9" and python_version < "3.13" +attrs==24.2.0 ; python_version >= "3.9" and python_version < "3.13" backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13" -certifi==2024.6.2 ; python_version >= "3.9" and python_version < "3.13" +certifi==2024.7.4 ; python_version >= "3.9" and python_version < "3.13" charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13" click==8.1.7 ; python_version >= "3.9" and python_version < "3.13" colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows") coloredlogs==15.0.1 ; python_version >= "3.9" and python_version < "3.13" -datasets==2.19.2 ; python_version >= "3.9" and python_version < "3.13" +datasets==2.21.0 ; python_version >= "3.9" and python_version < "3.13" deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13" -diffusers==0.26.3 ; python_version >= "3.9" and python_version < "3.13" +diffusers==0.29.2 ; python_version >= "3.9" and python_version < "3.13" dill==0.3.8 ; python_version >= "3.9" and python_version < "3.13" filelock==3.15.4 ; python_version >= "3.9" and python_version < "3.13" frozenlist==1.4.1 ; python_version >= "3.9" and python_version < "3.13" -fsspec==2024.3.1 ; python_version >= "3.9" and python_version < "3.13" -fsspec[http]==2024.3.1 ; python_version >= "3.9" and python_version < "3.13" -googleapis-common-protos==1.63.1 ; python_version >= "3.9" and python_version < "3.13" +fsspec==2024.6.1 ; python_version >= "3.9" and python_version < "3.13" +fsspec[http]==2024.6.1 ; python_version >= "3.9" and python_version < "3.13" +googleapis-common-protos==1.63.2 ; python_version >= "3.9" and python_version < "3.13" grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13" grpcio-reflection==1.48.2 ; python_version >= "3.9" and python_version < "3.13" grpcio-status==1.48.2 ; python_version >= "3.9" and python_version < "3.13" -grpcio==1.64.1 ; python_version >= "3.9" and python_version < "3.13" -hf-transfer==0.1.6 ; python_version >= "3.9" and python_version < "3.13" -huggingface-hub==0.22.2 ; python_version >= "3.9" and python_version < "3.13" +grpcio==1.66.0 ; python_version >= "3.9" and python_version < "3.13" +hf-transfer==0.1.8 ; python_version >= "3.9" and python_version < "3.13" +huggingface-hub==0.24.6 ; python_version >= "3.9" and python_version < "3.13" humanfriendly==10.0 ; python_version >= "3.9" and python_version < "3.13" -idna==3.7 ; python_version >= "3.9" and python_version < "3.13" -importlib-metadata==7.2.1 ; python_version >= "3.9" and python_version < "3.13" -intel-openmp==2021.4.0 ; python_version >= "3.9" and python_version < "3.13" and platform_system == "Windows" +idna==3.8 ; python_version >= "3.9" and python_version < "3.13" +importlib-metadata==8.4.0 ; python_version >= "3.9" and python_version < "3.13" jinja2==3.1.4 ; python_version >= "3.9" and python_version < "3.13" +joblib==1.4.2 ; python_version >= "3.9" and python_version < "3.13" loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13" markupsafe==2.1.5 ; python_version >= "3.9" and python_version < "3.13" -mkl==2021.4.0 ; python_version >= "3.9" and python_version < "3.13" and platform_system == "Windows" mpmath==1.3.0 ; python_version >= "3.9" and python_version < "3.13" multidict==6.0.5 ; python_version >= "3.9" and python_version < "3.13" multiprocess==0.70.16 ; python_version >= "3.9" and python_version < "3.13" @@ -46,40 +46,43 @@ opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_versi opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" -optimum-habana==1.12.0 ; python_version >= "3.9" and python_version < "3.13" -optimum==1.20.0 ; python_version >= "3.9" and python_version < "3.13" +optimum-habana==1.13.1 ; python_version >= "3.9" and python_version < "3.13" +optimum==1.21.4 ; python_version >= "3.9" and python_version < "3.13" packaging==24.1 ; python_version >= "3.9" and python_version < "3.13" pandas==2.2.2 ; python_version >= "3.9" and python_version < "3.13" peft==0.10.0 ; python_version >= "3.9" and python_version < "3.13" -pillow==10.3.0 ; python_version >= "3.9" and python_version < "3.13" +pillow==10.4.0 ; python_version >= "3.9" and python_version < "3.13" prometheus-client==0.20.0 ; python_version >= "3.9" and python_version < "3.13" protobuf==3.20.3 ; python_version >= "3.9" and python_version < "3.13" psutil==6.0.0 ; python_version >= "3.9" and python_version < "3.13" py-cpuinfo==9.0.0 ; python_version >= "3.9" and python_version < "3.13" -pyarrow-hotfix==0.6 ; python_version >= "3.9" and python_version < "3.13" -pyarrow==16.1.0 ; python_version >= "3.9" and python_version < "3.13" +pyarrow==17.0.0 ; python_version >= "3.9" and python_version < "3.13" pyreadline3==3.4.1 ; sys_platform == "win32" and python_version >= "3.9" and python_version < "3.13" python-dateutil==2.9.0.post0 ; python_version >= "3.9" and python_version < "3.13" pytz==2024.1 ; python_version >= "3.9" and python_version < "3.13" -pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" -regex==2024.5.15 ; python_version >= "3.9" and python_version < "3.13" +pyyaml==6.0.2 ; python_version >= "3.9" and python_version < "3.13" +regex==2024.7.24 ; python_version >= "3.9" and python_version < "3.13" requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13" -safetensors==0.4.3 ; python_version >= "3.9" and python_version < "3.13" +safetensors==0.4.4 ; python_version >= "3.9" and python_version < "3.13" +scikit-learn==1.5.1 ; python_version >= "3.9" and python_version < "3.13" +scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13" +sentence-transformers[train]==3.0.1 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" -setuptools==70.1.0 ; python_version >= "3.9" and python_version < "3.13" +setuptools==73.0.1 ; python_version >= "3.9" and python_version < "3.13" six==1.16.0 ; python_version >= "3.9" and python_version < "3.13" -sympy==1.12.1 ; python_version >= "3.9" and python_version < "3.13" -tbb==2021.13.0 ; python_version >= "3.9" and python_version < "3.13" and platform_system == "Windows" +sympy==1.13.2 ; python_version >= "3.9" and python_version < "3.13" +threadpoolctl==3.5.0 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.19.1 ; python_version >= "3.9" and python_version < "3.13" -tqdm==4.66.4 ; python_version >= "3.9" and python_version < "3.13" -transformers==4.40.2 ; python_version >= "3.9" and python_version < "3.13" -transformers[sentencepiece]==4.40.2 ; python_version >= "3.9" and python_version < "3.13" -typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" +tqdm==4.66.5 ; python_version >= "3.9" and python_version < "3.13" +transformers==4.43.4 ; python_version >= "3.9" and python_version < "3.13" +transformers[sentencepiece]==4.43.4 ; python_version >= "3.9" and python_version < "3.13" +triton==3.0.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.13" and python_version >= "3.9" +typer==0.7.0 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13" tzdata==2024.1 ; python_version >= "3.9" and python_version < "3.13" urllib3==2.2.2 ; python_version >= "3.9" and python_version < "3.13" win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32" wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13" -xxhash==3.4.1 ; python_version >= "3.9" and python_version < "3.13" +xxhash==3.5.0 ; python_version >= "3.9" and python_version < "3.13" yarl==1.9.4 ; python_version >= "3.9" and python_version < "3.13" -zipp==3.19.2 ; python_version >= "3.9" and python_version < "3.13" +zipp==3.20.0 ; python_version >= "3.9" and python_version < "3.13" diff --git a/server/text_generation_server/models/vlm_causal_lm.py b/server/text_generation_server/models/vlm_causal_lm.py index 5c6c90c6..71f0cd72 100644 --- a/server/text_generation_server/models/vlm_causal_lm.py +++ b/server/text_generation_server/models/vlm_causal_lm.py @@ -765,7 +765,7 @@ class VlmCausalLM(Model): "past_key_values": past_key_values, "token_idx": token_idx, "pixel_values": pixel_values, - "image_sizes": image_sizes + "image_sizes": image_sizes, } hpu_kwargs = {} @@ -1110,7 +1110,6 @@ class VlmCausalLM(Model): f"You need to decrease `--max-batch-prefill-tokens`" ) - self.model.clear_inputs() global BASE_IMAGE_TOKENS, MAX_TOTAL_TOKENS, MAX_BATCH_TOTAL_TOKENS, PREFILL_WARMUP_BATCH_SIZE_LIST, PREFILL_WARMUP_SEQLEN_LIST, DECODE_WARMUP_BATCH_SIZE_LIST max_input_length = batches[0].input_ids.shape[1] max_prefill_batch_size = batches[0].input_ids.shape[0] @@ -1163,7 +1162,6 @@ class VlmCausalLM(Model): f"Memory stats: {mem_stats} " ) - self.model.clear_inputs() max_decode_batch_size = math.floor(MAX_BATCH_TOTAL_TOKENS / MAX_TOTAL_TOKENS) batch_size = max_prefill_batch_size * 2 # Decode warmup with bigger batch_size @@ -1212,5 +1210,4 @@ class VlmCausalLM(Model): f"Memory stats: {mem_stats}" ) - self.model.clear_inputs() return MAX_BATCH_TOTAL_TOKENS \ No newline at end of file