text-generation-inference/backends/gaudi/server/text_generation_server/models/globals.py

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import os
from typing import Dict, Optional
from loguru import logger
from text_generation_server.utils.log import log_master
Gaudi: clean cuda/rocm code in hpu backend, enable flat_hpu (#3113) * clean cuda/rocm code in hpu backend, enable flat_hpu Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix TP in pageattn Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * adjust block table in hpu to improve performance Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable all the model. not testet yet Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * use tensor cache in hpu graph to avoid replay issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add moe support, fix qwen/mistral/mixtral crash Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix phimoe issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * gpt_bigcode could also go pageattn Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable dbrx remove some unused code Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * multi-modality initial PR Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * adjust warmup and enable vlm Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix incorrect output in qwen2 idefics if hpu graph is used Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove unused quantization code and enable awq/gptq int4 Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix gptq issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable fp8 Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * warmup prefill remove model where pageattn is not used, set block table to None since it's not used Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add warmup_decode Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * warmup decode Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove block_tables and prefill_cache_indices which will lead to dynamic shape Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix comment Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * missing gptj change... Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix some issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove torch.where to fix incorrect output in hpu graph model Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * match the latest vllm_extension ops Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> --------- Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
2025-04-14 13:58:13 +00:00
REQUEST_LOGPROBS = os.getenv("REQUEST_LOGPROBS", "0").lower() in {"1", "true"}
ATTENTION = os.getenv("ATTENTION", "default")
# default_prefix_caching = "1" if ATTENTION in {"flashinfer", "flashdecoding"} else "0"
PREFIX_CACHING = os.getenv("PREFIX_CACHING", "0").lower() in {
"1",
"true",
}
log_master(logger.info, f"Using prefix caching = {PREFIX_CACHING}")
Gaudi: clean cuda/rocm code in hpu backend, enable flat_hpu (#3113) * clean cuda/rocm code in hpu backend, enable flat_hpu Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix TP in pageattn Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * adjust block table in hpu to improve performance Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable all the model. not testet yet Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * use tensor cache in hpu graph to avoid replay issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add moe support, fix qwen/mistral/mixtral crash Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix phimoe issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * gpt_bigcode could also go pageattn Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable dbrx remove some unused code Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * multi-modality initial PR Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * adjust warmup and enable vlm Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix incorrect output in qwen2 idefics if hpu graph is used Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove unused quantization code and enable awq/gptq int4 Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix gptq issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable fp8 Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * warmup prefill remove model where pageattn is not used, set block table to None since it's not used Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add warmup_decode Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * warmup decode Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove block_tables and prefill_cache_indices which will lead to dynamic shape Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix comment Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * missing gptj change... Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix some issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove torch.where to fix incorrect output in hpu graph model Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * match the latest vllm_extension ops Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> --------- Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
2025-04-14 13:58:13 +00:00
_expected = {"paged", "default"}
assert (
ATTENTION in _expected
), f"Attention is not valid {ATTENTION}, expected {_expected}"
log_master(logger.info, f"Using Attention = {ATTENTION}")
TGI_WIGGLE_ROOM = float(os.getenv("TGI_WIGGLE_ROOM", "0.90"))
assert TGI_WIGGLE_ROOM > 0
assert TGI_WIGGLE_ROOM < 1
# This is overridden by the cli
BLOCK_SIZE: int
Gaudi: clean cuda/rocm code in hpu backend, enable flat_hpu (#3113) * clean cuda/rocm code in hpu backend, enable flat_hpu Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix TP in pageattn Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * adjust block table in hpu to improve performance Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable all the model. not testet yet Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * use tensor cache in hpu graph to avoid replay issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add moe support, fix qwen/mistral/mixtral crash Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix phimoe issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * gpt_bigcode could also go pageattn Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable dbrx remove some unused code Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * multi-modality initial PR Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * adjust warmup and enable vlm Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix incorrect output in qwen2 idefics if hpu graph is used Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove unused quantization code and enable awq/gptq int4 Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix gptq issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * enable fp8 Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * warmup prefill remove model where pageattn is not used, set block table to None since it's not used Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * add warmup_decode Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * warmup decode Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove block_tables and prefill_cache_indices which will lead to dynamic shape Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix comment Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * missing gptj change... Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * fix some issue Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * remove torch.where to fix incorrect output in hpu graph model Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> * match the latest vllm_extension ops Signed-off-by: Wang, Yi A <yi.a.wang@intel.com> --------- Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
2025-04-14 13:58:13 +00:00
BLOCK_SIZE = 128
# This is overridden at model loading.
global MODEL_ID
MODEL_ID = None
def set_model_id(model_id: str):
global MODEL_ID
MODEL_ID = model_id
# NOTE: eventually we should move this into the router and pass back the
# index in all cases.
ADAPTER_TO_INDEX: Optional[Dict[str, int]] = None
def set_adapter_to_index(adapter_to_index: Dict[str, int]):
global ADAPTER_TO_INDEX
ADAPTER_TO_INDEX = adapter_to_index
def get_adapter_to_index():
global ADAPTER_TO_INDEX
return ADAPTER_TO_INDEX