Add option to enable/disable flash attention and fast tensors

This commit is contained in:
Zuellni
2024-06-14 11:50:22 +02:00
parent f988703614
commit 4754f78c70
+18 -5
View File
@@ -33,6 +33,8 @@ class Loader:
"required": {
"model": (models, {"default": default}),
"cache_bits": ((4, 6, 8, 16), {"default": 16}),
"fast_tensors": ("BOOLEAN", {"default": True}),
"flash_attention": ("BOOLEAN", {"default": True}),
"max_seq_len": ("INT", {"default": 2048, "max": 2**20}),
},
}
@@ -43,10 +45,12 @@ class Loader:
RETURN_NAMES = ("MODEL",)
RETURN_TYPES = ("EXL_MODEL",)
def setup(self, model, cache_bits, max_seq_len):
def setup(self, model, cache_bits, fast_tensors, flash_attention, max_seq_len):
self.unload()
self.cache_bits = cache_bits
self.config = ExLlamaV2Config(__class__._MODELS[model])
self.config.fasttensors = fast_tensors
self.config.no_flash_attn = not flash_attention
if max_seq_len:
self.config.max_seq_len = max_seq_len
@@ -85,7 +89,13 @@ class Loader:
self.tokenizer = ExLlamaV2Tokenizer(self.config)
self.model.load_autosplit(self.cache, callback=lambda _, __: progress.update(1))
self.generator = ExLlamaV2DynamicGenerator(self.model, self.cache, self.tokenizer)
self.generator = ExLlamaV2DynamicGenerator(
model=self.model,
cache=self.cache,
tokenizer=self.tokenizer,
paged=not self.config.no_flash_attn,
)
def unload(self):
if hasattr(self, "model") and self.model:
@@ -181,12 +191,15 @@ class Generator:
settings.token_repetition_penalty = repetition_penalty
settings.temperature_last = temperature_last
job = ExLlamaV2DynamicJob(input, max_new_tokens=max_tokens, stop_conditions=stop)
model.generator.enqueue(job)
job = ExLlamaV2DynamicJob(
input_ids=input,
max_new_tokens=max_tokens,
stop_conditions=stop,
)
progress = ProgressBar(max_tokens)
model.generator.enqueue(job)
start = time()
eos = False
chunks = []
tokens = 0