mirror of
https://github.com/LostRuins/koboldcpp.git
synced 2026-09-17 08:19:49 +02:00
autofit counts overheads
This commit is contained in:
+23
-15
@@ -200,6 +200,7 @@ class load_model_inputs(ctypes.Structure):
|
||||
("vulkan_info", ctypes.c_char_p),
|
||||
("batchsize", ctypes.c_int),
|
||||
("autofit", ctypes.c_bool),
|
||||
("autofit_tax_mb", ctypes.c_int),
|
||||
("gpulayers", ctypes.c_int),
|
||||
("rope_freq_scale", ctypes.c_float),
|
||||
("rope_freq_base", ctypes.c_float),
|
||||
@@ -1158,6 +1159,24 @@ def extract_modelfile_params(filepath,sdfilepath,whisperfilepath,mmprojfilepath,
|
||||
except Exception:
|
||||
modelfile_extracted_meta = None
|
||||
|
||||
def calculate_secondary_model_overheads(sdquant):
|
||||
cost = 0
|
||||
if modelfile_extracted_meta[3] > 1024*1024*1024*5: #sdxl tax
|
||||
cost += 1024*1024*1024*(9 - sdquant * 1.5) # 9, 7.5, 6
|
||||
elif modelfile_extracted_meta[3] > 1024*1024*512: #normal sd tax
|
||||
cost += 1024*1024*1024*(4.25 - sdquant * 0.5) # 4.25, 3.75, 3.25
|
||||
if modelfile_extracted_meta[4] > 1024*1024*10: #whisper tax
|
||||
cost += max(350*1024*1024,modelfile_extracted_meta[4]*1.5)
|
||||
if modelfile_extracted_meta[5] > 1024*1024*10: #mmproj tax
|
||||
cost += max(350*1024*1024,modelfile_extracted_meta[5]*1.5)
|
||||
if modelfile_extracted_meta[6] > 1024*1024*10: #draft model tax
|
||||
cost += (modelfile_extracted_meta[6] * 1.5)
|
||||
if modelfile_extracted_meta[7] > 1024*1024*10: #tts model tax
|
||||
cost += max(600*1024*1024, modelfile_extracted_meta[7] * 3)
|
||||
if modelfile_extracted_meta[8] > 1024*1024*10: #embeddings model tax
|
||||
cost += max(350*1024*1024, modelfile_extracted_meta[8] * 1.5)
|
||||
return cost
|
||||
|
||||
def autoset_gpu_layers(ctxsize, sdquanted, bbs, qkv_level): #shitty algo to determine how many layers to use
|
||||
global showusedmemwarning, showmultigpuwarning, modelfile_extracted_meta # reference cached values instead
|
||||
gpumem = MaxMemory[0]
|
||||
@@ -1186,21 +1205,9 @@ def autoset_gpu_layers(ctxsize, sdquanted, bbs, qkv_level): #shitty algo to dete
|
||||
showmultigpuwarning = False
|
||||
print("Multi-Part GGUF detected. Layer estimates may not be very accurate - recommend setting layers manually.")
|
||||
fsize *= total_parts
|
||||
sdquantsavings = sdquanted
|
||||
if modelfile_extracted_meta[3] > 1024*1024*1024*5: #sdxl tax
|
||||
mem -= 1024*1024*1024*(9 - sdquantsavings * 1.5) # 9, 7.5, 6
|
||||
elif modelfile_extracted_meta[3] > 1024*1024*512: #normal sd tax
|
||||
mem -= 1024*1024*1024*(4.25 - sdquantsavings * 0.5) # 4.25, 3.75, 3.25
|
||||
if modelfile_extracted_meta[4] > 1024*1024*10: #whisper tax
|
||||
mem -= max(350*1024*1024,modelfile_extracted_meta[4]*1.5)
|
||||
if modelfile_extracted_meta[5] > 1024*1024*10: #mmproj tax
|
||||
mem -= max(350*1024*1024,modelfile_extracted_meta[5]*1.5)
|
||||
if modelfile_extracted_meta[6] > 1024*1024*10: #draft model tax
|
||||
mem -= (modelfile_extracted_meta[6] * 1.5)
|
||||
if modelfile_extracted_meta[7] > 1024*1024*10: #tts model tax
|
||||
mem -= max(600*1024*1024, modelfile_extracted_meta[7] * 3)
|
||||
if modelfile_extracted_meta[8] > 1024*1024*10: #embeddings model tax
|
||||
mem -= max(350*1024*1024, modelfile_extracted_meta[8] * 1.5)
|
||||
|
||||
extracost = calculate_secondary_model_overheads(sdquanted)
|
||||
mem -= extracost
|
||||
mem = 0 if mem < 0 else mem
|
||||
|
||||
csmul = (cs/4096) if cs >= 8192 else 1.8 if cs > 4096 else 1.2 if cs > 2048 else 1.0
|
||||
@@ -1490,6 +1497,7 @@ def load_model(model_filename):
|
||||
inputs.quant_k = inputs.quant_v = 0
|
||||
inputs.batchsize = args.batchsize
|
||||
inputs.autofit = args.autofit
|
||||
inputs.autofit_tax_mb = int(calculate_secondary_model_overheads(args.sdquant)/(1024*1024))
|
||||
inputs.gpulayers = args.gpulayers
|
||||
if args.overridenativecontext and args.overridenativecontext>0:
|
||||
inputs.overridenativecontext = args.overridenativecontext
|
||||
|
||||
Reference in New Issue
Block a user