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Commit 62102bb9 authored by Hashim Sharif's avatar Hashim Sharif
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Adding tuner.json changes to Keras frotned (CPU/GPU knob separation)

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hpvm/projects/keras/keras_frontend/approxhpvm_translator.py
+ 3
− 8
View file @ 62102bb9
......@@ -950,16 +950,11 @@ class TensorRtTranslator:
op_cost_str = " \"op_cost\" : { \n"
op_cost_str += self.json_str[:-3]
#f.write(self.json_str)
op_cost_str += "\n }, \n\n"
f.write(op_cost_str)
knobs_speedup_str = "\n \"knob_speedup\" : { \n"
for key in knobs_speedups:
knobs_speedup_str += "\"" + str(key) + "\" : " + str(knobs_speedups[key]) + ", \n"
f.write(knobs_speedup_str[:-3] + "\n}, \n\n")
f.write(knobs_speedup_str + " \n")
f.write(knobs_devices_str + " \n")
layer_knobs_str = " \"op_knobs\" : { \n"
layer_knobs_str += self.knobs_str[:-3]
......
hpvm/projects/keras/keras_frontend/knobs.py
+ 317
− 33
View file @ 62102bb9
knobs_speedups = {}
knobs_speedups[11] = 1
knobs_speedups[12] = 1.5
knobs_speedups[151] = 3
knobs_speedups[152] = 3
knobs_speedups[153] = 3
knobs_speedups[154] = 3
knobs_speedups[155] = 2.25
knobs_speedups[156] = 2.25
knobs_speedups[157] = 2.25
knobs_speedups[158] = 2.25
knobs_speedups[159] = 2.25
knobs_speedups[160] = 2.25
knobs_speedups[161] = 2
knobs_speedups[162] = 2
knobs_speedups[163] = 2
knobs_speedups[164] = 2
knobs_speedups[165] = 2
knobs_speedups[166] = 2
knobs_speedups[167] = 2
knobs_speedups[168] = 2
knobs_speedups[261] = 3
knobs_speedups[262] = 3
knobs_speedups[263] = 2.25
knobs_speedups[264] = 2.25
knobs_speedups[265] = 2.25
knobs_speedups[266] = 2
knobs_speedups[267] = 2
knobs_speedups[268] = 2
knobs_speedups[269] = 2
conv_knobs = "\"12\", \"151\", \"152\", \"153\", \"154\", \"155\", \"156\", \"157\", \"158\", \"159\", \"160\", \"161\", \"162\", \"163\", \"164\", \"165\", \"166\", \"167\", \"168\", \"261\", \"262\", \"263\", \"264\", \"265\", \"266\", \"267\", \"268\", \"269\""
knobs_devices_str = """
"knob_devices": {
"11": null,
"12": [
"gpu"
],
"121": [
"cpu"
],
"122": [
"cpu"
],
"123": [
"cpu"
],
"124": [
"cpu"
],
"125": [
"cpu"
],
"126": [
"cpu"
],
"127": [
"cpu"
],
"128": [
"cpu"
],
"129": [
"cpu"
],
"130": [
"cpu"
],
"131": [
"cpu"
],
"132": [
"cpu"
],
"133": [
"cpu"
],
"134": [
"cpu"
],
"135": [
"cpu"
],
"136": [
"cpu"
],
"137": [
"cpu"
],
"138": [
"cpu"
],
"231": [
"cpu"
],
"232": [
"cpu"
],
"233": [
"cpu"
],
"234": [
"cpu"
],
"235": [
"cpu"
],
"236": [
"cpu"
],
"237": [
"cpu"
],
"238": [
"cpu"
],
"239": [
"cpu"
],
"151": [
"gpu"
],
"152": [
"gpu"
],
"153": [
"gpu"
],
"154": [
"gpu"
],
"155": [
"gpu"
],
"156": [
"gpu"
],
"157": [
"gpu"
],
"158": [
"gpu"
],
"159": [
"gpu"
],
"160": [
"gpu"
],
"161": [
"gpu"
],
"162": [
"gpu"
],
"163": [
"gpu"
],
"164": [
"gpu"
],
"165": [
"gpu"
],
"166": [
"gpu"
],
"167": [
"gpu"
],
"168": [
"gpu"
],
"261": [
"gpu"
],
"262": [
"gpu"
],
"263": [
"gpu"
],
"264": [
"gpu"
],
"265": [
"gpu"
],
"266": [
"gpu"
],
"267": [
"gpu"
],
"268": [
"gpu"
],
"269": [
"gpu"
]
},
"""
knobs_speedup_str = """
"knob_speedup": {
"11": 1.0,
"12": 1.5,
"121": 2,
"122": 2,
"123": 2,
"124": 2,
"125": 1.5,
"126": 1.5,
"127": 1.5,
"128": 1.5,
"129": 1.5,
"130": 1.5,
"131": 1.33,
"132": 1.33,
"133": 1.33,
"134": 1.33,
"135": 1.33,
"136": 1.33,
"137": 1.33,
"138": 1.33,
"231": 2,
"232": 2,
"233": 1.5,
"234": 1.5,
"235": 1.5,
"236": 1.33,
"237": 1.33,
"238": 1.33,
"239": 1.33,
"151": 3.0,
"152": 3.0,
"153": 3.0,
"154": 3.0,
"155": 2.25,
"156": 2.25,
"157": 2.25,
"158": 2.25,
"159": 2.25,
"160": 2.25,
"161": 2.0,
"162": 2.0,
"163": 2.0,
"164": 2.0,
"165": 2.0,
"166": 2.0,
"167": 2.0,
"168": 2.0,
"261": 3.0,
"262": 3.0,
"263": 2.25,
"264": 2.25,
"265": 2.25,
"266": 2.0,
"267": 2.0,
"268": 2.0,
"269": 2.0
},
"""
conv_knobs = "\"11\", \"12\","
for i in range(121, 139):
conv_knobs += "\"" + str(i) + "\""
conv_knobs += ", "
for i in range(151, 169):
conv_knobs += "\"" + str(i) + "\""
conv_knobs += ", "
for i in range(231, 240):
conv_knobs += "\"" + str(i) + "\""
conv_knobs += ", "
for i in range(261, 270):
conv_knobs += "\"" + str(i) + "\""
if i != 269:
conv_knobs += ", "
baseline_knobs = "\"12\""
......
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