Instructions to use ToetsChecker-Research/boterham with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ToetsChecker-Research/boterham with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="ToetsChecker-Research/boterham")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ToetsChecker-Research/boterham")
model = AutoModelForCausalLM.from_pretrained("ToetsChecker-Research/boterham", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ToetsChecker-Research/boterham with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ToetsChecker-Research/boterham"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ToetsChecker-Research/boterham",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ToetsChecker-Research/boterham

SGLang

How to use ToetsChecker-Research/boterham with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "ToetsChecker-Research/boterham" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ToetsChecker-Research/boterham",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "ToetsChecker-Research/boterham" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ToetsChecker-Research/boterham",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ToetsChecker-Research/boterham with Docker Model Runner:
```
docker model run hf.co/ToetsChecker-Research/boterham
```

Vlammie commited on Sep 22

Commit

120ac07

verified ·

1 Parent(s): 4c6c653

Upload sft-0.5B/log.csv with huggingface_hub

Browse files

Files changed (1) hide show

sft-0.5B/log.csv +479 -0

sft-0.5B/log.csv ADDED Viewed

	@@ -0,0 +1,479 @@

+stap,epoch,train_loss,val_loss,lr,tokens_per_sec,vram_gb,seconden
+10,0.004,2.487,nan,3.4965034965034966e-06,32563,18.96,22
+20,0.008,2.03088,nan,6.993006993006993e-06,34669,18.96,42
+30,0.013,1.62775,nan,1.048951048951049e-05,34389,18.96,63
+40,0.017,1.3849,nan,1.3986013986013986e-05,34407,18.96,83
+50,0.021,1.20574,nan,1.7482517482517483e-05,34311,18.96,103
+60,0.025,1.12208,nan,2.097902097902098e-05,34520,18.96,124
+70,0.029,1.01373,nan,2.4475524475524475e-05,34244,18.96,144
+80,0.033,1.00091,nan,2.7972027972027973e-05,34267,18.96,165
+90,0.038,0.93025,nan,3.1468531468531474e-05,19449,18.96,201
+100,0.042,0.8719,nan,3.4965034965034965e-05,34624,18.96,221
+110,0.046,0.92019,0.99779,3.846153846153846e-05,34439,18.96,257
+120,0.05,0.93509,0.99779,4.195804195804196e-05,34247,18.96,277
+130,0.054,0.8624,0.99779,4.545454545454546e-05,19340,18.96,313
+140,0.058,0.82978,0.99779,4.895104895104895e-05,34602,18.96,333
+150,0.063,0.88806,0.99779,4.999980427878613e-05,19377,18.96,370
+160,0.067,0.83503,0.99779,4.9998608216383336e-05,34438,18.96,390
+170,0.071,0.85564,0.99779,4.999632488027797e-05,34233,18.96,411
+180,0.075,0.82827,0.99779,4.999295437500715e-05,34390,18.96,431
+190,0.079,0.80892,0.99779,4.998849685488147e-05,34201,18.96,451
+200,0.084,0.82343,0.99779,4.998295252397793e-05,34147,18.96,472
+210,0.088,0.79846,0.932,4.997632163613055e-05,34506,18.96,509
+220,0.092,0.84844,0.932,4.996860449491882e-05,34167,18.97,529
+230,0.096,0.84942,0.932,4.9959801453653735e-05,34020,18.97,550
+240,0.1,0.85133,0.932,4.9949912915361666e-05,34253,18.97,570
+250,0.104,0.82978,0.932,4.9938939332765896e-05,34429,18.97,591
+260,0.109,0.7478,0.932,4.9926881208265865e-05,34373,18.97,611
+270,0.113,0.7763,0.932,4.991373909391421e-05,34258,18.97,632
+280,0.117,0.84843,0.932,4.989951359139146e-05,34444,18.97,652
+290,0.121,0.79289,0.932,4.9884205351978523e-05,34324,18.97,673
+300,0.125,0.84537,0.932,4.986781507652683e-05,34449,18.97,693
+310,0.13,0.78596,0.90924,4.9850343515426254e-05,34431,18.97,730
+320,0.134,0.86251,0.90924,4.98317914685708e-05,34323,18.97,751
+330,0.138,0.84808,0.90924,4.981215978532194e-05,34372,18.97,771
+340,0.142,0.74943,0.90924,4.9791449364469705e-05,34756,18.97,792
+350,0.146,0.78957,0.90924,4.976966115419161e-05,34148,18.97,812
+360,0.15,0.80851,0.90924,4.97467961520092e-05,34408,18.97,832
+370,0.155,0.83423,0.90924,4.972285540474235e-05,34098,18.97,853
+380,0.159,0.83127,0.90924,4.96978400084614e-05,34362,18.97,873
+390,0.163,0.82543,0.90924,4.967175110843694e-05,34389,18.97,894
+400,0.167,0.85665,0.90924,4.964458989908738e-05,34411,18.97,914
+410,0.171,0.81694,0.89706,4.961635762392429e-05,34632,18.97,951
+420,0.175,0.84079,0.89706,4.95870555754954e-05,34775,18.97,971
+430,0.18,0.81267,0.89706,4.955668509532552e-05,34436,18.97,992
+440,0.184,0.75261,0.89706,4.952524757385506e-05,34493,18.97,1012
+450,0.188,0.81619,0.89706,4.949274445037636e-05,34259,18.97,1033
+460,0.192,0.78336,0.89706,4.9459177212967854e-05,34101,18.97,1053
+470,0.196,0.88149,0.89706,4.942454739842589e-05,34275,18.97,1073
+480,0.201,0.7921,0.89706,4.938885659219441e-05,34577,18.97,1094
+490,0.205,0.76033,0.89706,4.935210642829231e-05,34493,18.97,1114
+500,0.209,0.76472,0.89706,4.93142985892387e-05,34439,18.97,1135
+510,0.213,0.7826,0.89019,4.927543480597581e-05,34581,18.97,1171
+520,0.217,0.79172,0.89019,4.923551685778978e-05,34409,18.97,1191
+530,0.221,0.82811,0.89019,4.919454657222921e-05,34327,18.97,1212
+540,0.226,0.73927,0.89019,4.915252582502144e-05,34337,18.97,1232
+550,0.23,0.80783,0.89019,4.9109456539986744e-05,34110,18.97,1253
+560,0.234,0.79163,0.89019,4.9065340688950154e-05,34230,18.97,1273
+570,0.238,0.7577,0.89019,4.902018029165131e-05,34224,18.97,1294
+580,0.242,0.79389,0.89019,4.897397741565188e-05,34556,18.97,1314
+590,0.247,0.81667,0.89019,4.8926734176240966e-05,19490,18.97,1350
+600,0.251,0.80788,0.89019,4.8878452736338235e-05,34444,18.97,1371
+610,0.255,0.81387,0.8826,4.8829135306394916e-05,34198,18.97,1407
+620,0.259,0.7757,0.8826,4.877878414429256e-05,34571,18.97,1427
+630,0.263,0.80318,0.8826,4.8727401555239705e-05,34228,18.97,1448
+640,0.267,0.77996,0.8826,4.867498989166633e-05,34404,18.97,1468
+650,0.272,0.83251,0.8826,4.8621551553116155e-05,34387,18.97,1489
+660,0.276,0.8364,0.8826,4.856708898613677e-05,34406,18.97,1509
+670,0.28,0.78967,0.8826,4.8511604684167616e-05,34546,18.97,1529
+680,0.284,0.80036,0.8826,4.8455101187425886e-05,34422,18.97,1550
+690,0.288,0.81744,0.8826,4.839758108279016e-05,34357,18.97,1570
+700,0.292,0.74411,0.8826,4.8339047003682006e-05,34402,18.97,1591
+710,0.297,0.81997,0.87794,4.8279501629945417e-05,34358,18.97,1627
+720,0.301,0.83825,0.87794,4.821894768772411e-05,34135,18.97,1647
+730,0.305,0.74941,0.87794,4.8157387949336704e-05,34328,18.97,1668
+740,0.309,0.77468,0.87794,4.8094825233149824e-05,34638,18.97,1688
+750,0.313,0.73655,0.87794,4.803126240344905e-05,34493,18.97,1709
+760,0.318,0.74041,0.87794,4.796670237030779e-05,34886,18.97,1729
+770,0.322,0.79598,0.87794,4.790114808945404e-05,34522,18.97,1750
+780,0.326,0.77595,0.87794,4.783460256213507e-05,34623,18.97,1770
+790,0.33,0.73066,0.87794,4.776706883498003e-05,34517,18.97,1791
+800,0.334,0.75537,0.87794,4.769854999986045e-05,34593,18.97,1811
+810,0.338,0.79891,0.8756,4.7629049193748685e-05,34280,18.97,1848
+820,0.343,0.77142,0.8756,4.75585695985743e-05,34312,18.97,1868
+830,0.347,0.77241,0.8756,4.748711444107842e-05,34237,18.97,1889
+840,0.351,0.73082,0.8756,4.7414686992665945e-05,34615,18.97,1909
+850,0.355,0.76821,0.8756,4.7341290569255844e-05,34393,18.97,1929
+860,0.359,0.73529,0.8756,4.726692853112927e-05,34430,18.97,1950
+870,0.364,0.76364,0.8756,4.719160428277577e-05,34551,18.97,1970
+880,0.368,0.79225,0.8756,4.711532127273743e-05,34334,18.97,1990
+890,0.372,0.6926,0.8756,4.7038082993450924e-05,34473,18.97,2011
+900,0.376,0.7318,0.8756,4.6959892981087704e-05,34584,18.97,2031
+910,0.38,0.76553,0.87314,4.688075481539202e-05,34695,18.97,2068
+920,0.384,0.73185,0.87314,4.6800672119517105e-05,34657,18.97,2088
+930,0.389,0.85402,0.87314,4.671964855985926e-05,34182,18.97,2109
+940,0.393,0.75009,0.87314,4.663768784589e-05,34303,18.97,2129
+950,0.397,0.79429,0.87314,4.655479372998623e-05,34019,18.97,2150
+960,0.401,0.74784,0.87314,4.647097000725844e-05,34661,18.97,2170
+970,0.405,0.76193,0.87314,4.6386220515376974e-05,34400,18.97,2190
+980,0.409,0.78849,0.87314,4.6300549134396315e-05,34554,18.97,2211
+990,0.414,0.74203,0.87314,4.621395978657746e-05,34491,18.97,2231
+1000,0.418,0.80252,0.87314,4.6126456436208326e-05,34418,18.97,2251
+1010,0.422,0.7437,0.86996,4.6038043089422284e-05,34509,18.97,2288
+1020,0.426,0.75652,0.86996,4.594872379401473e-05,34889,18.97,2309
+1030,0.43,0.78281,0.86996,4.5858502639257744e-05,34634,18.97,2329
+1040,0.435,0.76633,0.86996,4.576738375571295e-05,34428,18.97,2349
+1050,0.439,0.74256,0.86996,4.5675371315042304e-05,34596,18.97,2370
+1060,0.443,0.82709,0.86996,4.5582469529817185e-05,34172,18.97,2390
+1070,0.447,0.82095,0.86996,4.548868265332549e-05,34009,18.97,2411
+1080,0.451,0.78788,0.86996,4.539401497937692e-05,34320,18.97,2431
+1090,0.455,0.81474,0.86996,4.529847084210642e-05,34352,18.97,2452
+1100,0.46,0.76559,0.86996,4.52020546157757e-05,34562,18.97,2472
+1110,0.464,0.83261,0.86286,4.510477071457301e-05,34624,18.97,2509
+1120,0.468,0.73188,0.86286,4.500662359241104e-05,34573,18.97,2529
+1130,0.472,0.78752,0.86286,4.490761774272301e-05,34139,18.97,2550
+1140,0.476,0.76209,0.86286,4.480775769825693e-05,34347,18.97,2570
+1150,0.481,0.75669,0.86286,4.4707048030868085e-05,34541,18.97,2591
+1160,0.485,0.79224,0.86286,4.4605493351309774e-05,34777,18.97,2611
+1170,0.489,0.79411,0.86286,4.4503098309022114e-05,34361,18.97,2631
+1180,0.493,0.71959,0.86286,4.439986759191928e-05,34774,18.97,2652
+1190,0.497,0.71343,0.86286,4.429580592617482e-05,34466,18.97,2672
+1200,0.501,0.74396,0.86286,4.4190918076005296e-05,34114,18.97,2693
+1210,0.506,0.74521,0.86151,4.408520884345216e-05,34502,18.97,2729
+1220,0.51,0.80584,0.86151,4.397868306816192e-05,34651,18.97,2750
+1230,0.514,0.79016,0.86151,4.387134562716456e-05,34704,18.97,2770
+1240,0.518,0.76933,0.86151,4.376320143465021e-05,34614,18.97,2791
+1250,0.522,0.7847,0.86151,4.365425544174428e-05,34329,18.97,2811
+1260,0.526,0.74446,0.86151,4.354451263628064e-05,34094,18.97,2832
+1270,0.531,0.73437,0.86151,4.343397804257338e-05,34655,18.97,2852
+1280,0.535,0.70547,0.86151,4.33226567211867e-05,34484,18.97,2873
+1290,0.539,0.84533,0.86151,4.321055376870329e-05,34552,18.97,2893
+1300,0.543,0.72171,0.86151,4.309767431749095e-05,34460,18.97,2914
+1310,0.547,0.81609,0.8584,4.298402353546764e-05,34230,18.97,2950
+1320,0.552,0.74325,0.8584,4.286960662586487e-05,34742,18.97,2971
+1330,0.556,0.75562,0.8584,4.275442882698948e-05,34500,18.97,2991
+1340,0.56,0.71963,0.8584,4.263849541198382e-05,34704,18.97,3012
+1350,0.564,0.75227,0.8584,4.252181168858435e-05,34594,18.97,3032
+1360,0.568,0.77202,0.8584,4.240438299887859e-05,34172,18.97,3053
+1370,0.572,0.73991,0.8584,4.228621471906061e-05,34489,18.97,3073
+1380,0.577,0.78788,0.8584,4.216731225918483e-05,34665,18.97,3094
+1390,0.581,0.77007,0.8584,4.2047681062918375e-05,34627,18.97,3114
+1400,0.585,0.70447,0.8584,4.1927326607291844e-05,34678,18.97,3135
+1410,0.589,0.79221,0.855,4.180625440244853e-05,34470,18.97,3171
+1420,0.593,0.71303,0.855,4.1684469991392195e-05,34673,18.97,3192
+1430,0.598,0.83019,0.855,4.1561978949733266e-05,34558,18.97,3212
+1440,0.602,0.71174,0.855,4.143878688543356e-05,34603,18.97,3232
+1450,0.606,0.80705,0.855,4.1314899438549584e-05,34516,18.97,3253
+1460,0.61,0.81701,0.855,4.1190322280974243e-05,34621,18.97,3273
+1470,0.614,0.7837,0.855,4.1065061116177265e-05,34383,18.97,3294
+1480,0.618,0.72684,0.855,4.0939121678943975e-05,34693,18.97,3314
+1490,0.623,0.75283,0.855,4.0812509735112845e-05,34619,18.97,3334
+1500,0.627,0.80838,0.855,4.06852310813114e-05,33882,18.97,3355
+1510,0.631,0.72024,0.85325,4.0557291544690975e-05,34774,18.97,3392
+1520,0.635,0.77001,0.85325,4.0428696982659785e-05,34470,18.97,3412
+1530,0.639,0.76498,0.85325,4.0299453282614895e-05,33789,18.97,3433
+1540,0.643,0.79653,0.85325,4.016956636167256e-05,34122,18.97,3453
+1550,0.648,0.76888,0.85325,4.0039042166397416e-05,34359,18.97,3474
+1560,0.652,0.71441,0.85325,3.990788667253018e-05,34078,18.97,3494
+1570,0.656,0.72101,0.85325,3.977610588471407e-05,34326,18.97,3515
+1580,0.66,0.70596,0.85325,3.9643705836219916e-05,34379,18.97,3535
+1590,0.664,0.73619,0.85325,3.951069258866992e-05,34543,18.97,3556
+1600,0.669,0.70454,0.85325,3.9377072231760164e-05,34394,18.97,3576
+1610,0.673,0.75998,0.85045,3.924285088298178e-05,33945,18.97,3613
+1620,0.677,0.80076,0.85045,3.910803468734086e-05,34205,18.97,3633
+1630,0.681,0.71588,0.85045,3.897262981707721e-05,34315,18.97,3654
+1640,0.685,0.7751,0.85045,3.883664247138167e-05,33641,18.97,3674
+1650,0.689,0.75011,0.85045,3.8700078876112346e-05,34280,18.97,3695
+1660,0.694,0.78504,0.85045,3.856294528350953e-05,34315,18.97,3715
+1670,0.698,0.74121,0.85045,3.842524797190956e-05,34383,18.97,3736
+1680,0.702,0.74441,0.85045,3.8286993245457235e-05,34021,18.97,3756
+1690,0.706,0.76314,0.85045,3.814818743381733e-05,34572,18.97,3777
+1700,0.71,0.69487,0.85045,3.800883689188472e-05,34070,18.97,3798
+1710,0.715,0.76244,0.8496,3.786894799949345e-05,34371,18.97,3834
+1720,0.719,0.69734,0.8496,3.772852716112472e-05,34419,18.97,3855
+1730,0.723,0.72357,0.8496,3.758758080561355e-05,33794,18.97,3875
+1740,0.727,0.70017,0.8496,3.744611538585455e-05,34053,18.97,3896
+1750,0.731,0.72559,0.8496,3.730413737850645e-05,34314,18.97,3917
+1760,0.735,0.746,0.8496,3.7161653283695605e-05,34467,18.97,3937
+1770,0.74,0.76988,0.8496,3.7018669624718336e-05,34253,18.97,3958
+1780,0.744,0.72388,0.8496,3.687519294774237e-05,34029,18.97,3978
+1790,0.748,0.73823,0.8496,3.673122982150709e-05,34502,18.97,3999
+1800,0.752,0.76872,0.8496,3.6586786837022775e-05,34091,18.97,4019
+1810,0.756,0.68151,0.84688,3.64418706072689e-05,34212,18.97,4056
+1820,0.76,0.72462,0.84688,3.629648776689134e-05,34118,18.97,4076
+1830,0.765,0.70003,0.84688,3.6150644971898654e-05,34307,18.97,4097
+1840,0.769,0.73198,0.84688,3.60043488993573e-05,34110,18.97,4117
+1850,0.773,0.82195,0.84688,3.585760624708599e-05,33935,18.97,4138
+1860,0.777,0.78672,0.84688,3.571042373334903e-05,34084,18.97,4158
+1870,0.781,0.81162,0.84688,3.556280809654875e-05,34716,18.97,4179
+1880,0.786,0.70859,0.84688,3.5414766094916966e-05,34420,18.97,4199
+1890,0.79,0.7605,0.84688,3.526630450620561e-05,34302,18.97,4220
+1900,0.794,0.74528,0.84688,3.511743012737643e-05,34312,18.97,4240
+1910,0.798,0.7568,0.84314,3.496814977428976e-05,34197,18.97,4277
+1920,0.802,0.76964,0.84314,3.481847028139252e-05,34087,18.97,4298
+1930,0.806,0.78414,0.84314,3.466839850140531e-05,34069,18.97,4318
+1940,0.811,0.79228,0.84314,3.451794130500864e-05,34154,18.97,4339
+1950,0.815,0.76844,0.84314,3.43671055805284e-05,34345,18.97,4359
+1960,0.819,0.70026,0.84314,3.4215898233620516e-05,34387,18.97,4379
+1970,0.823,0.71473,0.84314,3.406432618695473e-05,34366,18.97,4400
+1980,0.827,0.71983,0.84314,3.391239637989774e-05,34401,18.97,4420
+1990,0.832,0.72856,0.84314,3.3760115768195406e-05,34666,18.97,4441
+2000,0.836,0.75407,0.84314,3.3607491323654374e-05,34011,18.97,4461
+2010,0.84,0.73508,0.84176,3.3454530033822864e-05,34604,18.97,4498
+2020,0.844,0.79116,0.84176,3.330123890167075e-05,34218,18.97,4518
+2030,0.848,0.71024,0.84176,3.3147624945268955e-05,34749,18.97,4539
+2040,0.852,0.7333,0.84176,3.2993695197468156e-05,34618,18.97,4559
+2050,0.857,0.70894,0.84176,3.283945670557677e-05,34800,18.97,4580
+2060,0.861,0.73028,0.84176,3.268491653103834e-05,34165,18.97,4600
+2070,0.865,0.64627,0.84176,3.253008174910824e-05,34378,18.97,4621
+2080,0.869,0.70116,0.84176,3.237495944852973e-05,34509,18.97,4641
+2090,0.873,0.77682,0.84176,3.221955673120946e-05,34184,18.97,4662
+2100,0.877,0.80605,0.84176,3.2063880711892244e-05,34197,18.97,4682
+2110,0.882,0.79247,0.83926,3.190793851783543e-05,34588,18.97,4719
+2120,0.886,0.73231,0.83926,3.175173728848252e-05,34545,18.97,4740
+2130,0.89,0.68126,0.83926,3.1595284175136335e-05,34321,18.97,4760
+2140,0.894,0.75592,0.83926,3.143858634063161e-05,34084,18.97,4781
+2150,0.898,0.77555,0.83926,3.1281650959007056e-05,34256,18.97,4801
+2160,0.903,0.719,0.83926,3.112448521517692e-05,34163,18.97,4822
+2170,0.907,0.74007,0.83926,3.0967096304602026e-05,34440,18.97,4842
+2180,0.911,0.79405,0.83926,3.0809491432960375e-05,33860,18.97,4863
+2190,0.915,0.74045,0.83926,3.065167781581722e-05,34364,18.97,4883
+2200,0.919,0.7438,0.83926,3.0493662678294733e-05,34062,18.97,4904
+2210,0.923,0.76845,0.83895,3.0335453254741214e-05,33979,18.97,4941
+2220,0.928,0.8034,0.83895,3.017705678839991e-05,33967,18.97,4961
+2230,0.932,0.71398,0.83895,3.001848053107735e-05,33982,18.97,4981
+2240,0.936,0.74799,0.83895,2.9859731742811397e-05,34305,18.97,5002
+2250,0.94,0.7582,0.83895,2.9700817691538794e-05,34193,18.97,5022
+2260,0.944,0.7332,0.83895,2.9541745652762504e-05,34382,18.97,5043
+2270,0.949,0.73062,0.83895,2.9382522909218534e-05,34364,18.97,5064
+2280,0.953,0.6811,0.83895,2.9223156750542574e-05,34621,18.97,5084
+2290,0.957,0.76378,0.83895,2.9063654472936237e-05,34513,18.97,5104
+2300,0.961,0.70075,0.83895,2.8904023378832995e-05,34256,18.97,5125
+2310,0.965,0.70022,0.83817,2.8744270776563916e-05,34337,18.97,5162
+2320,0.969,0.70643,0.83817,2.858440398002299e-05,34300,18.97,5183
+2330,0.974,0.76214,0.83817,2.842443030833235e-05,34362,18.97,5203
+2340,0.978,0.69117,0.83817,2.8264357085507138e-05,34311,18.97,5224
+2350,0.982,0.68623,0.83817,2.810419164012023e-05,34201,18.97,5244
+2360,0.986,0.71335,0.83817,2.7943941304966665e-05,34623,18.97,5264
+2370,0.99,0.7498,0.83817,2.7783613416727967e-05,34143,18.97,5285
+2380,0.994,0.66617,0.83817,2.7623215315636265e-05,34594,18.97,5305
+2390,0.999,0.66476,0.83817,2.74627543451382e-05,34313,18.97,5326
+2400,1.003,0.62515,0.83817,2.7302237851558728e-05,33660,18.97,5347
+2410,1.007,0.60188,0.8408,2.7141673183764798e-05,34184,18.97,5380
+2420,1.011,0.58702,0.8408,2.698106769282896e-05,34204,18.97,5401
+2430,1.015,0.55888,0.8408,2.6820428731692665e-05,34367,18.97,5421
+2440,1.02,0.60072,0.8408,2.6659763654829785e-05,34338,18.97,5441
+2450,1.024,0.59664,0.8408,2.6499079817909794e-05,34439,18.97,5462
+2460,1.028,0.59358,0.8408,2.6338384577461095e-05,33885,18.97,5482
+2470,1.032,0.52671,0.8408,2.617768529053413e-05,33989,18.97,5503
+2480,1.036,0.64132,0.8408,2.601698931436463e-05,34463,18.97,5523
+2490,1.04,0.55769,0.8408,2.5856304006036746e-05,34124,18.97,5544
+2500,1.045,0.61826,0.8408,2.5695636722146217e-05,34044,18.97,5564
+2510,1.049,0.60967,0.84691,2.5534994818463572e-05,34362,18.97,5597
+2520,1.053,0.57146,0.84691,2.537438564959739e-05,33681,18.97,5618
+2530,1.057,0.58829,0.84691,2.5213816568657544e-05,34482,18.97,5639
+2540,1.061,0.61406,0.84691,2.5053294926918586e-05,33532,18.97,5659
+2550,1.065,0.57743,0.84691,2.4892828073483164e-05,34548,18.97,5679
+2560,1.07,0.57143,0.84691,2.4732423354945603e-05,34151,18.97,5700
+2570,1.074,0.58544,0.84691,2.457208811505549e-05,34566,18.97,5720
+2580,1.078,0.57846,0.84691,2.441182969438152e-05,34451,18.97,5741
+2590,1.082,0.57026,0.84691,2.4251655429975405e-05,34063,18.97,5761
+2600,1.086,0.58607,0.84691,2.4091572655035957e-05,34348,18.97,5782
+2610,1.091,0.61105,0.84708,2.3931588698573347e-05,34654,18.97,5815
+2620,1.095,0.58554,0.84708,2.3771710885073592e-05,34619,18.97,5836
+2630,1.099,0.58689,0.84708,2.361194653416321e-05,34298,18.97,5856
+2640,1.103,0.59927,0.84708,2.3452302960274074e-05,34325,18.97,5877
+2650,1.107,0.58807,0.84708,2.3292787472308607e-05,34318,18.97,5897
+2660,1.111,0.59393,0.84708,2.3133407373305093e-05,34182,18.97,5918
+2670,1.116,0.56352,0.84708,2.2974169960103368e-05,34238,18.97,5938
+2680,1.12,0.60744,0.84708,2.2815082523010724e-05,34148,18.97,5959
+2690,1.124,0.58992,0.84708,2.2656152345468158e-05,34138,18.97,5980
+2700,1.128,0.56843,0.84708,2.249738670371693e-05,34629,18.97,6000
+2710,1.132,0.59705,0.84601,2.2338792866465396e-05,34337,18.97,6033
+2720,1.137,0.58119,0.84601,2.2180378094556255e-05,34459,18.97,6054
+2730,1.141,0.58248,0.84601,2.202214964063412e-05,34692,18.97,6074
+2740,1.145,0.57796,0.84601,2.1864114748813495e-05,34042,18.97,6095
+2750,1.149,0.58631,0.84601,2.170628065434708e-05,34150,18.97,6115
+2760,1.153,0.57699,0.84601,2.154865458329456e-05,34264,18.97,6136
+2770,1.157,0.63533,0.84601,2.1391243752191753e-05,34477,18.97,6156
+2780,1.162,0.60173,0.84601,2.1234055367720242e-05,34489,18.97,6177
+2790,1.166,0.57197,0.84601,2.107709662637739e-05,34366,18.97,6197
+2800,1.17,0.57835,0.84601,2.0920374714146915e-05,34308,18.97,6217
+2810,1.174,0.62013,0.84681,2.076389680616987e-05,34196,18.97,6251
+2820,1.178,0.59392,0.84681,2.0607670066416166e-05,34181,18.97,6271
+2830,1.182,0.61371,0.84681,2.045170164735654e-05,34349,18.97,6291
+2840,1.187,0.57268,0.84681,2.0295998689635155e-05,33787,18.97,6312
+2850,1.191,0.58716,0.84681,2.014056832174266e-05,34141,18.97,6333
+2860,1.195,0.56403,0.84681,1.99854176596898e-05,34289,18.97,6353
+2870,1.199,0.54232,0.84681,1.983055380668167e-05,34660,18.97,6373
+2880,1.203,0.5542,0.84681,1.967598385279249e-05,34363,18.97,6394
+2890,1.208,0.62124,0.84681,1.9521714874641012e-05,33943,18.97,6414
+2900,1.212,0.61056,0.84681,1.936775393506651e-05,33836,18.97,6435
+2910,1.216,0.61592,0.84624,1.9214108082805455e-05,34346,18.97,6468
+2920,1.22,0.56438,0.84624,1.9060784352168796e-05,34693,18.97,6489
+2930,1.224,0.58317,0.84624,1.89077897627199e-05,34233,18.97,6509
+2940,1.228,0.6393,0.84624,1.8755131318953188e-05,34163,18.97,6530
+2950,1.233,0.62169,0.84624,1.8602816009973438e-05,34227,18.97,6550
+2960,1.237,0.64037,0.84624,1.8450850809175846e-05,34570,18.97,6571
+2970,1.241,0.59253,0.84624,1.829924267392669e-05,34449,18.97,6591
+2980,1.245,0.56884,0.84624,1.814799854524489e-05,34213,18.97,6612
+2990,1.249,0.59405,0.84624,1.7997125347484166e-05,34295,18.97,6632
+3000,1.254,0.56209,0.84624,1.7846629988016058e-05,34040,18.97,6653
+3010,1.258,0.60188,0.84512,1.7696519356913654e-05,34034,18.97,6686
+3020,1.262,0.60195,0.84512,1.754680032663619e-05,34209,18.97,6707
+3030,1.266,0.60898,0.84512,1.7397479751714385e-05,34053,18.97,6727
+3040,1.27,0.58621,0.84512,1.724856446843661e-05,34184,18.97,6748
+3050,1.274,0.59118,0.84512,1.710006129453593e-05,34423,18.97,6768
+3060,1.279,0.59403,0.84512,1.6951977028877955e-05,34531,18.97,6789
+3070,1.283,0.55514,0.84512,1.6804318451149582e-05,34214,18.97,6809
+3080,1.287,0.58004,0.84512,1.665709232154858e-05,34368,18.97,6829
+3090,1.291,0.57965,0.84512,1.651030538047412e-05,34219,18.97,6850
+3100,1.295,0.58659,0.84512,1.6363964348218168e-05,34299,18.97,6870
+3110,1.299,0.62746,0.84428,1.6218075924657816e-05,34431,18.97,6904
+3120,1.304,0.52789,0.84428,1.6072646788948515e-05,33939,18.97,6924
+3130,1.308,0.57408,0.84428,1.5927683599218337e-05,34531,18.97,6945
+3140,1.312,0.61004,0.84428,1.5783192992263115e-05,33995,18.97,6965
+3150,1.316,0.55254,0.84428,1.56391815832426e-05,34579,18.97,6986
+3160,1.32,0.58604,0.84428,1.5495655965377604e-05,34406,18.97,7006
+3170,1.325,0.62588,0.84428,1.5352622709648136e-05,34414,18.97,7027
+3180,1.329,0.60994,0.84428,1.5210088364492591e-05,34003,18.97,7047
+3190,1.333,0.55852,0.84428,1.5068059455507893e-05,34253,18.97,7068
+3200,1.337,0.56952,0.84428,1.4926542485150802e-05,33935,18.97,7088
+3210,1.341,0.59424,0.84443,1.4785543932440162e-05,34066,18.97,7122
+3220,1.345,0.57482,0.84443,1.4645070252660309e-05,34494,18.97,7142
+3230,1.35,0.60838,0.84443,1.4505127877065508e-05,34419,18.97,7163
+3240,1.354,0.54509,0.84443,1.4365723212585525e-05,34003,18.97,7183
+3250,1.358,0.60223,0.84443,1.4226862641532295e-05,34287,18.97,7204
+3260,1.362,0.5553,0.84443,1.4088552521307738e-05,34274,18.97,7224
+3270,1.366,0.57083,0.84443,1.3950799184112661e-05,34193,18.97,7245
+3280,1.371,0.56832,0.84443,1.3813608936656908e-05,34228,18.97,7266
+3290,1.375,0.55167,0.84443,1.3676988059870578e-05,34278,18.97,7286
+3300,1.379,0.54699,0.84443,1.3540942808616499e-05,34234,18.97,7306
+3310,1.383,0.54563,0.84236,1.3405479411403835e-05,34593,18.97,7340
+3320,1.387,0.55594,0.84236,1.3270604070102951e-05,34254,18.97,7360
+3330,1.391,0.56821,0.84236,1.3136322959661473e-05,34384,18.97,7380
+3340,1.396,0.54395,0.84236,1.3002642227821549e-05,34519,18.97,7401
+3350,1.4,0.55866,0.84236,1.2869567994838448e-05,34583,18.97,7421
+3360,1.404,0.56817,0.84236,1.273710635320031e-05,34299,18.97,7442
+3370,1.408,0.58595,0.84236,1.2605263367349241e-05,34313,18.97,7463
+3380,1.412,0.58816,0.84236,1.2474045073403654e-05,34640,18.97,7483
+3390,1.416,0.59046,0.84236,1.2343457478881929e-05,34420,18.97,7504
+3400,1.421,0.59123,0.84236,1.2213506562427374e-05,34439,18.97,7524
+3410,1.425,0.60578,0.84051,1.2084198273534476e-05,34403,18.97,7557
+3420,1.429,0.51353,0.84051,1.195553853227657e-05,34699,18.97,7578
+3430,1.433,0.58841,0.84051,1.1827533229034765e-05,34243,18.97,7599
+3440,1.437,0.63615,0.84051,1.1700188224228287e-05,33984,18.97,7619
+3450,1.442,0.57578,0.84051,1.157350934804615e-05,34111,18.97,7639
+3460,1.446,0.6017,0.84051,1.1447502400180257e-05,34443,18.97,7660
+3470,1.45,0.58432,0.84051,1.1322173149559866e-05,34567,18.97,7680
+3480,1.454,0.51487,0.84051,1.119752733408748e-05,34405,18.97,7701
+3490,1.458,0.64818,0.84051,1.107357066037612e-05,34094,18.97,7721
+3500,1.462,0.59427,0.84051,1.0950308803488116e-05,34337,18.97,7742
+3510,1.467,0.56558,0.84077,1.0827747406675246e-05,34283,18.97,7775
+3520,1.471,0.55484,0.84077,1.0705892081120378e-05,34523,18.97,7795
+3530,1.475,0.59142,0.84077,1.0584748405680589e-05,34367,18.97,7816
+3540,1.479,0.56418,0.84077,1.0464321926631749e-05,34378,18.97,7836
+3550,1.483,0.54718,0.84077,1.0344618157414587e-05,34561,18.97,7857
+3560,1.488,0.576,0.84077,1.0225642578382261e-05,34375,18.97,7877
+3570,1.492,0.57342,0.84077,1.010740063654949e-05,34516,18.97,7898
+3580,1.496,0.57088,0.84077,9.98989774534315e-06,34451,18.97,7918
+3590,1.5,0.59033,0.84077,9.873139284354428e-06,34318,18.97,7939
+3600,1.504,0.60441,0.84077,9.757130599092545e-06,34160,18.97,7959
+3610,1.508,0.55158,0.83862,9.641877000740021e-06,34486,18.97,7992
+3620,1.513,0.5499,0.83862,9.527383765909515e-06,34442,18.97,8013
+3630,1.517,0.5575,0.83862,9.41365613640222e-06,34320,18.97,8033
+3640,1.521,0.53813,0.83862,9.300699318967942e-06,34649,18.97,8054
+3650,1.525,0.57282,0.83862,9.188518485066663e-06,34048,18.97,8074
+3660,1.529,0.49559,0.83862,9.077118770631804e-06,33929,18.97,8095
+3670,1.533,0.586,0.83862,8.966505275835076e-06,34345,18.97,8115
+3680,1.538,0.5379,0.83862,8.856683064853008e-06,34548,18.97,8136
+3690,1.542,0.59452,0.83862,8.74765716563506e-06,34373,18.97,8156
+3700,1.546,0.55347,0.83862,8.639432569673455e-06,34372,18.97,8177
+3710,1.55,0.5574,0.83867,8.532014231774632e-06,34359,18.97,8210
+3720,1.554,0.64259,0.83867,8.425407069832433e-06,34298,18.97,8231
+3730,1.559,0.57122,0.83867,8.319615964602925e-06,34395,18.97,8251
+3740,1.563,0.5519,0.83867,8.214645759480961e-06,34236,18.97,8272
+3750,1.567,0.51475,0.83867,8.11050126027842e-06,34205,18.97,8292
+3760,1.571,0.57493,0.83867,8.007187235004204e-06,34420,18.97,8313
+3770,1.575,0.56212,0.83867,7.904708413645928e-06,34165,18.97,8333
+3780,1.579,0.53636,0.83867,7.803069487953372e-06,34808,18.97,8354
+3790,1.584,0.60211,0.83867,7.702275111223697e-06,33927,18.97,8374
+3800,1.588,0.57015,0.83867,7.602329898088385e-06,34066,18.97,8395
+3810,1.592,0.62787,0.83834,7.503238424301983e-06,34388,18.97,8428
+3820,1.596,0.59975,0.83834,7.405005226532602e-06,34511,18.97,8449
+3830,1.6,0.61485,0.83834,7.307634802154218e-06,34334,18.97,8469
+3840,1.605,0.57314,0.83834,7.21113160904079e-06,34379,18.97,8490
+3850,1.609,0.58497,0.83834,7.1155000653621214e-06,34287,18.97,8510
+3860,1.613,0.59678,0.83834,7.020744549381638e-06,34359,18.97,8531
+3870,1.617,0.57525,0.83834,6.926869399255906e-06,34023,18.97,8551
+3880,1.621,0.56665,0.83834,6.8338789128360305e-06,34375,18.97,8572
+3890,1.625,0.62978,0.83834,6.741777347470887e-06,34504,18.97,8592
+3900,1.63,0.56218,0.83834,6.650568919812205e-06,34417,18.97,8613
+3910,1.634,0.55013,0.83798,6.560257805621534e-06,34459,18.97,8649
+3920,1.638,0.61432,0.83798,6.470848139579041e-06,34171,18.97,8670
+3930,1.642,0.57497,0.83798,6.38234401509423e-06,34398,18.97,8690
+3940,1.646,0.55817,0.83798,6.294749484118537e-06,34152,18.97,8711
+3950,1.65,0.62839,0.83798,6.208068556959818e-06,34535,18.97,8731
+3960,1.655,0.62257,0.83798,6.122305202098735e-06,34266,18.97,8752
+3970,1.659,0.57928,0.83798,6.037463346007088e-06,34414,18.97,8772
+3980,1.663,0.56203,0.83798,5.953546872968044e-06,34135,18.97,8793
+3990,1.667,0.56927,0.83798,5.870559624898296e-06,34105,18.97,8813
+4000,1.671,0.56752,0.83798,5.7885054011721655e-06,34326,18.97,8834
+4010,1.676,0.58649,0.83703,5.707387958447687e-06,34320,18.97,8871
+4020,1.68,0.57956,0.83703,5.627211010494582e-06,34423,18.97,8891
+4030,1.684,0.59404,0.83703,5.547978228024264e-06,34062,18.97,8912
+4040,1.688,0.54647,0.83703,5.4696932385217585e-06,34620,18.97,8932
+4050,1.692,0.54368,0.83703,5.392359626079643e-06,33907,18.97,8953
+4060,1.696,0.61915,0.83703,5.315980931233953e-06,34140,18.97,8973
+4070,1.701,0.56361,0.83703,5.240560650802076e-06,34181,18.97,8994
+4080,1.705,0.59782,0.83703,5.166102237722684e-06,34033,18.97,9014
+4090,1.709,0.61411,0.83703,5.092609100897624e-06,34471,18.97,9035
+4100,1.713,0.57919,0.83703,5.020084605035865e-06,33949,18.97,9055
+4110,1.717,0.62513,0.83621,4.948532070499438e-06,34458,18.97,9092
+4120,1.722,0.63884,0.83621,4.877954773151441e-06,34559,18.97,9112
+4130,1.726,0.65061,0.83621,4.808355944206044e-06,34555,18.97,9133
+4140,1.73,0.54096,0.83621,4.739738770080563e-06,34114,18.97,9153
+4150,1.734,0.55596,0.83621,4.672106392249573e-06,34443,18.97,9173
+4160,1.738,0.54015,0.83621,4.605461907101087e-06,34041,18.97,9194
+4170,1.742,0.59436,0.83621,4.539808365794802e-06,34429,18.97,9214
+4180,1.747,0.56447,0.83621,4.475148774122395e-06,34719,18.97,9235
+4190,1.751,0.59579,0.83621,4.411486092369914e-06,34368,18.97,9255
+4200,1.755,0.54182,0.83621,4.348823235182259e-06,34293,18.97,9275
+4210,1.759,0.56468,0.83618,4.28716307142973e-06,34672,18.97,9312
+4220,1.763,0.57467,0.83618,4.226508424076676e-06,33828,18.97,9332
+4230,1.767,0.58533,0.83618,4.1668620700522794e-06,34536,18.97,9353
+4240,1.772,0.57084,0.83618,4.108226740123393e-06,34580,18.97,9373
+4250,1.776,0.61688,0.83618,4.050605118769531e-06,34319,18.97,9393
+4260,1.78,0.62756,0.83618,3.993999844059968e-06,34534,18.97,9414
+4270,1.784,0.57769,0.83618,3.938413507532957e-06,34443,18.97,9434
+4280,1.788,0.57024,0.83618,3.883848654077079e-06,34514,18.97,9455
+4290,1.793,0.5414,0.83618,3.830307781814738e-06,34425,18.97,9475
+4300,1.797,0.58368,0.83618,3.777793341987787e-06,34508,18.97,9496
+4310,1.801,0.52567,0.83567,3.726307738845307e-06,34452,18.97,9533
+4320,1.805,0.5341,0.83567,3.6758533295335255e-06,34489,18.97,9553
+4330,1.809,0.58874,0.83567,3.6264324239879145e-06,34355,18.97,9573
+4340,1.813,0.52521,0.83567,3.578047284827423e-06,34768,18.97,9594
+4350,1.818,0.5595,0.83567,3.5307001272508895e-06,34185,18.97,9614
+4360,1.822,0.54621,0.83567,3.4843931189356333e-06,34700,18.97,9635
+4370,1.826,0.59253,0.83567,3.4391283799382008e-06,34477,18.97,9655
+4380,1.83,0.66195,0.83567,3.394907982597312e-06,34386,18.97,9676
+4390,1.834,0.58501,0.83567,3.351733951438987e-06,34197,18.97,9696
+4400,1.839,0.57092,0.83567,3.309608263083834e-06,34343,18.97,9717
+4410,1.843,0.53362,0.83562,3.2685328461566004e-06,34557,18.97,9753
+4420,1.847,0.64896,0.83562,3.2285095811978216e-06,34401,18.97,9774
+4430,1.851,0.56121,0.83562,3.189540300577769e-06,34309,18.97,9794
+4440,1.855,0.60759,0.83562,3.1516267884125205e-06,34641,18.97,9815
+4450,1.859,0.54404,0.83562,3.1147707804823193e-06,34398,18.97,9835
+4460,1.864,0.55226,0.83562,3.0789739641520743e-06,34030,18.97,9855
+4470,1.868,0.56946,0.83562,3.0442379782941258e-06,34546,18.97,9876
+4480,1.872,0.57256,0.83562,3.0105644132131952e-06,34491,18.97,9896
+4490,1.876,0.58217,0.83562,2.9779548105736025e-06,34502,18.97,9917
+4500,1.88,0.60192,0.83562,2.946410663328663e-06,34427,18.97,9937
+4510,1.884,0.51777,0.83542,2.915933415652344e-06,34829,18.97,9974
+4520,1.889,0.55567,0.83542,2.8865244628731464e-06,34371,18.97,9994
+4530,1.893,0.55663,0.83542,2.858185151410226e-06,34362,18.97,10015
+4540,1.897,0.57944,0.83542,2.8309167787117473e-06,34682,18.97,10035
+4550,1.901,0.50943,0.83542,2.8047205931954766e-06,34594,18.97,10056
+4560,1.905,0.58744,0.83542,2.779597794191641e-06,34234,18.97,10076
+4570,1.91,0.52623,0.83542,2.7555495318880098e-06,34399,18.97,10097
+4580,1.914,0.6288,0.83542,2.73257690727724e-06,34504,18.97,10117
+4590,1.918,0.6316,0.83542,2.71068097210646e-06,34335,18.97,10138
+4600,1.922,0.54554,0.83542,2.689862728829133e-06,34332,18.97,10158
+4610,1.926,0.5986,0.83515,2.6701231305591526e-06,34274,18.97,10195
+4620,1.93,0.57749,0.83515,2.6514630810272107e-06,34378,18.97,10215
+4630,1.935,0.59889,0.83515,2.6338834345394136e-06,34555,18.97,10236
+4640,1.939,0.615,0.83515,2.617384995938187e-06,34433,18.97,10256
+4650,1.943,0.5683,0.83515,2.6019685205654165e-06,34423,18.97,10277
+4660,1.947,0.59578,0.83515,2.5876347142278565e-06,34487,18.97,10297
+4670,1.951,0.54644,0.83515,2.5743842331648353e-06,34430,18.97,10317
+4680,1.955,0.60847,0.83515,2.5622176840182087e-06,34300,18.97,10338
+4690,1.96,0.59351,0.83515,2.5511356238045675e-06,34347,18.97,10358
+4700,1.964,0.59492,0.83515,2.5411385598897555e-06,34823,18.97,10379
+4710,1.968,0.58112,0.83482,2.5322269499656386e-06,34783,18.97,10415
+4720,1.972,0.59656,0.83482,2.5244012020291378e-06,34653,18.97,10435
+4730,1.976,0.54604,0.83482,2.5176616743635636e-06,34499,18.97,10456
+4740,1.981,0.56923,0.83482,2.5120086755222035e-06,34415,18.97,10476
+4750,1.985,0.5735,0.83482,2.5074424643142045e-06,34504,18.97,10496
+4760,1.989,0.58616,0.83482,2.503963249792718e-06,34493,18.97,10517
+4770,1.993,0.5298,0.83482,2.501571191245327e-06,34326,18.97,10537
+4780,1.997,0.62025,0.83482,2.5002663981867605e-06,34496,18.97,10558