observations.csv

model_key,repo_id,family,tier,params_b,checkpoint_gib,n_shards,bytes_per_param,experiment,condition,p50_ms,p95_ms,stdev_ms,rsd,n_trials,throughput_mib_s,gpu,device_class,reliable
bloomz-560m,bigscience/bloomz-560m,bloom,small,0.56,1.042,1,1.998,checkpoint_format,pytorch_bin,902.46,1190.88,139.69,0.1548,5,1182.34,Tesla T4,t4,True
qwen3-0.6b,Qwen/Qwen3-0.6B,qwen3,small,0.6,1.4,1,2.505,checkpoint_format,pytorch_bin,1850.08,2485.44,422.23,0.2282,5,774.89,Tesla T4,t4,True
gpt2-medium,openai-community/gpt2-medium,gpt2,small,0.355,1.416,1,4.283,checkpoint_format,pytorch_bin,1166.8,1244.53,39.12,0.0335,5,1242.71,Tesla T4,t4,True
tinyllama-1.1b-v1.0,TinyLlama/TinyLlama-1.1B-Chat-v1.0,tinyllama,small,1.1,2.049,1,2.0,checkpoint_format,pytorch_bin,1988.33,2160.62,231.27,0.1163,5,1055.24,Tesla T4,t4,True
deepseek-coder-1.3b,deepseek-ai/deepseek-coder-1.3b-instruct,deepseek,small,1.35,2.508,1,1.995,checkpoint_format,pytorch_bin,2192.96,2620.15,215.68,0.0984,5,1171.11,Tesla T4,t4,True
pythia-1.4b,EleutherAI/pythia-1.4b,pythia,small,1.4,2.729,1,2.093,checkpoint_format,pytorch_bin,3503.16,4721.1,598.47,0.1708,5,797.71,Tesla T4,t4,True
qwen2.5-1.5b,Qwen/Qwen2.5-1.5B-Instruct,qwen2.5,small,1.54,2.875,1,2.005,checkpoint_format,pytorch_bin,2783.45,4950.61,1080.88,0.3883,5,1057.68,Tesla T4,t4,False
qwen2.5-coder-1.5b,Qwen/Qwen2.5-Coder-1.5B-Instruct,qwen2.5-coder,small,1.54,2.875,1,2.005,checkpoint_format,pytorch_bin,2740.7,3540.9,428.0,0.1562,5,1074.18,Tesla T4,t4,True
gpt2-large,openai-community/gpt2-large,gpt2,small,0.774,3.024,1,4.195,checkpoint_format,pytorch_bin,3598.93,5390.23,835.21,0.2321,5,860.42,Tesla T4,t4,True
falcon3-1b,tiiuae/Falcon3-1B-Instruct,falcon3,small,1.0,3.11,1,3.339,checkpoint_format,pytorch_bin,3594.21,6537.42,1394.48,0.388,5,886.05,Tesla T4,t4,False
smollm2-1.7b,HuggingFaceTB/SmolLM2-1.7B-Instruct,smollm2,small,1.71,3.188,1,2.002,checkpoint_format,pytorch_bin,3392.74,5465.0,980.37,0.289,5,962.21,Tesla T4,t4,True
bloom-1b7,bigscience/bloom-1b7,bloom,small,1.7,3.208,1,2.026,checkpoint_format,pytorch_bin,3475.35,7047.18,1786.19,0.514,5,945.23,Tesla T4,t4,False
deepseek-r1-distill-qwen-1.5b,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,deepseek-r1,small,1.78,3.31,1,1.997,checkpoint_format,pytorch_bin,3407.89,8064.1,2245.43,0.6589,5,994.59,Tesla T4,t4,False
qwen3-1.7b,Qwen/Qwen3-1.7B,qwen3,small,1.7,3.784,2,2.39,checkpoint_format,pytorch_bin,4360.76,8873.03,2432.73,0.5579,5,888.56,Tesla T4,t4,False
granite-3.1-2b,ibm-granite/granite-3.1-2b-instruct,granite,small,2.53,4.719,2,2.003,checkpoint_format,pytorch_bin,21260.61,21322.24,43.08,0.002,5,227.29,Tesla T4,t4,True
phi-2,microsoft/phi-2,phi,small,2.78,5.178,2,2.0,checkpoint_format,pytorch_bin,23573.88,23775.34,148.26,0.0063,5,224.92,Tesla T4,t4,True
stablelm-zephyr-3b,stabilityai/stablelm-zephyr-3b,stablelm,small,2.8,5.207,1,1.997,checkpoint_format,pytorch_bin,21730.99,22894.97,1264.96,0.0582,5,245.36,Tesla T4,t4,True
pythia-2.8b,EleutherAI/pythia-2.8b,pythia,small,2.8,5.294,1,2.03,checkpoint_format,pytorch_bin,23810.82,23824.29,11.02,0.0005,5,227.67,Tesla T4,t4,True
smollm3-3b,HuggingFaceTB/SmolLM3-3B,smollm3,small,3.08,5.728,2,1.997,checkpoint_format,pytorch_bin,25872.54,25885.11,17.18,0.0007,5,226.71,Tesla T4,t4,True
stablelm-2-1-6b,stabilityai/stablelm-2-1_6b-chat,stablelm,small,1.64,6.126,2,4.011,checkpoint_format,pytorch_bin,27647.71,27660.89,49.69,0.0018,5,226.89,Tesla T4,t4,True
bloomz-560m,bigscience/bloomz-560m,bloom,small,0.56,1.042,1,1.998,checkpoint_format,safetensors,695.19,918.93,105.77,0.1521,5,1534.85,Tesla T4,t4,True
qwen3-0.6b,Qwen/Qwen3-0.6B,qwen3,small,0.6,1.4,1,2.505,checkpoint_format,safetensors,949.5,1338.82,182.07,0.1918,5,1509.84,Tesla T4,t4,True
gpt2-medium,openai-community/gpt2-medium,gpt2,small,0.355,1.416,1,4.283,checkpoint_format,safetensors,890.56,1193.11,143.14,0.1607,5,1628.17,Tesla T4,t4,True
tinyllama-1.1b-v1.0,TinyLlama/TinyLlama-1.1B-Chat-v1.0,tinyllama,small,1.1,2.049,1,2.0,checkpoint_format,safetensors,1315.04,1755.38,214.39,0.163,5,1595.52,Tesla T4,t4,True
deepseek-coder-1.3b,deepseek-ai/deepseek-coder-1.3b-instruct,deepseek,small,1.35,2.508,1,1.995,checkpoint_format,safetensors,1715.57,5410.06,1865.45,1.0874,5,1496.99,Tesla T4,t4,False
pythia-1.4b,EleutherAI/pythia-1.4b,pythia,small,1.4,2.729,1,2.093,checkpoint_format,safetensors,1723.52,2185.96,226.97,0.1317,5,1621.39,Tesla T4,t4,True
qwen2.5-1.5b,Qwen/Qwen2.5-1.5B-Instruct,qwen2.5,small,1.54,2.875,1,2.005,checkpoint_format,safetensors,1807.28,2044.37,114.38,0.0633,5,1628.97,Tesla T4,t4,True
qwen2.5-coder-1.5b,Qwen/Qwen2.5-Coder-1.5B-Instruct,qwen2.5-coder,small,1.54,2.875,1,2.005,checkpoint_format,safetensors,2423.93,3570.22,725.26,0.2992,5,1214.56,Tesla T4,t4,True
gpt2-large,openai-community/gpt2-large,gpt2,small,0.774,3.024,1,4.195,checkpoint_format,safetensors,2128.77,4392.09,1099.29,0.5164,5,1454.63,Tesla T4,t4,False
falcon3-1b,tiiuae/Falcon3-1B-Instruct,falcon3,small,1.0,3.11,1,3.339,checkpoint_format,safetensors,2086.46,2794.37,366.85,0.1758,5,1526.34,Tesla T4,t4,True
smollm2-1.7b,HuggingFaceTB/SmolLM2-1.7B-Instruct,smollm2,small,1.71,3.188,1,2.002,checkpoint_format,safetensors,1980.48,2461.33,230.82,0.1165,5,1648.35,Tesla T4,t4,True
bloom-1b7,bigscience/bloom-1b7,bloom,small,1.7,3.208,1,2.026,checkpoint_format,safetensors,2017.37,7039.78,2380.52,1.18,5,1628.35,Tesla T4,t4,False
deepseek-r1-distill-qwen-1.5b,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,deepseek-r1,small,1.78,3.31,1,1.997,checkpoint_format,safetensors,2872.84,8002.05,2524.72,0.8788,5,1179.82,Tesla T4,t4,False
qwen3-1.7b,Qwen/Qwen3-1.7B,qwen3,small,1.7,3.784,2,2.39,checkpoint_format,safetensors,2394.41,3889.72,682.38,0.285,5,1618.28,Tesla T4,t4,True
granite-3.1-2b,ibm-granite/granite-3.1-2b-instruct,granite,small,2.53,4.719,2,2.003,checkpoint_format,safetensors,4069.39,6108.13,1083.3,0.2662,5,1187.46,Tesla T4,t4,True
phi-2,microsoft/phi-2,phi,small,2.78,5.178,2,2.0,checkpoint_format,safetensors,4854.01,16357.51,5425.72,1.1178,5,1092.35,Tesla T4,t4,False
qwen2.5-7b-awq,Qwen/Qwen2.5-7B-Instruct-AWQ,qwen2.5-awq,small,7.62,5.188,2,0.731,checkpoint_format,safetensors,4918.35,13317.7,3969.75,0.8071,5,1080.14,Tesla T4,t4,False
qwen2.5-7b-gptq-int4,Qwen/Qwen2.5-7B-Instruct-GPTQ-Int4,qwen2.5-gptq,small,7.62,5.192,2,0.732,checkpoint_format,safetensors,5751.15,16538.7,4928.46,0.857,5,924.44,Tesla T4,t4,False
stablelm-zephyr-3b,stabilityai/stablelm-zephyr-3b,stablelm,small,2.8,5.207,1,1.997,checkpoint_format,safetensors,20583.48,21414.84,830.9,0.0404,5,259.04,Tesla T4,t4,True
pythia-2.8b,EleutherAI/pythia-2.8b,pythia,small,2.8,5.294,1,2.03,checkpoint_format,safetensors,6273.69,9939.74,2155.88,0.3436,5,864.09,Tesla T4,t4,False
smollm3-3b,HuggingFaceTB/SmolLM3-3B,smollm3,small,3.08,5.728,2,1.997,checkpoint_format,safetensors,7371.82,11363.7,2344.86,0.3181,5,795.66,Tesla T4,t4,False
stablelm-2-1-6b,stabilityai/stablelm-2-1_6b-chat,stablelm,small,1.64,6.126,2,4.011,checkpoint_format,safetensors,8701.54,14337.83,3662.89,0.4209,5,720.91,Tesla T4,t4,False
phi-3.5-mini,microsoft/Phi-3.5-mini-instruct,phi,small,3.82,7.117,2,2.0,checkpoint_format,safetensors,24946.31,27088.06,1088.52,0.0436,5,292.14,Tesla T4,t4,True
phi-3-mini-4k,microsoft/Phi-3-mini-4k-instruct,phi,small,3.82,7.117,2,2.0,checkpoint_format,safetensors,17158.02,27727.25,8742.37,0.5095,5,424.75,Tesla T4,t4,False
qwen3-4b,Qwen/Qwen3-4B,qwen3,small,4.0,7.492,3,2.011,checkpoint_format,safetensors,25288.99,25555.12,141.61,0.0056,5,303.37,Tesla T4,t4,True
bloomz-560m,bigscience/bloomz-560m,bloom,small,0.56,1.042,1,1.998,checkpoint_format,safetensors-nommap,685.26,689.58,8.12,0.0118,5,1557.08,Tesla T4,t4,True
qwen3-0.6b,Qwen/Qwen3-0.6B,qwen3,small,0.6,1.4,1,2.505,checkpoint_format,safetensors-nommap,925.59,1116.07,94.92,0.1025,5,1548.85,Tesla T4,t4,True
gpt2-medium,openai-community/gpt2-medium,gpt2,small,0.355,1.416,1,4.283,checkpoint_format,safetensors-nommap,912.33,1110.16,102.23,0.1121,5,1589.31,Tesla T4,t4,True
tinyllama-1.1b-v1.0,TinyLlama/TinyLlama-1.1B-Chat-v1.0,tinyllama,small,1.1,2.049,1,2.0,checkpoint_format,safetensors-nommap,1342.92,1737.58,186.82,0.1391,5,1562.39,Tesla T4,t4,True
deepseek-coder-1.3b,deepseek-ai/deepseek-coder-1.3b-instruct,deepseek,small,1.35,2.508,1,1.995,checkpoint_format,safetensors-nommap,1548.8,2045.2,226.28,0.1461,5,1658.18,Tesla T4,t4,True
pythia-1.4b,EleutherAI/pythia-1.4b,pythia,small,1.4,2.729,1,2.093,checkpoint_format,safetensors-nommap,1708.05,2306.55,299.02,0.1751,5,1636.08,Tesla T4,t4,True
qwen2.5-1.5b,Qwen/Qwen2.5-1.5B-Instruct,qwen2.5,small,1.54,2.875,1,2.005,checkpoint_format,safetensors-nommap,1794.08,2292.08,249.4,0.139,5,1640.96,Tesla T4,t4,True
qwen2.5-coder-1.5b,Qwen/Qwen2.5-Coder-1.5B-Instruct,qwen2.5-coder,small,1.54,2.875,1,2.005,checkpoint_format,safetensors-nommap,1814.78,2238.79,205.43,0.1132,5,1622.23,Tesla T4,t4,True
gpt2-large,openai-community/gpt2-large,gpt2,small,0.774,3.024,1,4.195,checkpoint_format,safetensors-nommap,1973.31,2334.45,171.86,0.0871,5,1569.23,Tesla T4,t4,True
falcon3-1b,tiiuae/Falcon3-1B-Instruct,falcon3,small,1.0,3.11,1,3.339,checkpoint_format,safetensors-nommap,1966.19,2539.21,282.26,0.1436,5,1619.7,Tesla T4,t4,True
smollm2-1.7b,HuggingFaceTB/SmolLM2-1.7B-Instruct,smollm2,small,1.71,3.188,1,2.002,checkpoint_format,safetensors-nommap,1991.74,2593.0,279.76,0.1405,5,1639.02,Tesla T4,t4,True
bloom-1b7,bigscience/bloom-1b7,bloom,small,1.7,3.208,1,2.026,checkpoint_format,safetensors-nommap,1951.27,2333.12,177.08,0.0907,5,1683.51,Tesla T4,t4,True
deepseek-r1-distill-qwen-1.5b,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,deepseek-r1,small,1.78,3.31,1,1.997,checkpoint_format,safetensors-nommap,2291.53,2885.34,269.63,0.1177,5,1479.12,Tesla T4,t4,True
qwen3-1.7b,Qwen/Qwen3-1.7B,qwen3,small,1.7,3.784,2,2.39,checkpoint_format,safetensors-nommap,2330.11,2908.15,290.51,0.1247,5,1662.93,Tesla T4,t4,True
granite-3.1-2b,ibm-granite/granite-3.1-2b-instruct,granite,small,2.53,4.719,2,2.003,checkpoint_format,safetensors-nommap,3981.05,4174.03,282.52,0.071,5,1213.82,Tesla T4,t4,True
phi-2,microsoft/phi-2,phi,small,2.78,5.178,2,2.0,checkpoint_format,safetensors-nommap,4535.22,5238.46,339.98,0.075,5,1169.13,Tesla T4,t4,True
qwen2.5-7b-awq,Qwen/Qwen2.5-7B-Instruct-AWQ,qwen2.5-awq,small,7.62,5.188,2,0.731,checkpoint_format,safetensors-nommap,5614.19,7816.06,1369.67,0.244,5,946.27,Tesla T4,t4,True
qwen2.5-7b-gptq-int4,Qwen/Qwen2.5-7B-Instruct-GPTQ-Int4,qwen2.5-gptq,small,7.62,5.192,2,0.732,checkpoint_format,safetensors-nommap,6380.88,8036.84,1269.69,0.199,5,833.21,Tesla T4,t4,True
stablelm-zephyr-3b,stabilityai/stablelm-zephyr-3b,stablelm,small,2.8,5.207,1,1.997,checkpoint_format,safetensors-nommap,6279.41,13709.66,3620.08,0.5765,5,849.12,Tesla T4,t4,False
pythia-2.8b,EleutherAI/pythia-2.8b,pythia,small,2.8,5.294,1,2.03,checkpoint_format,safetensors-nommap,4392.32,5097.48,397.84,0.0906,5,1234.21,Tesla T4,t4,True
smollm3-3b,HuggingFaceTB/SmolLM3-3B,smollm3,small,3.08,5.728,2,1.997,checkpoint_format,safetensors-nommap,9030.49,11571.95,1420.31,0.1573,5,649.52,Tesla T4,t4,True
stablelm-2-1-6b,stabilityai/stablelm-2-1_6b-chat,stablelm,small,1.64,6.126,2,4.011,checkpoint_format,safetensors-nommap,7954.9,10001.57,1801.97,0.2265,5,788.57,Tesla T4,t4,True
phi-3.5-mini,microsoft/Phi-3.5-mini-instruct,phi,small,3.82,7.117,2,2.0,checkpoint_format,safetensors-nommap,11431.3,20865.54,5211.51,0.4559,5,637.53,Tesla T4,t4,False
phi-3-mini-4k,microsoft/Phi-3-mini-4k-instruct,phi,small,3.82,7.117,2,2.0,checkpoint_format,safetensors-nommap,8225.27,11290.91,2247.82,0.2733,5,886.03,Tesla T4,t4,True
qwen3-4b,Qwen/Qwen3-4B,qwen3,small,4.0,7.492,3,2.011,checkpoint_format,safetensors-nommap,23676.63,25215.73,4690.06,0.1981,5,324.02,Tesla T4,t4,True
bloomz-560m,bigscience/bloomz-560m,bloom,small,0.56,1.042,1,1.998,engine_init,transformers,2870.14,3227.81,241.06,0.084,3,371.76,Tesla T4,t4,True
qwen3-0.6b,Qwen/Qwen3-0.6B,qwen3,small,0.6,1.4,1,2.505,engine_init,transformers,3109.51,7340.83,2553.73,0.8213,3,461.04,Tesla T4,t4,False
gpt2-medium,openai-community/gpt2-medium,gpt2,small,0.355,1.416,1,4.283,engine_init,transformers,1285.02,5730.36,2405.16,1.8717,3,1128.37,Tesla T4,t4,False
tinyllama-1.1b-v1.0,TinyLlama/TinyLlama-1.1B-Chat-v1.0,tinyllama,small,1.1,2.049,1,2.0,engine_init,transformers,3825.68,6858.9,2452.1,0.641,3,548.45,Tesla T4,t4,False
deepseek-coder-1.3b,deepseek-ai/deepseek-coder-1.3b-instruct,deepseek,small,1.35,2.508,1,1.995,engine_init,transformers,1947.16,7655.35,3137.44,1.6113,3,1318.95,Tesla T4,t4,False
pythia-1.4b,EleutherAI/pythia-1.4b,pythia,small,1.4,2.729,1,2.093,engine_init,transformers,1334.53,3878.42,1347.07,1.0094,3,2094.0,Tesla T4,t4,False
qwen2.5-1.5b,Qwen/Qwen2.5-1.5B-Instruct,qwen2.5,small,1.54,2.875,1,2.005,engine_init,transformers,2262.23,5195.45,1542.23,0.6817,3,1301.37,Tesla T4,t4,False
qwen2.5-coder-1.5b,Qwen/Qwen2.5-Coder-1.5B-Instruct,qwen2.5-coder,small,1.54,2.875,1,2.005,engine_init,transformers,4861.99,10770.98,3882.37,0.7985,3,605.51,Tesla T4,t4,False
gpt2-large,openai-community/gpt2-large,gpt2,small,0.774,3.024,1,4.195,engine_init,transformers,4213.05,10072.76,3759.56,0.8924,3,735.0,Tesla T4,t4,False
falcon3-1b,tiiuae/Falcon3-1B-Instruct,falcon3,small,1.0,3.11,1,3.339,engine_init,transformers,3882.89,12556.54,4954.31,1.2759,3,820.17,Tesla T4,t4,False
smollm2-1.7b,HuggingFaceTB/SmolLM2-1.7B-Instruct,smollm2,small,1.71,3.188,1,2.002,engine_init,transformers,1519.97,7757.82,3274.13,2.1541,3,2147.74,Tesla T4,t4,False
bloom-1b7,bigscience/bloom-1b7,bloom,small,1.7,3.208,1,2.026,engine_init,transformers,10647.37,10798.58,2960.13,0.278,3,308.53,Tesla T4,t4,True
deepseek-r1-distill-qwen-1.5b,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,deepseek-r1,small,1.78,3.31,1,1.997,engine_init,transformers,3525.12,13968.93,5653.96,1.6039,3,961.51,Tesla T4,t4,False
qwen3-1.7b,Qwen/Qwen3-1.7B,qwen3,small,1.7,3.784,2,2.39,engine_init,transformers,8692.28,18968.11,7204.68,0.8289,3,445.78,Tesla T4,t4,False
granite-3.1-2b,ibm-granite/granite-3.1-2b-instruct,granite,small,2.53,4.719,2,2.003,engine_init,transformers,12946.29,19295.65,6893.92,0.5325,3,373.25,Tesla T4,t4,False
phi-2,microsoft/phi-2,phi,small,2.78,5.178,2,2.0,engine_init,transformers,17282.65,19939.73,6935.56,0.4013,3,306.8,Tesla T4,t4,False
stablelm-zephyr-3b,stabilityai/stablelm-zephyr-3b,stablelm,small,2.8,5.207,1,1.997,engine_init,transformers,19660.7,20809.66,3447.14,0.1753,3,271.2,Tesla T4,t4,True
pythia-2.8b,EleutherAI/pythia-2.8b,pythia,small,2.8,5.294,1,2.03,engine_init,transformers,19414.53,21810.34,3112.51,0.1603,3,279.23,Tesla T4,t4,True
smollm3-3b,HuggingFaceTB/SmolLM3-3B,smollm3,small,3.08,5.728,2,1.997,engine_init,transformers,22397.24,23205.72,5126.65,0.2289,3,261.88,Tesla T4,t4,True
stablelm-2-1-6b,stabilityai/stablelm-2-1_6b-chat,stablelm,small,1.64,6.126,2,4.011,engine_init,transformers,19685.11,21764.45,1300.91,0.0661,3,318.67,Tesla T4,t4,True
phi-3.5-mini,microsoft/Phi-3.5-mini-instruct,phi,small,3.82,7.117,2,2.0,engine_init,transformers,25219.89,30470.21,3045.41,0.1208,3,288.97,Tesla T4,t4,True
phi-3-mini-4k,microsoft/Phi-3-mini-4k-instruct,phi,small,3.82,7.117,2,2.0,engine_init,transformers,15268.86,22811.14,6656.83,0.436,3,477.3,Tesla T4,t4,False
qwen3-4b,Qwen/Qwen3-4B,qwen3,small,4.0,7.492,3,2.011,engine_init,transformers,32412.47,32641.33,250.79,0.0077,3,236.69,Tesla T4,t4,True
bloomz-560m,bigscience/bloomz-560m,bloom,small,0.56,1.042,1,1.998,storage_tier,local-nvme,678.07,776.71,53.97,0.0796,5,1573.59,Tesla T4,t4,True
qwen3-0.6b,Qwen/Qwen3-0.6B,qwen3,small,0.6,1.4,1,2.505,storage_tier,local-nvme,1054.55,1278.35,146.51,0.1389,5,1359.44,Tesla T4,t4,True
gpt2-medium,openai-community/gpt2-medium,gpt2,small,0.355,1.416,1,4.283,storage_tier,local-nvme,922.55,928.6,7.5,0.0081,5,1571.72,Tesla T4,t4,True
tinyllama-1.1b-v1.0,TinyLlama/TinyLlama-1.1B-Chat-v1.0,tinyllama,small,1.1,2.049,1,2.0,storage_tier,local-nvme,1367.22,1845.32,241.16,0.1764,5,1534.62,Tesla T4,t4,True
deepseek-coder-1.3b,deepseek-ai/deepseek-coder-1.3b-instruct,deepseek,small,1.35,2.508,1,1.995,storage_tier,local-nvme,1567.02,3173.98,800.53,0.5109,5,1638.91,Tesla T4,t4,False
pythia-1.4b,EleutherAI/pythia-1.4b,pythia,small,1.4,2.729,1,2.093,storage_tier,local-nvme,1744.79,3175.54,711.31,0.4077,5,1601.62,Tesla T4,t4,False
qwen2.5-1.5b,Qwen/Qwen2.5-1.5B-Instruct,qwen2.5,small,1.54,2.875,1,2.005,storage_tier,local-nvme,2113.14,2746.62,387.79,0.1835,5,1393.19,Tesla T4,t4,True
qwen2.5-coder-1.5b,Qwen/Qwen2.5-Coder-1.5B-Instruct,qwen2.5-coder,small,1.54,2.875,1,2.005,storage_tier,local-nvme,2338.3,4674.72,1267.91,0.5422,5,1259.04,Tesla T4,t4,False
gpt2-large,openai-community/gpt2-large,gpt2,small,0.774,3.024,1,4.195,storage_tier,local-nvme,1908.99,2512.38,280.1,0.1467,5,1622.1,Tesla T4,t4,True
falcon3-1b,tiiuae/Falcon3-1B-Instruct,falcon3,small,1.0,3.11,1,3.339,storage_tier,local-nvme,2097.43,2512.33,255.75,0.1219,5,1518.35,Tesla T4,t4,True
smollm2-1.7b,HuggingFaceTB/SmolLM2-1.7B-Instruct,smollm2,small,1.71,3.188,1,2.002,storage_tier,local-nvme,2180.12,2618.96,279.76,0.1283,5,1497.4,Tesla T4,t4,True
bloom-1b7,bigscience/bloom-1b7,bloom,small,1.7,3.208,1,2.026,storage_tier,local-nvme,2055.54,2637.45,296.26,0.1441,5,1598.12,Tesla T4,t4,True
deepseek-r1-distill-qwen-1.5b,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,deepseek-r1,small,1.78,3.31,1,1.997,storage_tier,local-nvme,2132.53,2457.43,162.12,0.076,5,1589.39,Tesla T4,t4,True
qwen3-1.7b,Qwen/Qwen3-1.7B,qwen3,small,1.7,3.784,2,2.39,storage_tier,local-nvme,2967.42,8231.97,2597.01,0.8752,5,1305.79,Tesla T4,t4,False
phi-2,microsoft/phi-2,phi,small,2.78,5.178,2,2.0,storage_tier,local-nvme,9390.04,21252.69,6516.98,0.694,5,564.67,Tesla T4,t4,False
qwen2.5-7b-awq,Qwen/Qwen2.5-7B-Instruct-AWQ,qwen2.5-awq,small,7.62,5.188,2,0.731,storage_tier,local-nvme,5635.85,15885.83,5272.93,0.9356,5,942.63,Tesla T4,t4,False
qwen2.5-7b-gptq-int4,Qwen/Qwen2.5-7B-Instruct-GPTQ-Int4,qwen2.5-gptq,small,7.62,5.192,2,0.732,storage_tier,local-nvme,5151.85,13855.94,4192.54,0.8138,5,1031.98,Tesla T4,t4,False
stablelm-zephyr-3b,stabilityai/stablelm-zephyr-3b,stablelm,small,2.8,5.207,1,1.997,storage_tier,local-nvme,21967.62,21987.86,27.13,0.0012,5,242.72,Tesla T4,t4,True
pythia-2.8b,EleutherAI/pythia-2.8b,pythia,small,2.8,5.294,1,2.03,storage_tier,local-nvme,22252.33,22310.64,34.53,0.0016,5,243.62,Tesla T4,t4,True
smollm3-3b,HuggingFaceTB/SmolLM3-3B,smollm3,small,3.08,5.728,2,1.997,storage_tier,local-nvme,8822.38,17518.78,5179.79,0.5871,5,664.84,Tesla T4,t4,False
stablelm-2-1-6b,stabilityai/stablelm-2-1_6b-chat,stablelm,small,1.64,6.126,2,4.011,storage_tier,local-nvme,25999.38,26030.78,61.27,0.0024,5,241.28,Tesla T4,t4,True
phi-3.5-mini,microsoft/Phi-3.5-mini-instruct,phi,small,3.82,7.117,2,2.0,storage_tier,local-nvme,30168.3,30227.47,32.57,0.0011,5,241.57,Tesla T4,t4,True
phi-3-mini-4k,microsoft/Phi-3-mini-4k-instruct,phi,small,3.82,7.117,2,2.0,storage_tier,local-nvme,30136.45,30206.59,37.92,0.0013,5,241.83,Tesla T4,t4,True
qwen3-4b,Qwen/Qwen3-4B,qwen3,small,4.0,7.492,3,2.011,storage_tier,local-nvme,27124.15,27317.04,111.12,0.0041,5,282.84,Tesla T4,t4,True
bloomz-560m,bigscience/bloomz-560m,bloom,small,0.56,1.042,1,1.998,storage_tier,remote-emulated-200MiBs,6011.45,8490.07,1227.43,0.2042,5,177.5,Tesla T4,t4,True
qwen3-0.6b,Qwen/Qwen3-0.6B,qwen3,small,0.6,1.4,1,2.505,storage_tier,remote-emulated-200MiBs,8105.65,8964.32,429.4,0.053,5,176.86,Tesla T4,t4,True
gpt2-medium,openai-community/gpt2-medium,gpt2,small,0.355,1.416,1,4.283,storage_tier,remote-emulated-200MiBs,8176.08,8447.3,138.5,0.0169,5,177.34,Tesla T4,t4,True
tinyllama-1.1b-v1.0,TinyLlama/TinyLlama-1.1B-Chat-v1.0,tinyllama,small,1.1,2.049,1,2.0,storage_tier,remote-emulated-200MiBs,11788.49,12686.29,407.88,0.0346,5,177.99,Tesla T4,t4,True
deepseek-coder-1.3b,deepseek-ai/deepseek-coder-1.3b-instruct,deepseek,small,1.35,2.508,1,1.995,storage_tier,remote-emulated-200MiBs,14795.63,14853.32,202.8,0.0137,5,173.58,Tesla T4,t4,True
pythia-1.4b,EleutherAI/pythia-1.4b,pythia,small,1.4,2.729,1,2.093,storage_tier,remote-emulated-200MiBs,15883.07,16364.86,288.0,0.0181,5,175.94,Tesla T4,t4,True
qwen2.5-1.5b,Qwen/Qwen2.5-1.5B-Instruct,qwen2.5,small,1.54,2.875,1,2.005,storage_tier,remote-emulated-200MiBs,17075.09,20699.8,1762.22,0.1032,5,172.41,Tesla T4,t4,True
qwen2.5-coder-1.5b,Qwen/Qwen2.5-Coder-1.5B-Instruct,qwen2.5-coder,small,1.54,2.875,1,2.005,storage_tier,remote-emulated-200MiBs,16745.75,17474.0,441.23,0.0263,5,175.81,Tesla T4,t4,True
gpt2-large,openai-community/gpt2-large,gpt2,small,0.774,3.024,1,4.195,storage_tier,remote-emulated-200MiBs,17375.51,18597.08,549.0,0.0316,5,178.22,Tesla T4,t4,True
falcon3-1b,tiiuae/Falcon3-1B-Instruct,falcon3,small,1.0,3.11,1,3.339,storage_tier,remote-emulated-200MiBs,17963.8,19028.87,556.02,0.031,5,177.28,Tesla T4,t4,True
smollm2-1.7b,HuggingFaceTB/SmolLM2-1.7B-Instruct,smollm2,small,1.71,3.188,1,2.002,storage_tier,remote-emulated-200MiBs,19126.9,19606.29,312.0,0.0163,5,170.68,Tesla T4,t4,True
bloom-1b7,bigscience/bloom-1b7,bloom,small,1.7,3.208,1,2.026,storage_tier,remote-emulated-200MiBs,18557.8,19043.75,251.84,0.0136,5,177.01,Tesla T4,t4,True
deepseek-r1-distill-qwen-1.5b,deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B,deepseek-r1,small,1.78,3.31,1,1.997,storage_tier,remote-emulated-200MiBs,19013.22,20817.13,873.88,0.046,5,178.27,Tesla T4,t4,True
qwen3-1.7b,Qwen/Qwen3-1.7B,qwen3,small,1.7,3.784,2,2.39,storage_tier,remote-emulated-200MiBs,22459.24,26589.9,2207.02,0.0983,5,172.53,Tesla T4,t4,True
phi-2,microsoft/phi-2,phi,small,2.78,5.178,2,2.0,storage_tier,remote-emulated-200MiBs,32540.47,45733.33,6586.88,0.2024,5,162.94,Tesla T4,t4,True
qwen2.5-7b-awq,Qwen/Qwen2.5-7B-Instruct-AWQ,qwen2.5-awq,small,7.62,5.188,2,0.731,storage_tier,remote-emulated-200MiBs,31946.74,41997.27,4964.89,0.1554,5,166.29,Tesla T4,t4,True
qwen2.5-7b-gptq-int4,Qwen/Qwen2.5-7B-Instruct-GPTQ-Int4,qwen2.5-gptq,small,7.62,5.192,2,0.732,storage_tier,remote-emulated-200MiBs,31566.65,41264.7,4875.4,0.1544,5,168.42,Tesla T4,t4,True
stablelm-zephyr-3b,stabilityai/stablelm-zephyr-3b,stablelm,small,2.8,5.207,1,1.997,storage_tier,remote-emulated-200MiBs,48714.58,48766.47,35.75,0.0007,5,109.45,Tesla T4,t4,True
pythia-2.8b,EleutherAI/pythia-2.8b,pythia,small,2.8,5.294,1,2.03,storage_tier,remote-emulated-200MiBs,49399.74,49462.14,107.2,0.0022,5,109.74,Tesla T4,t4,True
smollm3-3b,HuggingFaceTB/SmolLM3-3B,smollm3,small,3.08,5.728,2,1.997,storage_tier,remote-emulated-200MiBs,40280.15,49405.74,5869.1,0.1457,5,145.62,Tesla T4,t4,True
stablelm-2-1-6b,stabilityai/stablelm-2-1_6b-chat,stablelm,small,1.64,6.126,2,4.011,storage_tier,remote-emulated-200MiBs,57305.97,57339.69,16.81,0.0003,5,109.47,Tesla T4,t4,True
phi-3.5-mini,microsoft/Phi-3.5-mini-instruct,phi,small,3.82,7.117,2,2.0,storage_tier,remote-emulated-200MiBs,63060.84,66701.68,4687.84,0.0743,5,115.57,Tesla T4,t4,True
phi-3-mini-4k,microsoft/Phi-3-mini-4k-instruct,phi,small,3.82,7.117,2,2.0,storage_tier,remote-emulated-200MiBs,66585.73,66600.89,15.78,0.0002,5,109.45,Tesla T4,t4,True
qwen3-4b,Qwen/Qwen3-4B,qwen3,small,4.0,7.492,3,2.011,storage_tier,remote-emulated-200MiBs,66268.19,66551.85,150.49,0.0023,5,115.77,Tesla T4,t4,True