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BEA_BLS_industry_lp.csv

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+Integrated Labor Productivity* (2012=100),Production Account,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020
+Farms,111CA,51.624,49.8,54.679,58.859,60.525,65.313,65.318,77.657,73.164,77.459,84.351,85,83.063,86.37,88.567,89.707,94.299,92.608,99.109,101.302,96.305,93.717,100.398,98.492,96.712,100,101.777,101.936,108.066,115.288,118.522,121.501,117.736,129.887
+"Forestry, fishing, and related activities",113FF,161.939,151.273,144.696,145.348,147.581,158.012,142.801,150.909,124.861,120.693,114.771,123.585,129.086,110.9,127.222,136.047,138.895,147.653,145.637,118.645,100.805,100.316,109.045,102.023,107.19,100,98.137,106.227,94.678,93.632,103.443,98.217,91.691,105.719
+Oil and gas extraction,211,69.464,71.066,66.173,66.473,69.962,72.245,76.296,80.889,88.754,95.097,100.088,100.988,108.765,123.274,132.189,132.337,132.587,113.894,114.969,105.49,102.22,96.956,106.765,117.312,106.904,100,110.625,122.099,124.993,138.971,191.82,220.206,218.379,235.042
+"Mining, except oil and gas",212,60.749,67.779,68.072,69.612,77.138,79.882,82.294,88.786,85.527,89.217,93.076,99.012,100.541,106.987,107.223,112.356,114.188,112.798,113.088,113.282,107.891,104.692,105.485,104.395,103.625,100,100.409,102.384,108.202,108.021,105.354,103.368,101.686,102.102
+Support activities for mining,213,40.465,45.32,43.181,42.589,42.774,42.913,51.401,47.861,41.403,40.533,46.056,48.723,47.921,54.9,68.415,67.536,76.082,91.419,106.037,119.499,110.133,114.268,96.723,95.321,89.618,100,91.799,100.565,99.526,71.513,89.853,88.1,88.569,72.299
+Utilities,22,65.75,68.552,66.93,66.604,66.452,66.739,68.322,69.829,69.806,74.3,74.856,80.194,94.25,107.346,118.515,93.549,91.693,90.877,97.545,93.62,95.556,100.901,90.775,102.284,99.226,100,101.428,102.632,102.015,102.145,101.209,105.536,106.236,103.451
+Construction,23,122.43,115.605,112.839,110.498,109.578,115.684,112.523,111.979,109.92,111.999,109.994,112.662,110.383,109.885,110.205,111.356,113.922,113.284,111.856,103.67,99.853,99.922,105.317,102.414,100.919,100,100.022,100.14,103.242,105.69,104.635,100.197,98.307,106.204
+Wood products,321,68.286,67.247,66.917,68.45,68.865,70.355,67.643,66.958,68.27,69.199,69.672,71.331,72.125,73.648,74.816,81.68,83.033,83.627,88.577,91.407,91.544,89.491,89.715,93.557,95.322,100,98.475,97.259,102.317,102.672,102.897,100.543,93.778,99.212
+Nonmetallic mineral products,327,77.307,75.252,74.798,76.077,75.416,78.309,78.638,78.452,80.153,83.436,85.532,89.423,89.948,89.711,87.201,91.958,97.947,96.378,101.408,100.337,102.215,96.331,89.457,95.63,97.826,100,103.724,103.481,103.623,103.88,99.769,97.718,95.386,100.14
+Primary metals,331,49.842,52.741,53.036,52.913,53.92,56.226,58.414,59.641,60.309,62.566,64.011,67.462,68.129,65.186,66.664,76.464,78.97,87.385,86.675,85.492,92.193,96.905,89.25,103.716,101.962,100,105.317,103.379,100.003,100.353,100.743,99.577,97.148,107.036
+Fabricated metal products,332,70.776,71.025,69.74,70.658,71.272,75.176,75.859,79.143,81.25,83.818,84.69,86.003,87.141,89.169,89.381,93.951,96.324,94.014,97.249,99.237,102.403,104.023,97.298,100.431,101.535,100,99.037,98.665,96.982,97.227,97.426,98.19,97.262,98.641
+Machinery,333,52.012,53.088,55.408,55.145,54.459,55.042,56.516,59.311,61.871,63.023,64.27,65.943,66.892,72.056,70.025,73.564,79.106,79.594,85.478,87.447,90.165,88.54,84.457,92.065,96.731,100,97.226,95.639,90.294,86.532,87.051,88.934,87.198,90.834
+Computer and electronic products,334,7.814,8.336,8.589,9.484,10.421,11.926,13.095,15.251,18.892,22.103,25.495,30.128,37.312,46.645,47.657,49.614,58.46,65.473,70.244,77.433,88.845,90.42,87.217,95.897,99.418,100,103.179,104.244,105.211,107.337,110.15,115.564,113.775,119.398
+"Electrical equipment, appliances, and components",335,52.213,52.475,54.057,55.345,55.338,60.368,63.562,66.456,69.737,72.057,75.639,78.932,80.965,86.812,83.91,86.124,88.806,93.372,98.323,97.79,101.834,98.621,93.359,96.659,101.599,100,99.38,101.777,98.754,96.118,92.651,91.746,94.612,96.715
+"Motor vehicles, bodies and trailers, and parts",3361MV,46.451,47.057,48.335,46.95,45.531,49.483,50.86,52.547,52.441,52.898,56.882,60.479,63.973,61.78,66.068,71.629,76.72,79.483,84.238,86.36,89.538,83.401,89.062,102.191,108.674,100,104.708,109.012,109.106,106.468,107.733,104.229,105.342,110.036
+Other transportation equipment,3364OT,50.871,51.052,50.267,54.488,56.876,60.864,61.166,58.858,58.187,60.94,62.696,72.008,73.674,68.125,76.082,78.751,80.114,79.195,84.686,80.86,95.731,94.635,91.743,96.008,94.516,100,103.772,108.505,110.329,103.175,108.443,104.35,100.918,79.61
+Furniture and related products,337,64.209,62.105,62.481,63.634,63.225,65.747,65.495,65.997,68.115,70.202,74.406,76.092,75.066,78.972,79.4,84.724,87.407,89.19,93.86,96.943,99.13,97.092,89.598,93.832,89.52,100,98.033,94.112,99.73,99.109,95.735,96.073,92.259,91.368
+Miscellaneous manufacturing,339,51.298,51.635,51.4,53.15,54.072,54.896,56.734,58.426,62.093,65.236,67.839,71.547,71.009,80.455,75.208,83.65,88.835,87.622,97.015,98.61,99.765,104.12,106.477,108.98,106.456,100,104.82,99.966,98.19,91.313,92.642,95.959,93.904,111.132
+Food and beverage and tobacco products,311FT,78.646,79.541,80.54,79.84,81.968,84.665,84.846,85.753,88.134,87.22,90.088,92.925,90.976,93.07,94.056,94.847,97.547,98.6,104.707,102.552,101.428,101.201,105.752,104.307,101.798,100,100.774,100.49,100.739,99.295,94.468,92.357,93.362,92.935
+Textile mills and textile product mills,313TT,59.708,60.434,61.622,61.405,62.57,65.372,67.395,70.123,71.532,73.749,76.325,78.58,82.666,85.078,86.796,92.999,99.709,107.52,115.015,109.809,107.286,101.568,97.661,103.784,104.202,100,107.772,111.022,105.106,104.935,100.717,98.697,100.051,102.694
+Apparel and leather and allied products,315AL,87.491,88.929,85.036,88.445,90.36,94.6,99.554,106.87,114.685,126.263,139.462,138.31,150.197,166.59,147.848,146.616,147.307,144.709,156.794,157.067,121.229,120.718,126.08,123.761,135.856,100,102.46,100.689,96.51,109.053,109.161,110.652,112.958,134.822
+Paper products,322,61.327,62.343,62.386,62.046,63.679,64.121,64.381,66.188,67.388,67.384,68.639,70.335,71.962,74.431,77.092,83.46,86.252,88.827,89.02,89.406,92.384,91.247,91.535,92.871,94.727,100,99.709,98.413,98.86,98.162,99.369,96.955,99.145,103.449
+Printing and related support activities,323,71.955,69.627,69.383,69.891,69.505,72.425,70.1,68.16,69.275,71.417,72.52,74.67,76.893,80.321,83.739,90.044,88.206,90.471,91.878,91.223,94.3,95.837,91.398,95.18,99.558,100,101.171,98.76,98.527,104.81,101.912,105.352,101.136,109.808
+Petroleum and coal products,324,59.44,61.696,63.402,62.478,63.118,62.938,63.659,65.441,70.389,71.904,77.346,78.15,85.268,91.012,92.395,98.849,93.586,103.465,107.565,103.979,109.552,100.775,107.577,106.486,109.665,100,106.525,103.583,105.988,114.117,114.562,111.045,106.929,115.452
+Chemical products,325,59.794,59.732,60.525,60.598,61.437,62.319,63.335,67.075,67.327,68.797,73.353,74.491,76.915,78.857,79.807,85.772,87.525,92.175,96.843,97.794,107.661,100.02,94.028,100.099,98.821,100,102.685,100.32,99.763,102.19,96.653,91.426,88.421,93.222
+Plastics and rubber products,326,58.87,59.663,60.022,61.628,62.365,63.674,64.341,65.856,66.815,69.334,72.658,75.825,79.372,82.64,84.145,90.797,93.758,95.787,98.225,98.192,97.507,92.011,92.995,97.593,96.643,100,99.379,97.46,97.646,96.57,94.44,96.472,95.257,99.869
+Wholesale trade,42,41.043,41.463,42.173,44.197,45.925,47.814,51.934,52.612,52.698,56.428,59.513,60.231,64.383,65.579,65.576,70.378,73.918,78.076,80.313,81.32,83.137,84.358,76.317,89.767,95.792,100,101.341,104.208,104.321,103.517,107.065,110.849,109.775,114.297
+Retail trade,44RT,56.577,58.477,57.959,59.826,60.257,62.746,64.366,66.94,68.821,71.941,73.439,77.174,79.503,81.824,81.47,86.688,91.434,96.18,96.518,98.834,98.628,94.467,93.762,99.601,98.542,100,104.843,106.485,109.976,114.55,116.787,121.605,126.128,132.331
+Air transportation,481,63.838,67.699,63.422,59.637,60.479,62.956,59.337,63.572,68.355,70.364,70.446,68.768,71.982,68.443,55.763,56.27,64.482,71.196,73.976,83.475,88.693,95.455,91.773,89.301,99.178,100,107.053,107.218,105.632,104.06,109.587,117.002,119.406,77.502
+Rail transportation,482,35.574,40.352,42.663,44.686,48.783,52.74,53.277,55.971,57.474,58.583,58.772,59.812,61.493,62.685,69.793,75.841,76.03,77.727,80.171,85.463,86.024,88.845,81.012,104.832,102.993,100,101.6,106.239,99.704,103.737,107.091,108.461,107.516,105.576
+Water transportation,483,93.411,95.209,93.381,90.861,91.328,92.086,106.635,103.714,111.753,116.878,121.062,116.295,105.643,95.019,97.003,89.008,87.172,98.49,88.502,95.454,106.193,96.859,84.609,91.097,101.159,100,101.599,101.918,99.402,99.642,105.065,119.741,122.395,95.427
+Truck transportation,484,61.041,69.661,72.519,77.891,81.075,85.305,84.601,85.844,83.542,82.466,86.761,87.201,86.618,89.894,91.237,91.713,93.996,92.614,94.395,95.801,96.876,96.056,91.625,100.662,100.976,100,100.073,102.596,102.383,103.732,108.688,109.124,106.204,103.951
+Transit and ground passenger transportation,485,112.478,105.557,107.585,109.938,106.909,102.689,98.043,94.9,99.372,96.12,91.288,99.064,95.17,97.307,96.197,94.564,90.846,103.656,109.057,111.933,114.38,109.013,106.764,95.685,92.852,100,108.614,114.96,109.458,102.021,110.439,122.519,126.159,123.639
+Pipeline transportation,486,71.32,73.414,72.852,70.9,70.115,73.699,78.321,79.226,82.996,87.071,90.919,95.624,97.849,96.319,95.458,93.473,88.479,91.654,87.892,89.343,85.631,92.115,82.455,90.154,96.689,100,97.705,96.469,95.095,96.754,100.85,107.379,102.734,97.403
+Other transportation and support activities,487OS,95.403,100.72,97.112,93.559,98.118,100.619,97.008,86.835,79.439,78.541,79.818,88.318,93.294,99.336,99.865,108.578,113.082,114.637,115.585,120.466,119.115,115.281,110.625,107.729,103.358,100,93.463,94.255,93.538,94.632,92.283,90.132,81.455,76.412
+Warehousing and storage,493,28.036,31.032,30.843,31.286,33.135,35.272,37.531,38.506,39.651,40.657,44.358,45.547,45.817,47.631,50.897,53.436,58.58,61.623,62.743,65.877,67.19,69.357,75.295,85.193,91.518,100,96.814,96.797,89.827,82.452,81.273,74.442,73.926,66.348
+"Publishing industries, except internet (includes software)",511,37.463,39.051,40.363,39.415,41.404,43.479,44.716,46.941,49.263,54.304,57.968,61.937,62.904,66.018,67.247,72.078,76.654,83.069,85.302,89.966,91.829,93.854,94.962,101.006,101.349,100,104.964,110.251,107.108,118.443,129.77,133.721,136.227,142.258
+Motion picture and sound recording industries,512,67.962,69.777,67.313,63.232,64.657,64.867,67.856,67.649,65.703,66.477,66.225,67.624,67.876,73.36,77.851,76.973,82.479,81.544,88.274,92.032,93.11,90.877,91.018,94.453,100.512,100,105.964,101.605,101.233,100.905,92.348,92.588,98.976,119.387
+Broadcasting and telecommunications,513,26.047,27.021,27.88,28.307,29.336,31.381,32.305,33.618,35.317,37.149,38.435,40.01,42.571,44.885,47.532,53.52,56.001,59.195,64.922,68.895,72.94,77.424,80.907,88.692,93.969,100,103.501,110.367,120.732,128.582,133.075,143.232,152.262,156.78
+"Data processing, internet publishing, and other information services",514,23.693,23.738,24.695,26.591,26.938,27.092,27.811,29.772,29.292,29.863,27.587,26.778,28.75,28.788,30.676,37.019,41.319,45.746,50.22,56.031,60.116,66.199,72.218,82.147,92.077,100,100.36,99.701,103.226,111.538,119.664,131.621,134.507,144.719
+"Federal Reserve banks, credit intermediation, and related activities",521CI,57.524,59.638,58.84,59.537,60.885,60.545,62.827,64.223,66.173,68.879,68.842,71.989,80.529,88.491,84.802,87.182,83.224,82.394,82.08,81.357,81.634,85.596,105.041,97.681,96.263,100,98.974,98.701,96.227,93.041,92.138,90.675,90.215,89.394
+"Securities, commodity contracts, and investments",523,24.205,21.862,24.908,23.354,27.9,28.304,34.147,35.412,42.416,53.229,59.533,65.789,75.325,88.448,79.926,78.425,84.993,91.297,94.45,102.814,103.522,93.945,105.858,106.388,98.294,100,103.459,102.313,97.87,96.626,97.374,94.619,99.214,101.821
+Insurance carriers and related activities,524,61.702,63.721,64.405,62.94,63.043,63.66,62.68,63.681,61.993,60.302,59.001,60.335,61.819,66.444,66.946,68.777,72.479,77.792,83.571,85.383,92.884,95.681,86.446,87.407,93.942,100,105.683,111.922,113.979,115.128,121.751,127.006,128.82,128.354
+"Funds, trusts, and other financial vehicles",525,105.765,83.122,90.906,80.998,75.241,66.493,76.621,68.216,75.436,78.415,79.445,78.681,79.686,85.972,79.973,66.7,68.61,83.72,88.703,94.739,97.613,90.736,94.959,99.744,114.571,100,111.297,68.358,59.349,36.81,30.38,24.307,19.235,20.029
+Real estate,531,56.881,58.882,59.782,61.993,63.202,68.397,67.93,71.068,71.383,72.706,72.409,75.511,75.213,79.229,80.687,82.593,81.088,85.044,89.906,88.369,90.268,93.083,94.702,101.318,100.975,100,100.024,101.895,101.21,101.385,97.504,94.206,95.621,95.907
+Rental and leasing services and lessors of intangible assets,532RL,46.506,51.733,49.865,51.143,49.622,50.842,52.266,54.84,53.892,55.931,56.256,64.042,66.896,71.688,70.129,67.659,74.735,74.794,74.884,75.153,80.409,87.612,83.64,91.202,99.548,100,98.78,100.529,94.735,97.563,96.809,103.056,101.285,112.537
+Legal services,5411,91.422,95.418,95.748,98.145,93.882,97.748,96.72,95.683,93.344,100.611,97.891,97.519,102.298,99.251,98.427,101.14,103.664,103.843,102.461,102.707,105.3,100.425,101.24,101.681,97.517,100,96.489,97.214,99.907,96.735,100.261,95.24,98.213,94.984
+Computer systems design and related services,5415,44.054,46.092,48.662,47.353,49.113,42.304,51.211,53.392,52.447,51.479,63.896,66.831,70.066,69.788,66.056,72.221,75.594,77.128,79.323,78.334,80.969,83.434,84.745,93.388,96.998,100,96.435,97.609,93.545,96.287,102.557,108.246,106.816,107.386
+"Miscellaneous professional, scientific, and technical services",5412OP,72.386,74.651,76.895,77.803,78.359,80.672,81.037,84.431,83.97,88.131,89.197,88.772,90.797,90.079,90.62,93.656,95.341,95.586,96.25,95.216,95.925,98.994,98.109,100.177,99.759,100,99.295,101.703,101.048,102.722,105.533,106.993,109.481,108.454
+Management of companies and enterprises,55,78.037,77.806,82.406,85.516,85.157,82.454,81.835,86.003,84.484,84.937,89.638,92.913,96.046,91.467,95.92,100.517,104.47,102.445,108.078,105.617,107.703,99.949,91.148,94.249,96.519,100,98.988,103.014,104.808,101.925,106.968,112.212,118.833,116.848
+Administrative and support services,561,70.278,72.26,74.36,75.818,76.667,75.511,73.713,74.437,75.024,76.043,77.36,79.696,80.717,79.446,80.464,79.984,83.941,85.041,88.515,87.88,90.947,94.489,97.364,98.467,99.592,100,99.531,103.872,106.65,110.234,113.677,120.514,125.215,129.681
+Waste management and remediation services,562,106.052,112.307,109.739,109.264,106.432,108.439,107.654,110.432,106.086,105.095,105.332,111.371,114.297,112.372,105.643,97.835,102.017,106.905,106.989,114.692,110.749,107.518,104.757,109.229,101.14,100,96.213,96.221,96.696,95.768,99.536,98.09,93.821,91.376
+Educational services,61,80.024,81.858,80.875,82.283,83.065,86.245,85.459,82.992,82.792,86.062,84.933,85.732,85.837,89.804,91.144,91.127,94.06,93.215,91.969,95.302,100.084,101.145,104.371,107.105,105.636,100,98.702,98.4,98.568,97.345,96.57,95.313,94.485,91.2
+Ambulatory health care services,621,99.676,104.032,99.153,98.522,97.235,97.065,92.231,91.764,91.548,93.083,92.918,95.039,97.042,101.649,104.409,104.815,104.219,106.839,107.271,105.515,104.737,106.189,104.519,102.186,101.882,100,97.595,99.069,101.245,103.192,104.474,105.505,107.375,102.685
+Hospitals and nursing and residential care facilities,622HO,74.496,77.379,76.286,75.517,75.67,76.232,73.967,74.28,75.022,77.265,78.461,79.628,80.874,83.323,84.018,86.946,87.02,87.406,89.57,90.921,90.849,92.412,96.315,98.075,98.484,100,100.482,101.725,104.186,104.807,105.012,104.777,105.956,104.186
+Social assistance,624,96.382,104.929,103.985,103.018,93.339,81.587,82.304,76.047,73.308,74.344,78.701,78.253,81.053,87.075,93.382,93.735,95.881,92.909,92.629,91.324,92.464,95.723,99.463,103.008,102.526,100,98.334,98.733,96.103,95.762,97.421,96.954,95.911,95.551
+"Performing arts, spectator sports, museums, and related activities",711AS,53.402,53.659,48.175,53.073,53.012,54.611,58.697,63.717,67.887,68.624,64.872,71.677,69.774,73.788,84.851,86.786,86.131,83.972,82.515,86.787,91.809,91.488,96.524,95.395,96.458,100,97.766,97.543,98.095,97.133,103.37,102.377,109.03,88.635
+"Amusements, gambling, and recreation industries",713,74.379,79.259,78.414,80.42,78.26,83.573,79.833,80.157,82.361,84.543,85.603,83.496,82.564,81.939,84.496,81.359,82.748,86.697,88.107,96.444,102.491,101.848,101.8,103.192,103.325,100,98.047,96.384,98.592,98.272,101.626,105.493,105.699,102.729
+Accommodation,721,63.113,62.756,60.623,60.168,60.948,66.557,67.508,70.808,73.03,75.099,75.808,76.523,77.249,82.084,83.922,87.882,88.507,93.508,92.827,91.906,88.799,88.507,88.904,91.061,96.548,100,102.18,104.41,106.344,107.642,106.249,105.55,104.468,95.141
+Food services and drinking places,722,81.322,85.823,84.841,88.932,89.36,89.873,90.747,90.231,90.315,90.672,91.391,93.798,92.958,97.439,101.975,102.595,103.469,103.184,103.243,103.671,102.405,99.977,99.706,101.57,102.346,100,98.495,99.154,101.113,101.324,102.141,103.36,105.107,104.342
+"Other services, except government",81,77.941,81.09,83.111,84.003,83.712,90.214,87.481,91.252,92.781,95.112,95.255,96.366,99.195,100.539,102.599,99.678,100.149,102.091,101.236,101.481,100.579,101.009,96.871,98.445,97.153,100,97.638,99.513,100.751,103.287,104.065,104.95,105.206,103.87
+Federal,GF,66.384,65.663,67.211,68.038,69.204,69.844,70.505,72.068,72.186,73.978,75.085,75.525,77.387,75.876,80.817,83.652,86.807,90.287,92.481,94.019,96.103,98.746,99.879,99.248,99.496,100,98.89,97.524,97.3,96.085,95.068,97.694,98.41,98.555
+State and local,GSL,72.5,72.707,73.671,74.155,75.213,77.638,79.121,81.086,82.159,83.105,84.296,86.445,88.74,89.02,90.9,92.181,92.442,93.35,93.891,95.331,96.413,95.477,98.392,98.078,98.569,100,100.926,100.837,104.328,106.171,105.821,106.031,106.362,108.824

BEA_BLS_industry_tfp.csv

@@ -0,0 +1,64 @@
+Integrated Total Factor Productivity* (2012=100),Production Account,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020
+Farms,111CA,76.11,71.842,75.912,79.112,79.772,85.563,81.694,90.139,82.043,87.938,92.699,91.313,90.342,96.888,95.187,97.53,101.66,103.22,107.533,106.491,99.581,100.933,106.268,104.826,102.02,100,105.911,104.557,108.434,111.382,110.558,112.233,108.486,115.402
+"Forestry, fishing, and related activities",113FF,129.516,119.514,118.612,116.936,117.212,113.068,103.52,106.521,100.573,98.199,96.167,96.618,97.48,99.012,107.416,109.265,111.118,110.488,109.029,107.27,99.955,100.615,102.504,98.168,97.377,100,95.418,94.52,93.88,94.261,96.721,97.735,98.067,105.89
+Oil and gas extraction,211,82.796,86.91,82.589,80.389,82.151,80.191,81.493,86.97,92.952,86.473,87.102,87.789,84.603,75.171,81.685,89.213,79.605,78.8,78.637,85.282,89.811,85.705,106.232,91.41,90.138,100,102.313,108.658,127.619,134.954,135.438,129.525,140.72,143.926
+"Mining, except oil and gas",212,83.269,91.802,92.769,94.915,100.462,102.578,105.434,110.753,107.44,111.048,113.818,123.803,128.727,129.961,129.181,127.806,130.522,126.634,125.996,125.72,123.346,112.885,111.856,114.168,109.555,100,99.756,97.096,94.139,93.883,97.037,96.054,96.668,94.197
+Support activities for mining,213,43.485,46.097,43.643,43.407,44.24,46.334,54.762,54.304,52.36,51.176,55.674,55.423,58.515,69.224,85.599,77.704,81.613,84.947,89.248,102.326,103.927,107.201,94.05,96.941,102.602,100,96.562,97.675,85.562,76.985,85.347,97.359,95.595,82.081
+Utilities,22,100.277,96.567,100.213,102.079,99.014,98.808,97.142,97.66,97.738,97.727,94.883,92.611,100.251,100.744,92.594,93.935,93.301,96.166,93.269,95.807,95.332,96.591,92.435,98.487,100.008,100,98.045,94.457,93.161,94.979,94.861,93.47,93.34,94.658
+Construction,23,123.597,122.786,122.353,121.294,120.844,122.318,120.784,121.014,120.001,119.316,116.916,116.61,114.931,115.169,112.962,111.59,111.449,110.983,108.867,104.799,103.13,100.52,100.481,100.191,100.314,100,99.144,98.368,98.037,98.042,98.254,97.424,96.17,96.079
+Wood products,321,99.86,100.099,99.385,99.618,98.124,93.892,88.107,88.018,90.198,89.043,87.25,86.859,85.892,86.489,87.186,88.625,89.015,87.805,89.611,89.587,92.21,92.935,94.318,96.512,100.097,100,99.5,96.276,98.394,99.264,99.523,96.951,98.232,97.947
+Nonmetallic mineral products,327,95.749,97.106,97.799,96.839,93.807,98.652,97.492,99.42,99.634,97.749,102.18,101.312,101.16,99.733,98.828,99.349,102.046,103.339,104.478,100.145,100.193,98.935,94.714,96.455,98.97,100,102.583,102.633,102.534,101.046,103.566,102.583,102.921,103.552
+Primary metals,331,85.787,84.943,85.098,85.385,86.625,88.681,89.513,88.496,85.662,86.826,87.078,89.153,91.081,91.269,91.927,95.226,95.842,98.621,96.091,93.739,93.894,95.173,96.031,95.759,96.97,100,101.434,100.752,103.441,105.884,103.017,102.721,105.027,110.424
+Fabricated metal products,332,97.466,98.243,97.133,96.65,94.776,96.234,96.667,100.292,101.036,101.493,100.861,98.931,99.093,100.943,98.018,98.135,101.281,102.229,102.659,103.418,104.601,103.11,96.4,99.668,100.722,100,98.587,98.644,97.105,96.098,98.493,98.636,98.042,94.146
+Machinery,333,95.264,99.538,100.589,99.19,94.483,94.058,91.77,91.633,92.027,89.771,88.717,90.659,88.694,89.194,87.683,88.294,90.021,92.816,95.238,97.227,98.469,98.585,94.453,98.131,101.472,100,99.53,98.351,94.785,91.877,94.695,96.169,95.036,92.843
+Computer and electronic products,334,19.052,19.893,20.506,21.283,22.086,23.226,24.081,25.944,29.036,31.952,34.808,37.759,41.013,47.347,47.14,50.601,58.026,62.762,67.247,73.535,79.899,85.258,88.565,96.655,98.258,100,102.767,106.855,112.954,115.279,118.173,127.187,128.46,129.209
+"Electrical equipment, appliances, and components",335,91.123,91.422,93.838,93.409,92.762,93.902,94.265,96.047,94.944,93.454,94.97,88.567,91.768,93.391,93.574,95.932,99.945,98.148,99.615,105.516,102.344,105.228,100.825,102.012,100.886,100,103.253,100.625,106.349,102.112,102.936,103.855,102.15,100.988
+"Motor vehicles, bodies and trailers, and parts",3361MV,86.96,88.768,87.843,84.425,83.264,85.336,86.602,87.517,87.407,86.384,86.741,88.879,88.735,89.123,88.495,91.8,94.606,94.831,96.599,99.207,98.885,95.287,85.538,95.676,100.032,100,99.992,99.711,98.557,98.655,99.087,99.165,99.35,100.117
+Other transportation equipment,3364OT,103.511,100.776,98.053,98.448,104.024,98.475,97.241,90.649,90.783,94.359,91.056,90.907,93.144,90.855,92.886,92.248,92.571,92.009,96.043,95.652,100.51,98.974,97.738,100.57,101.994,100,100.87,101.486,103.715,102.374,102.781,103.136,102.804,91.731
+Furniture and related products,337,104.143,103.298,103.705,101.836,100.766,102.98,104.083,102.338,102.726,104.799,105.842,104.83,104.979,105.518,102.312,102.301,102.749,105.217,107.567,109.561,107.386,104.443,98.41,101.578,101.469,100,101.316,102.597,105.297,104.678,104.142,105.478,104.83,102.921
+Miscellaneous manufacturing,339,73.287,79.654,78.383,80.285,79.323,78.869,77.31,77.599,78.869,82.414,84.284,85.561,86.936,88.295,86.433,89.029,90.674,91.414,93.813,96.147,97.312,98.831,101.547,104.258,102.431,100,97.715,98.421,94.971,96.336,100.155,102.244,99.592,101.827
+Food and beverage and tobacco products,311FT,105.611,107.055,104.696,104.379,104.589,104.853,104.417,105.708,108.65,103.486,103.088,102.666,102.912,102.4,102.86,100.97,102.328,102.808,102.813,105.412,105.289,103.501,104.127,102.152,101.173,100,99.977,99.961,100.281,98.495,99.281,99.262,99.57,98.377
+Textile mills and textile product mills,313TT,86.849,88.009,88.884,89.709,90.352,93.117,93.336,93.549,92.709,92.976,93.234,93.484,95.532,97.967,96.956,97.529,95.441,102.696,102.268,102.444,103.526,103.888,99.967,100.588,97.831,100,102.196,104.293,102.807,103.796,103.267,101.167,101.503,99.816
+Apparel and leather and allied products,315AL,88.556,89.427,89.537,90.145,90.793,91.744,91.181,92.483,92.957,93.756,94.173,92.954,93.29,96.236,95.699,96.533,96.123,98.71,98.49,98.03,95.789,100.117,96.091,101.365,103.16,100,100.662,100.652,95.179,98.742,100.467,101.165,101.437,108.848
+Paper products,322,101.25,101.506,99.486,98.767,99.951,100.479,102.386,102.322,96.104,98.842,99.933,97.496,99.488,98.398,95.294,97.536,98.733,101.603,100.986,103.677,102.079,99.167,102.932,100.288,99.618,100,99.861,100.091,100.544,99.768,97.434,98.835,99.684,101.351
+Printing and related support activities,323,84.425,84.941,85.27,84.58,83.865,85.108,81.613,81.039,81.172,80.263,79.364,79.747,80.525,82.515,84.236,87.994,89.632,90.99,92.045,93.362,94.934,96.341,93.443,95.761,99.168,100,100.866,100.616,99.549,101.031,100.796,103.374,102.351,103.752
+Petroleum and coal products,324,90.931,92.786,92.856,89.007,88.341,90.619,95.345,93.869,91.709,94.258,99.766,103.349,101.99,102.315,107.534,103.087,112.694,117.915,116.904,112.048,111.974,112.346,110.743,106.414,102.324,100,101.298,102.609,102.716,98.317,101.454,103.213,105.346,106.416
+Chemical products,325,112.747,109.586,109.105,110.677,109.705,110.693,110.131,112.991,108.833,108.309,108.694,105.288,107.133,107.13,105.986,107.799,107.562,109.944,107.643,111.117,112.322,107.133,105.27,106.833,103.131,100,100.169,99.157,96.737,97.358,95.588,94.778,94.935,94.677
+Plastics and rubber products,326,87.464,87.17,88.787,88.218,89.428,90.49,91.16,91.762,89.797,91.55,92.83,92.814,95.235,97.5,96.26,96.557,98.802,101.449,101.275,99.222,99.743,96.172,99.155,100.643,99.588,100,98.952,98.121,100.418,100.169,99.677,100.584,100.255,99.964
+Wholesale trade,42,74.452,74.506,76.829,76.073,79.808,82.667,85.47,86.293,83.08,88.946,92.667,94.486,95.072,95.661,94.37,95.79,99.263,100.672,101.768,99.643,100.542,100.853,94.868,99.053,98.82,100,100.012,101.119,101.72,99.056,98.74,98.739,96.967,97.16
+Retail trade,44RT,82.707,85.697,86.114,85.67,85.726,87.103,88.567,90.273,91.731,94.942,97.506,103.495,102.972,103.266,104.783,106.487,108.415,107.596,108.11,107.712,104.895,101.924,101.494,101.976,100.935,100,101.534,101.574,102.524,103.742,104.81,106.078,107.761,106.729
+Air transportation,481,81.647,84.516,84.609,86.348,84.451,88.931,86.722,92.31,93.895,95.57,96.182,90.867,89.979,81.255,68.506,70.442,75.097,81.944,84.702,90.62,94.754,94.481,95.112,100.577,101.043,100,102.925,103.581,104.882,108.116,111.728,112.274,112.064,81.474
+Rail transportation,482,66.373,69.808,67.806,70.403,78.079,80.492,80.985,83.469,84.32,85.754,83.576,87.09,89.881,93.537,96.335,93.815,98.363,99.913,99.407,102.392,100.738,102.36,98.348,101.032,99.436,100,99.189,100.428,100.14,98.543,99.846,100.793,96.783,92.258
+Water transportation,483,74.392,74.553,76.681,79.506,80.301,82.136,84.309,84.922,83.707,84.46,85.52,82.778,77.925,78.516,78.639,71.663,71.203,73.748,75.754,85.677,92.053,96.18,103.872,97.404,99.88,100,106.778,102.257,96.091,91.549,88.424,89.488,89.063,90.966
+Truck transportation,484,89.72,91.082,93.135,93.376,97.192,100.072,100.925,102.157,100.198,100.276,102.333,101.772,101.781,103.175,101.689,99.932,101.962,100.434,99.469,99.864,99.522,97.094,96.983,100.641,101.25,100,99.015,98.468,96.859,95.971,97.907,96.306,94.662,93.973
+Transit and ground passenger transportation,485,93.918,90.121,92.074,93.967,90.702,88.749,88.918,89.972,92.147,91.36,94.236,94.539,97.707,100.303,97.567,95.253,98.501,100.3,98.395,98.252,97.813,98.031,95.278,93.328,93.971,100,100.438,102.382,98.959,94.53,95.511,96.425,101.046,99.346
+Pipeline transportation,486,71.477,71.306,73.055,74.14,75.25,75.78,74.02,72.944,75.424,73.144,72.672,86.044,89.752,85.469,116.262,86.355,86.715,87.046,83.214,81.591,83.685,88.099,81.035,91.222,91.498,100,95.88,97.191,107.805,105.253,103.696,105.562,93.761,86.066
+Other transportation and support activities,487OS,124.444,121.879,119.659,114.994,121.176,124.542,121.509,112.508,103.994,103.356,104.311,106.826,102.672,107.355,107.213,110.845,114.155,116.602,120.057,120.672,111.683,112.7,109.431,107.082,103.707,100,95.939,93.965,92.972,92.643,92.232,92.084,89.369,86.367
+Warehousing and storage,493,63.533,66.53,66.768,64.882,69.67,73.406,76.6,77.545,77.317,78.326,84.023,92.407,83.576,85.988,83.286,83.541,86.494,93.284,100.317,99.524,93.304,94.644,94.055,95.7,96.561,100,99.542,100.049,98.48,96.61,96.361,95.571,97.655,94.293
+"Publishing industries, except internet (includes software)",511,77.381,77.595,79.617,77.408,77.084,79.098,78.746,81.307,81.164,86.436,89.228,91.112,98.817,86.588,84.876,90.514,92.688,96.476,98.554,93.737,101.467,99.183,96.516,99.989,99.755,100,101.996,102.611,103.028,107.684,113.72,119.912,124.509,128.651
+Motion picture and sound recording industries,512,102.342,97.345,100.406,91.185,88.561,86.854,87.413,81.8,79.858,77.389,74.147,79.561,86.132,79.519,85.869,89.399,87.226,89.6,84.625,88.234,93.859,96.592,102.523,107.754,104.112,100,101.988,99.909,102.345,104.165,100.671,94.328,96.198,97.453
+Broadcasting and telecommunications,513,92.695,92.962,93.937,95.093,94.339,95.94,96.867,96.864,95.796,94.583,88.769,89.161,88.87,88.433,86.689,87.243,88.942,93.254,99.627,100.87,105.09,107.493,103.559,103.44,100.967,100,102.558,99.886,104.689,106.665,106.429,107.422,107.405,105.222
+"Data processing, internet publishing, and other information services",514,90.111,86.781,86.524,87.373,85.669,86.333,86.742,88.443,86.535,87.564,83.303,83.159,66.303,58.046,71.298,95.061,95.091,106.75,99.626,106.471,90.548,101.912,104.405,109.191,111.28,100,105.999,105.446,105.153,106.876,103.544,104.558,106.25,106.346
+"Federal Reserve banks, credit intermediation, and related activities",521CI,114.728,110.023,108.807,108.452,108.32,105.305,103.183,99.107,94.705,92.025,88.282,91.914,98.207,95.984,92.526,96.141,91.485,86.041,86.937,83.401,78.911,82.027,94.686,91.475,96.827,100,93.926,94.384,91.83,87.285,82.178,78.847,77.485,79.4
+"Securities, commodity contracts, and investments",523,51.407,53.118,53.581,50.684,53.28,56.164,62.064,64.881,71.439,83.942,93.162,89.074,87.926,92.14,111.29,104.085,99.413,99.837,105.797,108.546,97.431,77.978,103.261,101.491,91.258,100,99.651,90.113,88.093,93.814,95.077,92.819,94.508,92.612
+Insurance carriers and related activities,524,100.105,103.445,102.026,100.488,101.967,104.236,98.195,98.168,97.759,96.547,98.73,100.685,96.924,103.29,96.787,91.024,92.452,96.914,99.379,101.521,106.421,98.058,98.918,98.55,99.067,100,96.003,105.074,108.85,108.601,106.233,106.652,106.384,104.715
+"Funds, trusts, and other financial vehicles",525,129.977,126.303,130.17,142.853,133.044,133.314,130.655,119.301,119.791,114.021,101.954,107.266,109.399,101.871,101.896,101.479,101.197,102.668,105.058,102.391,105.276,103.502,98.086,108.562,103.493,100,102.077,109.381,104.627,100.287,105.928,108.24,103.934,103.834
+Real estate,531,91.752,91.241,90.908,90.148,89.542,91.521,91.715,92.291,92.735,92.119,92.992,91.113,91.708,91.825,93.043,92.344,91.748,91.699,93,90.944,93.575,95.211,94.07,97.392,99.135,100,101.101,100.88,99.299,98.525,98.587,99.312,99.451,98.466
+Rental and leasing services and lessors of intangible assets,532RL,198.665,204.531,199.989,202.546,191.453,193.198,189.429,180.337,165.325,156.349,142.952,139.471,133.311,121.769,123.35,118.539,114.81,109.308,106.068,110.588,104.124,105.89,98.531,99.321,99.515,100,99.674,99.799,102.154,105.171,105.059,106.246,108.726,101.52
+Legal services,5411,140.372,148.462,146.959,149.86,142.942,142.887,137.79,131.557,129.33,132.479,125.435,124.686,130.355,128.194,127.31,125.61,120.627,121.003,117.683,116.512,119.208,120.543,109.141,104.223,100.627,100,95.848,94.694,97.694,97.654,98.478,95.935,98.94,95.126
+Computer systems design and related services,5415,66.664,66.342,66.711,65.788,67.049,66.623,62.704,62.637,58.962,59.879,62.983,63.153,63.111,61.94,62.28,64.181,68.629,72.666,75.505,77.731,79.898,81.016,83.65,89.447,93.403,100,98.199,99.093,101.522,104.574,110.11,116.52,116.94,116.584
+"Miscellaneous professional, scientific, and technical services",5412OP,104.402,106.519,107.777,109.629,106.8,108.813,107.801,109.602,106,107.283,106.088,102.922,103.296,101.269,100.835,103.707,101.233,99.744,98.721,98.192,96.767,101.014,97.729,99.749,99.015,100,98.874,100.614,100.95,100.109,100.739,102.089,102.297,101.622
+Management of companies and enterprises,55,140.8,128.92,134.101,135.404,127.594,119.298,115.699,115.953,111.486,110.521,115.537,113.036,112.029,110.657,114.568,115.985,116.656,108.682,107.36,105.141,101.413,99.327,92.437,95.75,96.305,100,99.601,101.838,102.276,100.921,104.116,108.806,112.271,110.148
+Administrative and support services,561,98.047,95.979,95.768,96.273,94.93,95.371,92.79,92.484,91.821,92.167,93.766,91.271,90.803,90.556,92.131,91.611,94.458,95.958,98.427,97.436,98.844,100.283,99.211,99.521,99.968,100,98.436,98.035,97.654,95.687,97.535,98.997,100.288,99.144
+Waste management and remediation services,562,104.008,104.17,103.022,102.026,99.867,101.218,100.304,101.538,99.867,98.92,99.365,99.88,102.279,102.112,102.045,102.737,103.866,101.546,102.803,98.887,100.485,100.466,100.929,111.006,100.802,100,97.829,98.221,99.068,95.004,98.888,98.255,95.112,92.738
+Educational services,61,95.139,93.776,91.979,91.659,93.151,95.295,96.71,98.417,99.021,101.585,103.542,100.302,100.98,102.64,100.756,97.709,100.027,102.594,99.137,99.772,99.003,100.713,103.977,104.14,102.284,100,97.106,96.869,96.49,96.093,93.851,94.343,94.683,90.55
+Ambulatory health care services,621,105.938,108.019,104.454,103.955,103.114,99.682,96.818,96.769,94.805,95.566,94.468,93.335,95.59,100.141,100.485,100.377,97.57,100.411,101.951,101.674,99.985,103.588,102.911,102.369,101.981,100,99.939,100.7,102.07,102.929,103.819,103.83,105.447,99.929
+Hospitals and nursing and residential care facilities,622HO,107.268,107.982,106.057,104.193,102.603,100.253,98.965,98.977,98.752,99.355,99.887,97.751,98.889,100.274,99.466,99.86,99.695,100.538,99.952,100.32,99.286,101.315,103.287,102.301,101.033,100,99.037,99.244,99.218,98.13,97.962,97.251,96.73,94.375
+Social assistance,624,120.227,119.682,121.037,119.945,115.554,110.429,109.318,104.593,102.476,101.516,105.303,103.924,105.468,107.791,107.193,105.124,107.701,105.686,105.462,103.658,102.346,102.563,101.742,101.382,99.083,100,100.154,100.615,98.596,97.689,97.621,97.261,97.419,92.807
+"Performing arts, spectator sports, museums, and related activities",711AS,73.571,71.956,68.963,74.481,72.193,74.977,74.602,76.677,78.007,77.322,75.587,80.715,79.349,81.82,87.096,87.421,87.911,87.164,85.329,87.069,86.455,87.961,92.121,93.185,95.938,100,98.572,100.09,95.97,96.897,100.421,100.524,103.845,86.642
+"Amusements, gambling, and recreation industries",713,99.029,102.004,105.245,110.64,105.324,115.764,105.927,104.136,105.027,105.46,109.883,103.767,103.144,106.428,97.75,96.716,95.608,97.878,98.173,98.409,100.71,99.252,97.236,101.676,100.762,100,99.567,99.587,99.099,98.385,98.496,98.907,98.988,91.155
+Accommodation,721,97.207,96.806,95.368,94.664,94.021,97.399,97.503,98.85,100.845,102.914,103.687,103.771,103.987,105.265,102.423,103.801,103.499,107.502,104.627,104.979,102.395,97.435,91.845,94.624,99.643,100,101.275,100.587,103.185,101.471,101.335,100.093,99.624,87.918
+Food services and drinking places,722,92.71,96.759,95.33,96.056,94.237,93.773,94.484,94.398,94.38,95.26,95.636,97.286,98.361,101.572,102.784,102.231,102.802,103.856,104.247,105.272,103.618,101.182,99.389,100.502,101.07,100,99.138,99.793,100.678,101.342,101.591,101.447,101.471,93.863
+"Other services, except government",81,106.942,109.373,111.319,111.859,110.934,113.844,113.314,116.028,116.511,118.225,120.009,119.414,118.899,118.54,111.341,110.047,108.373,109.515,109.723,108.6,106.799,104.122,101.832,100.976,99.039,100,98.841,99.616,99.324,98.594,98.618,98.516,98.254,95.489
+Federal,GF,99.926,99.265,99.645,99.784,98.642,98.769,98.702,99.585,98.695,98.927,99.138,99.534,99.439,99.572,99.959,100.031,100.527,101.003,101.717,101.482,101.181,100.859,100.081,99.843,99.943,100,99.979,99.774,99.647,99.795,99.826,100.108,99.973,99.779
+State and local,GSL,97.616,97.743,98.354,98.388,98.279,98.414,98.182,98.787,98.662,98.61,98.786,99.006,99.082,99.031,99.435,99.631,99.91,99.967,100.303,100.512,100.459,100.098,99.645,99.613,99.567,100,100.054,99.843,99.937,100.098,100.068,100.457,100.215,100.259

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 DeepSeek
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

config.json

@@ -0,0 +1,70 @@
+{
+  "architectures": [
+    "DeepseekV3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_deepseek.DeepseekV3Config",
+    "AutoModel": "modeling_deepseek.DeepseekV3Model",
+    "AutoModelForCausalLM": "modeling_deepseek.DeepseekV3ForCausalLM"
+  },
+  "aux_loss_alpha": 0.001,
+  "bos_token_id": 0,
+  "eos_token_id": 1,
+  "ep_size": 1,
+  "first_k_dense_replace": 3,
+  "hidden_act": "silu",
+  "hidden_size": 7168,
+  "initializer_range": 0.02,
+  "intermediate_size": 18432,
+  "kv_lora_rank": 512,
+  "max_position_embeddings": 163840,
+  "model_type": "deepseek_v3",
+  "moe_intermediate_size": 2048,
+  "moe_layer_freq": 1,
+  "n_group": 8,
+  "n_routed_experts": 256,
+  "n_shared_experts": 1,
+  "norm_topk_prob": true,
+  "num_attention_heads": 128,
+  "num_experts_per_tok": 8,
+  "num_hidden_layers": 61,
+  "num_key_value_heads": 128,
+  "num_nextn_predict_layers": 1,
+  "pretraining_tp": 1,
+  "q_lora_rank": 1536,
+  "qk_nope_head_dim": 128,
+  "qk_rope_head_dim": 64,
+  "quantization_config": {
+    "activation_scheme": "dynamic",
+    "fmt": "e4m3",
+    "quant_method": "fp8",
+    "weight_block_size": [
+      128,
+      128
+    ]
+  },
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": {
+    "beta_fast": 32,
+    "beta_slow": 1,
+    "factor": 40,
+    "mscale": 1.0,
+    "mscale_all_dim": 1.0,
+    "original_max_position_embeddings": 4096,
+    "type": "yarn"
+  },
+  "rope_theta": 10000,
+  "routed_scaling_factor": 2.5,
+  "scoring_func": "sigmoid",
+  "seq_aux": true,
+  "tie_word_embeddings": false,
+  "topk_group": 4,
+  "topk_method": "noaux_tc",
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.46.3",
+  "use_cache": true,
+  "v_head_dim": 128,
+  "vocab_size": 129280
+}

configuration_deepseek.py

@@ -0,0 +1,210 @@
+from transformers.configuration_utils import PretrainedConfig
+from transformers.utils import logging
+
+logger = logging.get_logger(__name__)
+
+DEEPSEEK_PRETRAINED_CONFIG_ARCHIVE_MAP = {}
+class DeepseekV3Config(PretrainedConfig):
+    r"""
+    This is the configuration class to store the configuration of a [`DeepseekV3Model`]. It is used to instantiate an DeepSeek
+    model according to the specified arguments, defining the model architecture. Instantiating a configuration with the
+    defaults will yield a similar configuration to that of the DeepSeek-V3.
+
+    Configuration objects inherit from [`PretrainedConfig`] and can be used to control the model outputs. Read the
+    documentation from [`PretrainedConfig`] for more information.
+
+
+    Args:
+        vocab_size (`int`, *optional*, defaults to 129280):
+            Vocabulary size of the Deep model. Defines the number of different tokens that can be represented by the
+            `inputs_ids` passed when calling [`DeepseekV3Model`]
+        hidden_size (`int`, *optional*, defaults to 4096):
+            Dimension of the hidden representations.
+        intermediate_size (`int`, *optional*, defaults to 11008):
+            Dimension of the MLP representations.
+        moe_intermediate_size (`int`, *optional*, defaults to 1407):
+            Dimension of the MoE representations.
+        num_hidden_layers (`int`, *optional*, defaults to 32):
+            Number of hidden layers in the Transformer decoder.
+        num_nextn_predict_layers (`int`, *optional*, defaults to 1):
+            Number of nextn predict layers in the DeepSeekV3 Model.
+        num_attention_heads (`int`, *optional*, defaults to 32):
+            Number of attention heads for each attention layer in the Transformer decoder.
+        n_shared_experts (`int`, *optional*, defaults to None):
+            Number of shared experts, None means dense model.
+        n_routed_experts (`int`, *optional*, defaults to None):
+            Number of routed experts, None means dense model.
+        routed_scaling_factor (`float`, *optional*, defaults to 1.0):
+            Scaling factor or routed experts.
+        topk_method (`str`, *optional*, defaults to `gready`):
+            Topk method used in routed gate.
+        n_group (`int`, *optional*, defaults to None):
+            Number of groups for routed experts.
+        topk_group (`int`, *optional*, defaults to None):
+            Number of selected groups for each token(for each token, ensuring the selected experts is only within `topk_group` groups).
+        num_experts_per_tok (`int`, *optional*, defaults to None):
+            Number of selected experts, None means dense model.
+        moe_layer_freq (`int`, *optional*, defaults to 1):
+            The frequency of the MoE layer: one expert layer for every `moe_layer_freq - 1` dense layers.
+        first_k_dense_replace (`int`, *optional*, defaults to 0):
+            Number of dense layers in shallow layers(embed->dense->dense->...->dense->moe->moe...->lm_head).
+                                                            \--k dense layers--/
+        norm_topk_prob (`bool`, *optional*, defaults to False):
+            Whether to normalize the weights of the routed experts.
+        scoring_func (`str`, *optional*, defaults to 'softmax'):
+            Method of computing expert weights.
+        aux_loss_alpha (`float`, *optional*, defaults to 0.001):
+            Auxiliary loss weight coefficient.
+        seq_aux = (`bool`, *optional*, defaults to True):
+            Whether to compute the auxiliary loss for each individual sample.
+        num_key_value_heads (`int`, *optional*):
+            This is the number of key_value heads that should be used to implement Grouped Query Attention. If
+            `num_key_value_heads=num_attention_heads`, the model will use Multi Head Attention (MHA), if
+            `num_key_value_heads=1 the model will use Multi Query Attention (MQA) otherwise GQA is used. When
+            converting a multi-head checkpoint to a GQA checkpoint, each group key and value head should be constructed
+            by meanpooling all the original heads within that group. For more details checkout [this
+            paper](https://arxiv.org/pdf/2305.13245.pdf). If it is not specified, will default to
+            `num_attention_heads`.
+        hidden_act (`str` or `function`, *optional*, defaults to `"silu"`):
+            The non-linear activation function (function or string) in the decoder.
+        max_position_embeddings (`int`, *optional*, defaults to 2048):
+            The maximum sequence length that this model might ever be used with.
+        initializer_range (`float`, *optional*, defaults to 0.02):
+            The standard deviation of the truncated_normal_initializer for initializing all weight matrices.
+        rms_norm_eps (`float`, *optional*, defaults to 1e-06):
+            The epsilon used by the rms normalization layers.
+        use_cache (`bool`, *optional*, defaults to `True`):
+            Whether or not the model should return the last key/values attentions (not used by all models). Only
+            relevant if `config.is_decoder=True`.
+        pad_token_id (`int`, *optional*):
+            Padding token id.
+        bos_token_id (`int`, *optional*, defaults to 1):
+            Beginning of stream token id.
+        eos_token_id (`int`, *optional*, defaults to 2):
+            End of stream token id.
+        pretraining_tp (`int`, *optional*, defaults to 1):
+            Experimental feature. Tensor parallelism rank used during pretraining. Please refer to [this
+            document](https://huggingface.co/docs/transformers/parallelism) to understand more about it. This value is
+            necessary to ensure exact reproducibility of the pretraining results. Please refer to [this
+            issue](https://github.com/pytorch/pytorch/issues/76232).
+        tie_word_embeddings (`bool`, *optional*, defaults to `False`):
+            Whether to tie weight embeddings
+        rope_theta (`float`, *optional*, defaults to 10000.0):
+            The base period of the RoPE embeddings.
+        rope_scaling (`Dict`, *optional*):
+            Dictionary containing the scaling configuration for the RoPE embeddings. Currently supports two scaling
+            strategies: linear and dynamic. Their scaling factor must be a float greater than 1. The expected format is
+            `{"type": strategy name, "factor": scaling factor}`. When using this flag, don't update
+            `max_position_embeddings` to the expected new maximum.
+        attention_bias (`bool`, defaults to `False`, *optional*, defaults to `False`):
+            Whether to use a bias in the query, key, value and output projection layers during self-attention.
+        attention_dropout (`float`, *optional*, defaults to 0.0):
+            The dropout ratio for the attention probabilities.
+
+    ```python
+    >>> from transformers import DeepseekV3Model, DeepseekV3Config
+
+    >>> # Initializing a Deepseek-V3 style configuration
+    >>> configuration = DeepseekV3Config()
+
+    >>> # Accessing the model configuration
+    >>> configuration = model.config
+    ```"""
+
+    model_type = "deepseek_v3"
+    keys_to_ignore_at_inference = ["past_key_values"]
+
+    def __init__(
+        self,
+        vocab_size=129280,
+        hidden_size=7168,
+        intermediate_size=18432,
+        moe_intermediate_size = 2048,
+        num_hidden_layers=61,
+        num_nextn_predict_layers=1,
+        num_attention_heads=128,
+        num_key_value_heads=128,
+        n_shared_experts = 1,
+        n_routed_experts = 256,
+        ep_size = 1,
+        routed_scaling_factor = 2.5,
+        kv_lora_rank = 512,
+        q_lora_rank = 1536,
+        qk_rope_head_dim = 64,
+        v_head_dim = 128,
+        qk_nope_head_dim = 128,
+        topk_method = 'noaux_tc',
+        n_group = 8,
+        topk_group = 4,
+        num_experts_per_tok = 8,
+        moe_layer_freq = 1,
+        first_k_dense_replace = 3,
+        norm_topk_prob = True,
+        scoring_func = 'sigmoid',
+        aux_loss_alpha = 0.001,
+        seq_aux = True,
+        hidden_act="silu",
+        max_position_embeddings=4096,
+        initializer_range=0.02,
+        rms_norm_eps=1e-6,
+        use_cache=True,
+        pad_token_id=None,
+        bos_token_id=0,
+        eos_token_id=1,
+        pretraining_tp=1,
+        tie_word_embeddings=False,
+        rope_theta=10000.0,
+        rope_scaling=None,
+        attention_bias=False,
+        attention_dropout=0.0,
+        **kwargs,
+    ):
+        self.vocab_size = vocab_size
+        self.max_position_embeddings = max_position_embeddings
+        self.hidden_size = hidden_size
+        self.intermediate_size = intermediate_size
+        self.moe_intermediate_size = moe_intermediate_size
+        self.num_hidden_layers = num_hidden_layers
+        self.num_nextn_predict_layers = num_nextn_predict_layers
+        self.num_attention_heads = num_attention_heads
+        self.n_shared_experts = n_shared_experts
+        self.n_routed_experts = n_routed_experts
+        self.ep_size = ep_size
+        self.routed_scaling_factor = routed_scaling_factor
+        self.kv_lora_rank = kv_lora_rank
+        self.q_lora_rank = q_lora_rank
+        self.qk_rope_head_dim = qk_rope_head_dim
+        self.v_head_dim = v_head_dim
+        self.qk_nope_head_dim = qk_nope_head_dim
+        self.topk_method = topk_method
+        self.n_group = n_group
+        self.topk_group = topk_group
+        self.num_experts_per_tok = num_experts_per_tok
+        self.moe_layer_freq = moe_layer_freq
+        self.first_k_dense_replace = first_k_dense_replace
+        self.norm_topk_prob = norm_topk_prob
+        self.scoring_func = scoring_func
+        self.aux_loss_alpha = aux_loss_alpha
+        self.seq_aux = seq_aux
+        # for backward compatibility
+        if num_key_value_heads is None:
+            num_key_value_heads = num_attention_heads
+
+        self.num_key_value_heads = num_key_value_heads
+        self.hidden_act = hidden_act
+        self.initializer_range = initializer_range
+        self.rms_norm_eps = rms_norm_eps
+        self.pretraining_tp = pretraining_tp
+        self.use_cache = use_cache
+        self.rope_theta = rope_theta
+        self.rope_scaling = rope_scaling
+        self.attention_bias = attention_bias
+        self.attention_dropout = attention_dropout
+
+        super().__init__(
+            pad_token_id=pad_token_id,
+            bos_token_id=bos_token_id,
+            eos_token_id=eos_token_id,
+            tie_word_embeddings=tie_word_embeddings,
+            **kwargs,
+        )

cycle_letters_in_word.jsonl.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1689c9002bb8c5988bf5f05e977c9db92f57932c1b5a38998c29ac0dd71e1d42
+size 98451

generation_config.json

@@ -0,0 +1,9 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "eos_token_id": 1,
+  "do_sample": true,
+  "temperature": 0.6,
+  "top_p": 0.95,
+  "transformers_version": "4.39.3"
+}

mid_word_1_anagrams.jsonl.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6768a86896083199de4815d4964cb2f6f1046476cfd80c2a562784f182905979
+size 106533

mid_word_2_anagrams.jsonl.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3d839d09a7954b78a27cd2cd75d4ed0488656c56ef4dbd741a005343826cb01
+size 109091