Instructions to use aixk/fastplus-42m with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use aixk/fastplus-42m with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="aixk/fastplus-42m")# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("aixk/fastplus-42m", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use aixk/fastplus-42m with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "aixk/fastplus-42m" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "aixk/fastplus-42m", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/aixk/fastplus-42m
- SGLang
How to use aixk/fastplus-42m 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 "aixk/fastplus-42m" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "aixk/fastplus-42m", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "aixk/fastplus-42m" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "aixk/fastplus-42m", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use aixk/fastplus-42m with Docker Model Runner:
docker model run hf.co/aixk/fastplus-42m
Invalid JSON:Unexpected token 'N', ..."ad_norm": NaN,
"... is not valid JSON
| { | |
| "best_global_step": null, | |
| "best_metric": null, | |
| "best_model_checkpoint": null, | |
| "epoch": 4.0, | |
| "eval_steps": 500, | |
| "global_step": 968, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.041483017889551464, | |
| "grad_norm": 194.1380615234375, | |
| "learning_rate": 2.975e-05, | |
| "loss": 288.27666015625, | |
| "original_ce_loss": 9.008, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.08296603577910293, | |
| "grad_norm": 201.3096160888672, | |
| "learning_rate": 7.225000000000001e-05, | |
| "loss": 286.1044189453125, | |
| "original_ce_loss": 8.9401, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 0.1244490536686544, | |
| "grad_norm": 330.6499328613281, | |
| "learning_rate": 0.00011475, | |
| "loss": 275.3582275390625, | |
| "original_ce_loss": 8.6043, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 0.16593207155820586, | |
| "grad_norm": 88.29187774658203, | |
| "learning_rate": 0.00015299999999999998, | |
| "loss": 240.4803466796875, | |
| "original_ce_loss": 7.5143, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 0.20741508944775733, | |
| "grad_norm": 60.00925827026367, | |
| "learning_rate": 0.0001955, | |
| "loss": 226.5456298828125, | |
| "original_ce_loss": 7.0789, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.2488981073373088, | |
| "grad_norm": 46.71499252319336, | |
| "learning_rate": 0.000238, | |
| "loss": 212.7708251953125, | |
| "original_ce_loss": 6.6484, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 0.29038112522686027, | |
| "grad_norm": NaN, | |
| "learning_rate": 0.0002805, | |
| "loss": 202.953662109375, | |
| "original_ce_loss": 6.3416, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 0.3318641431164117, | |
| "grad_norm": NaN, | |
| "learning_rate": 0.00029749999999999997, | |
| "loss": 209.846923828125, | |
| "original_ce_loss": 6.557, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 0.37334716100596316, | |
| "grad_norm": 60.61952209472656, | |
| "learning_rate": 0.0003315, | |
| "loss": 203.94407958984374, | |
| "original_ce_loss": 6.3726, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 0.41483017889551466, | |
| "grad_norm": 144.21949768066406, | |
| "learning_rate": 0.000374, | |
| "loss": 199.93363037109376, | |
| "original_ce_loss": 6.2473, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.4563131967850661, | |
| "grad_norm": 18.162376403808594, | |
| "learning_rate": 0.0004165, | |
| "loss": 198.72691650390624, | |
| "original_ce_loss": 6.2096, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 0.4977962146746176, | |
| "grad_norm": 32.539649963378906, | |
| "learning_rate": 0.0004216803067723292, | |
| "loss": 196.5206298828125, | |
| "original_ce_loss": 6.1406, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 0.5392792325641691, | |
| "grad_norm": 30.620323181152344, | |
| "learning_rate": 0.0004083716200231366, | |
| "loss": 193.46846923828124, | |
| "original_ce_loss": 6.0452, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 0.5807622504537205, | |
| "grad_norm": 18.298351287841797, | |
| "learning_rate": 0.00038551471342450957, | |
| "loss": 190.6060546875, | |
| "original_ce_loss": 5.9558, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 0.622245268343272, | |
| "grad_norm": 25.024852752685547, | |
| "learning_rate": 0.00035422380030278826, | |
| "loss": 187.1262451171875, | |
| "original_ce_loss": 5.8471, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 0.6637282862328234, | |
| "grad_norm": 27.06348419189453, | |
| "learning_rate": 0.0003201042547134993, | |
| "loss": 183.2828857421875, | |
| "original_ce_loss": 5.727, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 0.7052113041223749, | |
| "grad_norm": 22.74102210998535, | |
| "learning_rate": 0.0002772712258541234, | |
| "loss": 179.60921630859374, | |
| "original_ce_loss": 5.6122, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 0.7466943220119263, | |
| "grad_norm": 28.52726173400879, | |
| "learning_rate": 0.00023128077222693525, | |
| "loss": 175.43724365234374, | |
| "original_ce_loss": 5.4818, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 0.7881773399014779, | |
| "grad_norm": 34.97484588623047, | |
| "learning_rate": 0.00018437480596885273, | |
| "loss": 171.78480224609376, | |
| "original_ce_loss": 5.3677, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 0.8296603577910293, | |
| "grad_norm": 27.37944984436035, | |
| "learning_rate": 0.0001388398680194434, | |
| "loss": 168.92047119140625, | |
| "original_ce_loss": 5.2782, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 0.8711433756805808, | |
| "grad_norm": 33.82849884033203, | |
| "learning_rate": 0.000418625, | |
| "loss": 166.3930908203125, | |
| "original_ce_loss": 5.1992, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 0.9126263935701322, | |
| "grad_norm": 61.042945861816406, | |
| "learning_rate": 0.00042436324689416107, | |
| "loss": 161.55086669921874, | |
| "original_ce_loss": 5.0479, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 0.9541094114596836, | |
| "grad_norm": 60.506507873535156, | |
| "learning_rate": 0.00042125363916220815, | |
| "loss": 158.47862548828124, | |
| "original_ce_loss": 4.9519, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 0.9955924293492352, | |
| "grad_norm": 34.90744400024414, | |
| "learning_rate": 0.0004155921868767752, | |
| "loss": 153.83856201171875, | |
| "original_ce_loss": 4.8069, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 1.0331864143116412, | |
| "grad_norm": 34.04861831665039, | |
| "learning_rate": 0.00040744809671726373, | |
| "loss": 136.09080810546874, | |
| "original_ce_loss": 4.6922, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 1.0746694322011927, | |
| "grad_norm": 36.69175338745117, | |
| "learning_rate": 0.0003969209236049676, | |
| "loss": 146.020751953125, | |
| "original_ce_loss": 4.5626, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 1.116152450090744, | |
| "grad_norm": 55.71281433105469, | |
| "learning_rate": 0.00038413935372460655, | |
| "loss": 141.931298828125, | |
| "original_ce_loss": 4.4348, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 1.1576354679802956, | |
| "grad_norm": 93.65548706054688, | |
| "learning_rate": 0.00036925963143970405, | |
| "loss": 139.0336669921875, | |
| "original_ce_loss": 4.3442, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 1.199118485869847, | |
| "grad_norm": 50.466190338134766, | |
| "learning_rate": 0.0003524636493314982, | |
| "loss": 136.1361083984375, | |
| "original_ce_loss": 4.2537, | |
| "step": 290 | |
| }, | |
| { | |
| "epoch": 1.2406015037593985, | |
| "grad_norm": 40.19679641723633, | |
| "learning_rate": 0.00033395672470911547, | |
| "loss": 132.7816650390625, | |
| "original_ce_loss": 4.1489, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 1.28208452164895, | |
| "grad_norm": 39.51124954223633, | |
| "learning_rate": 0.0003139650897713756, | |
| "loss": 130.66419677734376, | |
| "original_ce_loss": 4.0827, | |
| "step": 310 | |
| }, | |
| { | |
| "epoch": 1.3235675395385014, | |
| "grad_norm": 36.439571380615234, | |
| "learning_rate": 0.00029273312610096993, | |
| "loss": 127.60654296875, | |
| "original_ce_loss": 3.9871, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 1.365050557428053, | |
| "grad_norm": 29.422285079956055, | |
| "learning_rate": 0.0002705203772970877, | |
| "loss": 124.6323486328125, | |
| "original_ce_loss": 3.8942, | |
| "step": 330 | |
| }, | |
| { | |
| "epoch": 1.4065335753176043, | |
| "grad_norm": 40.57709503173828, | |
| "learning_rate": 0.00024759837626464246, | |
| "loss": 122.33271484375, | |
| "original_ce_loss": 3.8223, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 1.4480165932071558, | |
| "grad_norm": 50.97930908203125, | |
| "learning_rate": 0.00022424732594392442, | |
| "loss": 119.6706298828125, | |
| "original_ce_loss": 3.7392, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 1.4894996110967074, | |
| "grad_norm": 39.640533447265625, | |
| "learning_rate": 0.00020075267405607558, | |
| "loss": 118.19874267578125, | |
| "original_ce_loss": 3.6932, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 1.5309826289862587, | |
| "grad_norm": 42.26484298706055, | |
| "learning_rate": 0.00017740162373535744, | |
| "loss": 116.33406982421874, | |
| "original_ce_loss": 3.6349, | |
| "step": 370 | |
| }, | |
| { | |
| "epoch": 1.5724656468758103, | |
| "grad_norm": 24.80182456970215, | |
| "learning_rate": 0.00015447962270291233, | |
| "loss": 114.62059326171875, | |
| "original_ce_loss": 3.5813, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 1.6139486647653616, | |
| "grad_norm": 26.771968841552734, | |
| "learning_rate": 0.0001322668738990301, | |
| "loss": 113.4220947265625, | |
| "original_ce_loss": 3.5439, | |
| "step": 390 | |
| }, | |
| { | |
| "epoch": 1.6554316826549131, | |
| "grad_norm": 31.066268920898438, | |
| "learning_rate": 0.00011103491022862441, | |
| "loss": 112.212158203125, | |
| "original_ce_loss": 3.5061, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 1.6969147005444647, | |
| "grad_norm": 22.266321182250977, | |
| "learning_rate": 9.104327529088453e-05, | |
| "loss": 111.1876953125, | |
| "original_ce_loss": 3.4741, | |
| "step": 410 | |
| }, | |
| { | |
| "epoch": 1.738397718434016, | |
| "grad_norm": 21.909481048583984, | |
| "learning_rate": 7.253635066850176e-05, | |
| "loss": 110.20638427734374, | |
| "original_ce_loss": 3.4434, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 1.7798807363235676, | |
| "grad_norm": Infinity, | |
| "learning_rate": 5.57403685602959e-05, | |
| "loss": 109.29989013671874, | |
| "original_ce_loss": 3.4151, | |
| "step": 430 | |
| }, | |
| { | |
| "epoch": 1.821363754213119, | |
| "grad_norm": 16.10231590270996, | |
| "learning_rate": 4.225700869359102e-05, | |
| "loss": 108.821923828125, | |
| "original_ce_loss": 3.4001, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 1.8628467721026705, | |
| "grad_norm": 13.391860961914062, | |
| "learning_rate": 2.925815333949408e-05, | |
| "loss": 108.2069580078125, | |
| "original_ce_loss": 3.3809, | |
| "step": 450 | |
| }, | |
| { | |
| "epoch": 1.904329789992222, | |
| "grad_norm": 12.280927658081055, | |
| "learning_rate": 1.849928149057992e-05, | |
| "loss": 107.8180419921875, | |
| "original_ce_loss": 3.3688, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 1.9458128078817734, | |
| "grad_norm": 11.25769329071045, | |
| "learning_rate": 1.0111911661397095e-05, | |
| "loss": 107.88870849609376, | |
| "original_ce_loss": 3.371, | |
| "step": 470 | |
| }, | |
| { | |
| "epoch": 1.987295825771325, | |
| "grad_norm": 11.092090606689453, | |
| "learning_rate": 4.1985726706168925e-06, | |
| "loss": 107.57252197265625, | |
| "original_ce_loss": 3.3611, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 2.0248898107337308, | |
| "grad_norm": 146.8853759765625, | |
| "learning_rate": 0.00019601723888601857, | |
| "loss": 110.22643025716145, | |
| "original_ce_loss": 3.444, | |
| "step": 490 | |
| }, | |
| { | |
| "epoch": 2.0663728286232823, | |
| "grad_norm": 51.29483413696289, | |
| "learning_rate": 0.00018340059260297552, | |
| "loss": 109.75345458984376, | |
| "original_ce_loss": 3.4293, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 2.107855846512834, | |
| "grad_norm": 71664.6640625, | |
| "learning_rate": 0.00017088771906293497, | |
| "loss": 106.969921875, | |
| "original_ce_loss": 3.3423, | |
| "step": 510 | |
| }, | |
| { | |
| "epoch": 2.1493388644023854, | |
| "grad_norm": 40.492515563964844, | |
| "learning_rate": 0.00015852324100313608, | |
| "loss": 106.52847900390626, | |
| "original_ce_loss": 3.3285, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 2.190821882291937, | |
| "grad_norm": 43.579524993896484, | |
| "learning_rate": 0.0001463512519608304, | |
| "loss": 104.58763427734375, | |
| "original_ce_loss": 3.2678, | |
| "step": 530 | |
| }, | |
| { | |
| "epoch": 2.232304900181488, | |
| "grad_norm": 33.966487884521484, | |
| "learning_rate": 0.00013441515902927877, | |
| "loss": 104.3513916015625, | |
| "original_ce_loss": 3.2604, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 2.2737879180710396, | |
| "grad_norm": 102.76095581054688, | |
| "learning_rate": 0.00012275752806170748, | |
| "loss": 103.5652587890625, | |
| "original_ce_loss": 3.2359, | |
| "step": 550 | |
| }, | |
| { | |
| "epoch": 2.315270935960591, | |
| "grad_norm": 33.42119216918945, | |
| "learning_rate": 0.00011141993187525056, | |
| "loss": 103.26700439453126, | |
| "original_ce_loss": 3.2266, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 2.3567539538501427, | |
| "grad_norm": 28.796308517456055, | |
| "learning_rate": 0.00010044280199620206, | |
| "loss": 102.09954223632812, | |
| "original_ce_loss": 3.1901, | |
| "step": 570 | |
| }, | |
| { | |
| "epoch": 2.398236971739694, | |
| "grad_norm": 21.81608772277832, | |
| "learning_rate": 8.986528447528069e-05, | |
| "loss": 101.95626220703124, | |
| "original_ce_loss": 3.1856, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 2.4397199896292454, | |
| "grad_norm": 33.46965789794922, | |
| "learning_rate": 7.972510028708652e-05, | |
| "loss": 100.96932983398438, | |
| "original_ce_loss": 3.1548, | |
| "step": 590 | |
| }, | |
| { | |
| "epoch": 2.481203007518797, | |
| "grad_norm": 24.240360260009766, | |
| "learning_rate": 7.005841081158877e-05, | |
| "loss": 100.52698364257813, | |
| "original_ce_loss": 3.1409, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 2.5226860254083485, | |
| "grad_norm": 95.81848907470703, | |
| "learning_rate": 0.00020207311920542368, | |
| "loss": 101.27193603515624, | |
| "original_ce_loss": 3.1642, | |
| "step": 610 | |
| }, | |
| { | |
| "epoch": 2.5641690432979, | |
| "grad_norm": 50.80052947998047, | |
| "learning_rate": 0.00019340217558391255, | |
| "loss": 100.44633178710937, | |
| "original_ce_loss": 3.1384, | |
| "step": 620 | |
| }, | |
| { | |
| "epoch": 2.6056520611874516, | |
| "grad_norm": 67.34901428222656, | |
| "learning_rate": 0.00018476318415323908, | |
| "loss": 99.65368041992187, | |
| "original_ce_loss": 3.1137, | |
| "step": 630 | |
| }, | |
| { | |
| "epoch": 2.6471350790770027, | |
| "grad_norm": 44.9225959777832, | |
| "learning_rate": 0.00017617059863843596, | |
| "loss": 98.57659912109375, | |
| "original_ce_loss": 3.08, | |
| "step": 640 | |
| }, | |
| { | |
| "epoch": 2.6886180969665543, | |
| "grad_norm": 40.193748474121094, | |
| "learning_rate": 0.0001676387951237199, | |
| "loss": 98.15628662109376, | |
| "original_ce_loss": 3.0669, | |
| "step": 650 | |
| }, | |
| { | |
| "epoch": 2.730101114856106, | |
| "grad_norm": 37.45283126831055, | |
| "learning_rate": 0.00015918204800014976, | |
| "loss": 97.65645141601563, | |
| "original_ce_loss": 3.0512, | |
| "step": 660 | |
| }, | |
| { | |
| "epoch": 2.7715841327456574, | |
| "grad_norm": 32.841346740722656, | |
| "learning_rate": 0.00015081450608342678, | |
| "loss": 97.17821655273437, | |
| "original_ce_loss": 3.0363, | |
| "step": 670 | |
| }, | |
| { | |
| "epoch": 2.8130671506352085, | |
| "grad_norm": 38.73606872558594, | |
| "learning_rate": 0.0001425501689417917, | |
| "loss": 96.53353881835938, | |
| "original_ce_loss": 3.0162, | |
| "step": 680 | |
| }, | |
| { | |
| "epoch": 2.85455016852476, | |
| "grad_norm": 39.93632507324219, | |
| "learning_rate": 0.00013440286347362552, | |
| "loss": 96.160009765625, | |
| "original_ce_loss": 3.0045, | |
| "step": 690 | |
| }, | |
| { | |
| "epoch": 2.8960331864143116, | |
| "grad_norm": 32.806663513183594, | |
| "learning_rate": 0.00012638622077393966, | |
| "loss": 95.5531005859375, | |
| "original_ce_loss": 2.9855, | |
| "step": 700 | |
| }, | |
| { | |
| "epoch": 2.937516204303863, | |
| "grad_norm": 36.611412048339844, | |
| "learning_rate": 0.00011851365332846226, | |
| "loss": 95.086572265625, | |
| "original_ce_loss": 2.9709, | |
| "step": 710 | |
| }, | |
| { | |
| "epoch": 2.9789992221934147, | |
| "grad_norm": 33.177825927734375, | |
| "learning_rate": 0.00011079833257347411, | |
| "loss": 94.63262939453125, | |
| "original_ce_loss": 2.9568, | |
| "step": 720 | |
| }, | |
| { | |
| "epoch": 3.016593207155821, | |
| "grad_norm": 36.173824310302734, | |
| "learning_rate": 0.0001032531668589404, | |
| "loss": 85.64888916015624, | |
| "original_ce_loss": 2.9529, | |
| "step": 730 | |
| }, | |
| { | |
| "epoch": 3.058076225045372, | |
| "grad_norm": 28.60649871826172, | |
| "learning_rate": 9.589077985180664e-05, | |
| "loss": 93.87921752929688, | |
| "original_ce_loss": 2.9332, | |
| "step": 740 | |
| }, | |
| { | |
| "epoch": 3.0995592429349235, | |
| "grad_norm": 28.834732055664062, | |
| "learning_rate": 8.872348941559206e-05, | |
| "loss": 93.64618530273438, | |
| "original_ce_loss": 2.9259, | |
| "step": 750 | |
| }, | |
| { | |
| "epoch": 3.141042260824475, | |
| "grad_norm": 26.154630661010742, | |
| "learning_rate": 8.176328700161682e-05, | |
| "loss": 93.3215087890625, | |
| "original_ce_loss": 2.9158, | |
| "step": 760 | |
| }, | |
| { | |
| "epoch": 3.1825252787140266, | |
| "grad_norm": 21.94171714782715, | |
| "learning_rate": 7.502181758634282e-05, | |
| "loss": 92.95552368164063, | |
| "original_ce_loss": 2.9043, | |
| "step": 770 | |
| }, | |
| { | |
| "epoch": 3.2240082966035777, | |
| "grad_norm": 21.436670303344727, | |
| "learning_rate": 6.85103601883949e-05, | |
| "loss": 92.64935302734375, | |
| "original_ce_loss": 2.8948, | |
| "step": 780 | |
| }, | |
| { | |
| "epoch": 3.2654913144931292, | |
| "grad_norm": 30.240144729614258, | |
| "learning_rate": 6.223980899785866e-05, | |
| "loss": 92.23059692382813, | |
| "original_ce_loss": 2.8817, | |
| "step": 790 | |
| }, | |
| { | |
| "epoch": 3.306974332382681, | |
| "grad_norm": 23.84362030029297, | |
| "learning_rate": 5.6220655149427304e-05, | |
| "loss": 92.1412109375, | |
| "original_ce_loss": 2.8789, | |
| "step": 800 | |
| }, | |
| { | |
| "epoch": 3.3484573502722323, | |
| "grad_norm": 21.698253631591797, | |
| "learning_rate": 5.046296916989253e-05, | |
| "loss": 91.54824829101562, | |
| "original_ce_loss": 2.8604, | |
| "step": 810 | |
| }, | |
| { | |
| "epoch": 3.389940368161784, | |
| "grad_norm": 23.564599990844727, | |
| "learning_rate": 4.4976384129346174e-05, | |
| "loss": 91.6310791015625, | |
| "original_ce_loss": 2.863, | |
| "step": 820 | |
| }, | |
| { | |
| "epoch": 3.4314233860513355, | |
| "grad_norm": 24.447463989257812, | |
| "learning_rate": 3.977007952428178e-05, | |
| "loss": 91.59302368164063, | |
| "original_ce_loss": 2.8618, | |
| "step": 830 | |
| }, | |
| { | |
| "epoch": 3.4729064039408866, | |
| "grad_norm": 21.460962295532227, | |
| "learning_rate": 3.4852765919561326e-05, | |
| "loss": 91.24329223632813, | |
| "original_ce_loss": 2.8508, | |
| "step": 840 | |
| }, | |
| { | |
| "epoch": 3.514389421830438, | |
| "grad_norm": 30.3817081451416, | |
| "learning_rate": 3.0232670374942198e-05, | |
| "loss": 91.34154052734375, | |
| "original_ce_loss": 2.8539, | |
| "step": 850 | |
| }, | |
| { | |
| "epoch": 3.5558724397199897, | |
| "grad_norm": 21.52365493774414, | |
| "learning_rate": 2.5917522680546684e-05, | |
| "loss": 91.03560180664063, | |
| "original_ce_loss": 2.8444, | |
| "step": 860 | |
| }, | |
| { | |
| "epoch": 3.5973554576095412, | |
| "grad_norm": 17.532127380371094, | |
| "learning_rate": 2.1914542424303743e-05, | |
| "loss": 90.83184204101562, | |
| "original_ce_loss": 2.838, | |
| "step": 870 | |
| }, | |
| { | |
| "epoch": 3.6388384754990923, | |
| "grad_norm": 16.354034423828125, | |
| "learning_rate": 1.8230426912999726e-05, | |
| "loss": 90.87573852539063, | |
| "original_ce_loss": 2.8394, | |
| "step": 880 | |
| }, | |
| { | |
| "epoch": 3.680321493388644, | |
| "grad_norm": 16.013717651367188, | |
| "learning_rate": 1.4871339967147433e-05, | |
| "loss": 90.69482421875, | |
| "original_ce_loss": 2.8337, | |
| "step": 890 | |
| }, | |
| { | |
| "epoch": 3.7218045112781954, | |
| "grad_norm": 14.059792518615723, | |
| "learning_rate": 1.1842901608420243e-05, | |
| "loss": 90.68497924804687, | |
| "original_ce_loss": 2.8334, | |
| "step": 900 | |
| }, | |
| { | |
| "epoch": 3.763287529167747, | |
| "grad_norm": 16.36054229736328, | |
| "learning_rate": 9.150178656905624e-06, | |
| "loss": 90.73485107421875, | |
| "original_ce_loss": 2.835, | |
| "step": 910 | |
| }, | |
| { | |
| "epoch": 3.8047705470572986, | |
| "grad_norm": 13.24664306640625, | |
| "learning_rate": 6.797676253908929e-06, | |
| "loss": 90.66685180664062, | |
| "original_ce_loss": 2.8328, | |
| "step": 920 | |
| }, | |
| { | |
| "epoch": 3.84625356494685, | |
| "grad_norm": 14.047493934631348, | |
| "learning_rate": 4.789330324490995e-06, | |
| "loss": 90.6063720703125, | |
| "original_ce_loss": 2.8309, | |
| "step": 930 | |
| }, | |
| { | |
| "epoch": 3.8877365828364012, | |
| "grad_norm": 13.237540245056152, | |
| "learning_rate": 3.12850099234999e-06, | |
| "loss": 90.53909301757812, | |
| "original_ce_loss": 2.8288, | |
| "step": 940 | |
| }, | |
| { | |
| "epoch": 3.9292196007259528, | |
| "grad_norm": 13.06207275390625, | |
| "learning_rate": 1.8179669580652937e-06, | |
| "loss": 90.23057861328125, | |
| "original_ce_loss": 2.8192, | |
| "step": 950 | |
| }, | |
| { | |
| "epoch": 3.9707026186155043, | |
| "grad_norm": 13.120635032653809, | |
| "learning_rate": 8.599208501086114e-07, | |
| "loss": 90.44099731445313, | |
| "original_ce_loss": 2.8258, | |
| "step": 960 | |
| } | |
| ], | |
| "logging_steps": 10, | |
| "max_steps": 968, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 4, | |
| "save_steps": 200, | |
| "stateful_callbacks": { | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": true, | |
| "should_training_stop": true | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 7.84394310560809e+16, | |
| "train_batch_size": 64, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |