Text Generation
PEFT
Safetensors
Transformers
lora
sft
unsloth
biomedical
phenotype-recognition
conversational
Instructions to use yctao/AutoPCR_entitylinker with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use yctao/AutoPCR_entitylinker with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("/nfs/turbo/umms-drjieliu/usr/yctao/HF_HOME/hub/models--unsloth--Qwen3-30B-A3B-Instruct-2507/snapshots/41d47883cd854ab6d119fb7cba6e9ed3511886e2") model = PeftModel.from_pretrained(base_model, "yctao/AutoPCR_entitylinker") - Transformers
How to use yctao/AutoPCR_entitylinker with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="yctao/AutoPCR_entitylinker") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("yctao/AutoPCR_entitylinker", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use yctao/AutoPCR_entitylinker with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "yctao/AutoPCR_entitylinker" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "yctao/AutoPCR_entitylinker", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/yctao/AutoPCR_entitylinker
- SGLang
How to use yctao/AutoPCR_entitylinker 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 "yctao/AutoPCR_entitylinker" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "yctao/AutoPCR_entitylinker", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "yctao/AutoPCR_entitylinker" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "yctao/AutoPCR_entitylinker", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Unsloth Studio
How to use yctao/AutoPCR_entitylinker with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for yctao/AutoPCR_entitylinker to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for yctao/AutoPCR_entitylinker to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for yctao/AutoPCR_entitylinker to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="yctao/AutoPCR_entitylinker", max_seq_length=2048, ) - Docker Model Runner
How to use yctao/AutoPCR_entitylinker with Docker Model Runner:
docker model run hf.co/yctao/AutoPCR_entitylinker
| { | |
| "best_global_step": null, | |
| "best_metric": null, | |
| "best_model_checkpoint": null, | |
| "epoch": 1.0, | |
| "eval_steps": 500, | |
| "global_step": 165, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.0060790273556231, | |
| "grad_norm": 1.133876085281372, | |
| "learning_rate": 0.0, | |
| "loss": 2.3054, | |
| "step": 1 | |
| }, | |
| { | |
| "epoch": 0.0121580547112462, | |
| "grad_norm": 1.1317460536956787, | |
| "learning_rate": 4e-05, | |
| "loss": 2.3129, | |
| "step": 2 | |
| }, | |
| { | |
| "epoch": 0.0182370820668693, | |
| "grad_norm": 1.030227780342102, | |
| "learning_rate": 8e-05, | |
| "loss": 2.2997, | |
| "step": 3 | |
| }, | |
| { | |
| "epoch": 0.0243161094224924, | |
| "grad_norm": 0.7727698087692261, | |
| "learning_rate": 0.00012, | |
| "loss": 2.0895, | |
| "step": 4 | |
| }, | |
| { | |
| "epoch": 0.030395136778115502, | |
| "grad_norm": 0.6157111525535583, | |
| "learning_rate": 0.00016, | |
| "loss": 1.9285, | |
| "step": 5 | |
| }, | |
| { | |
| "epoch": 0.0364741641337386, | |
| "grad_norm": 0.45515450835227966, | |
| "learning_rate": 0.0002, | |
| "loss": 1.6672, | |
| "step": 6 | |
| }, | |
| { | |
| "epoch": 0.0425531914893617, | |
| "grad_norm": 0.3927247226238251, | |
| "learning_rate": 0.0001999953280342959, | |
| "loss": 1.4969, | |
| "step": 7 | |
| }, | |
| { | |
| "epoch": 0.0486322188449848, | |
| "grad_norm": 0.36588212847709656, | |
| "learning_rate": 0.00019998131257372876, | |
| "loss": 1.3842, | |
| "step": 8 | |
| }, | |
| { | |
| "epoch": 0.0547112462006079, | |
| "grad_norm": 0.29039424657821655, | |
| "learning_rate": 0.0001999579549278937, | |
| "loss": 1.2499, | |
| "step": 9 | |
| }, | |
| { | |
| "epoch": 0.060790273556231005, | |
| "grad_norm": 0.279226690530777, | |
| "learning_rate": 0.00019992525727931303, | |
| "loss": 1.1685, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.0668693009118541, | |
| "grad_norm": 0.272398978471756, | |
| "learning_rate": 0.00019988322268323268, | |
| "loss": 1.0638, | |
| "step": 11 | |
| }, | |
| { | |
| "epoch": 0.0729483282674772, | |
| "grad_norm": 0.24636079370975494, | |
| "learning_rate": 0.0001998318550673364, | |
| "loss": 0.9584, | |
| "step": 12 | |
| }, | |
| { | |
| "epoch": 0.0790273556231003, | |
| "grad_norm": 0.22141209244728088, | |
| "learning_rate": 0.00019977115923137912, | |
| "loss": 0.9138, | |
| "step": 13 | |
| }, | |
| { | |
| "epoch": 0.0851063829787234, | |
| "grad_norm": 0.17475497722625732, | |
| "learning_rate": 0.00019970114084673796, | |
| "loss": 0.8515, | |
| "step": 14 | |
| }, | |
| { | |
| "epoch": 0.0911854103343465, | |
| "grad_norm": 0.15117621421813965, | |
| "learning_rate": 0.0001996218064558829, | |
| "loss": 0.8233, | |
| "step": 15 | |
| }, | |
| { | |
| "epoch": 0.0972644376899696, | |
| "grad_norm": 0.11647526919841766, | |
| "learning_rate": 0.00019953316347176488, | |
| "loss": 0.8347, | |
| "step": 16 | |
| }, | |
| { | |
| "epoch": 0.1033434650455927, | |
| "grad_norm": 0.10608438402414322, | |
| "learning_rate": 0.00019943522017712358, | |
| "loss": 0.7888, | |
| "step": 17 | |
| }, | |
| { | |
| "epoch": 0.1094224924012158, | |
| "grad_norm": 0.10528700798749924, | |
| "learning_rate": 0.0001993279857237133, | |
| "loss": 0.7655, | |
| "step": 18 | |
| }, | |
| { | |
| "epoch": 0.11550151975683891, | |
| "grad_norm": 0.09133293479681015, | |
| "learning_rate": 0.0001992114701314478, | |
| "loss": 0.7585, | |
| "step": 19 | |
| }, | |
| { | |
| "epoch": 0.12158054711246201, | |
| "grad_norm": 0.09861589223146439, | |
| "learning_rate": 0.0001990856842874641, | |
| "loss": 0.7616, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 0.1276595744680851, | |
| "grad_norm": 0.07328511029481888, | |
| "learning_rate": 0.0001989506399451051, | |
| "loss": 0.746, | |
| "step": 21 | |
| }, | |
| { | |
| "epoch": 0.1337386018237082, | |
| "grad_norm": 0.08320208638906479, | |
| "learning_rate": 0.00019880634972282166, | |
| "loss": 0.729, | |
| "step": 22 | |
| }, | |
| { | |
| "epoch": 0.1398176291793313, | |
| "grad_norm": 0.08053930848836899, | |
| "learning_rate": 0.0001986528271029931, | |
| "loss": 0.7052, | |
| "step": 23 | |
| }, | |
| { | |
| "epoch": 0.1458966565349544, | |
| "grad_norm": 0.08553291857242584, | |
| "learning_rate": 0.00019849008643066772, | |
| "loss": 0.7167, | |
| "step": 24 | |
| }, | |
| { | |
| "epoch": 0.1519756838905775, | |
| "grad_norm": 0.07856528460979462, | |
| "learning_rate": 0.00019831814291222232, | |
| "loss": 0.707, | |
| "step": 25 | |
| }, | |
| { | |
| "epoch": 0.1580547112462006, | |
| "grad_norm": 0.0697573572397232, | |
| "learning_rate": 0.00019813701261394136, | |
| "loss": 0.706, | |
| "step": 26 | |
| }, | |
| { | |
| "epoch": 0.1641337386018237, | |
| "grad_norm": 0.07752593606710434, | |
| "learning_rate": 0.0001979467124605156, | |
| "loss": 0.702, | |
| "step": 27 | |
| }, | |
| { | |
| "epoch": 0.1702127659574468, | |
| "grad_norm": 0.06536618620157242, | |
| "learning_rate": 0.0001977472602334609, | |
| "loss": 0.6612, | |
| "step": 28 | |
| }, | |
| { | |
| "epoch": 0.1762917933130699, | |
| "grad_norm": 0.061260443180799484, | |
| "learning_rate": 0.0001975386745694565, | |
| "loss": 0.6432, | |
| "step": 29 | |
| }, | |
| { | |
| "epoch": 0.182370820668693, | |
| "grad_norm": 0.04959681257605553, | |
| "learning_rate": 0.00019732097495860386, | |
| "loss": 0.6545, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 0.1884498480243161, | |
| "grad_norm": 0.05118938162922859, | |
| "learning_rate": 0.0001970941817426052, | |
| "loss": 0.6564, | |
| "step": 31 | |
| }, | |
| { | |
| "epoch": 0.1945288753799392, | |
| "grad_norm": 0.05098890885710716, | |
| "learning_rate": 0.0001968583161128631, | |
| "loss": 0.6751, | |
| "step": 32 | |
| }, | |
| { | |
| "epoch": 0.2006079027355623, | |
| "grad_norm": 0.049598027020692825, | |
| "learning_rate": 0.00019661340010850026, | |
| "loss": 0.6582, | |
| "step": 33 | |
| }, | |
| { | |
| "epoch": 0.2066869300911854, | |
| "grad_norm": 0.052051279693841934, | |
| "learning_rate": 0.00019635945661430006, | |
| "loss": 0.6279, | |
| "step": 34 | |
| }, | |
| { | |
| "epoch": 0.2127659574468085, | |
| "grad_norm": 0.04154731333255768, | |
| "learning_rate": 0.00019609650935856844, | |
| "loss": 0.6344, | |
| "step": 35 | |
| }, | |
| { | |
| "epoch": 0.2188449848024316, | |
| "grad_norm": 0.045474398881196976, | |
| "learning_rate": 0.00019582458291091663, | |
| "loss": 0.6195, | |
| "step": 36 | |
| }, | |
| { | |
| "epoch": 0.22492401215805471, | |
| "grad_norm": 0.04392531141638756, | |
| "learning_rate": 0.00019554370267996538, | |
| "loss": 0.6394, | |
| "step": 37 | |
| }, | |
| { | |
| "epoch": 0.23100303951367782, | |
| "grad_norm": 0.04103963077068329, | |
| "learning_rate": 0.0001952538949109708, | |
| "loss": 0.6334, | |
| "step": 38 | |
| }, | |
| { | |
| "epoch": 0.23708206686930092, | |
| "grad_norm": 0.042054690420627594, | |
| "learning_rate": 0.00019495518668337201, | |
| "loss": 0.6239, | |
| "step": 39 | |
| }, | |
| { | |
| "epoch": 0.24316109422492402, | |
| "grad_norm": 0.0393654890358448, | |
| "learning_rate": 0.00019464760590826098, | |
| "loss": 0.6054, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 0.24924012158054712, | |
| "grad_norm": 0.042832907289266586, | |
| "learning_rate": 0.0001943311813257743, | |
| "loss": 0.5769, | |
| "step": 41 | |
| }, | |
| { | |
| "epoch": 0.2553191489361702, | |
| "grad_norm": 0.03982216864824295, | |
| "learning_rate": 0.00019400594250240798, | |
| "loss": 0.5921, | |
| "step": 42 | |
| }, | |
| { | |
| "epoch": 0.2613981762917933, | |
| "grad_norm": 0.03954484313726425, | |
| "learning_rate": 0.0001936719198282545, | |
| "loss": 0.5976, | |
| "step": 43 | |
| }, | |
| { | |
| "epoch": 0.2674772036474164, | |
| "grad_norm": 0.042563363909721375, | |
| "learning_rate": 0.00019332914451416347, | |
| "loss": 0.6016, | |
| "step": 44 | |
| }, | |
| { | |
| "epoch": 0.2735562310030395, | |
| "grad_norm": 0.04000777006149292, | |
| "learning_rate": 0.00019297764858882514, | |
| "loss": 0.5822, | |
| "step": 45 | |
| }, | |
| { | |
| "epoch": 0.2796352583586626, | |
| "grad_norm": 0.04084771126508713, | |
| "learning_rate": 0.00019261746489577765, | |
| "loss": 0.6122, | |
| "step": 46 | |
| }, | |
| { | |
| "epoch": 0.2857142857142857, | |
| "grad_norm": 0.040883008390665054, | |
| "learning_rate": 0.00019224862709033824, | |
| "loss": 0.5898, | |
| "step": 47 | |
| }, | |
| { | |
| "epoch": 0.2917933130699088, | |
| "grad_norm": 0.04313352331519127, | |
| "learning_rate": 0.00019187116963645842, | |
| "loss": 0.5852, | |
| "step": 48 | |
| }, | |
| { | |
| "epoch": 0.2978723404255319, | |
| "grad_norm": 0.04391175135970116, | |
| "learning_rate": 0.00019148512780350384, | |
| "loss": 0.5901, | |
| "step": 49 | |
| }, | |
| { | |
| "epoch": 0.303951367781155, | |
| "grad_norm": 0.041302260011434555, | |
| "learning_rate": 0.0001910905376629585, | |
| "loss": 0.5725, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.3100303951367781, | |
| "grad_norm": 0.044717274606227875, | |
| "learning_rate": 0.00019068743608505455, | |
| "loss": 0.5396, | |
| "step": 51 | |
| }, | |
| { | |
| "epoch": 0.3161094224924012, | |
| "grad_norm": 0.04290296137332916, | |
| "learning_rate": 0.0001902758607353269, | |
| "loss": 0.5888, | |
| "step": 52 | |
| }, | |
| { | |
| "epoch": 0.3221884498480243, | |
| "grad_norm": 0.04425125569105148, | |
| "learning_rate": 0.0001898558500710939, | |
| "loss": 0.5614, | |
| "step": 53 | |
| }, | |
| { | |
| "epoch": 0.3282674772036474, | |
| "grad_norm": 0.047949157655239105, | |
| "learning_rate": 0.00018942744333786397, | |
| "loss": 0.5434, | |
| "step": 54 | |
| }, | |
| { | |
| "epoch": 0.3343465045592705, | |
| "grad_norm": 0.0461716391146183, | |
| "learning_rate": 0.0001889906805656684, | |
| "loss": 0.5788, | |
| "step": 55 | |
| }, | |
| { | |
| "epoch": 0.3404255319148936, | |
| "grad_norm": 0.04746852442622185, | |
| "learning_rate": 0.000188545602565321, | |
| "loss": 0.5431, | |
| "step": 56 | |
| }, | |
| { | |
| "epoch": 0.3465045592705167, | |
| "grad_norm": 0.04825344309210777, | |
| "learning_rate": 0.00018809225092460488, | |
| "loss": 0.5372, | |
| "step": 57 | |
| }, | |
| { | |
| "epoch": 0.3525835866261398, | |
| "grad_norm": 0.046712443232536316, | |
| "learning_rate": 0.00018763066800438636, | |
| "loss": 0.5721, | |
| "step": 58 | |
| }, | |
| { | |
| "epoch": 0.3586626139817629, | |
| "grad_norm": 0.045053232461214066, | |
| "learning_rate": 0.00018716089693465696, | |
| "loss": 0.5632, | |
| "step": 59 | |
| }, | |
| { | |
| "epoch": 0.364741641337386, | |
| "grad_norm": 0.04859543964266777, | |
| "learning_rate": 0.00018668298161050309, | |
| "loss": 0.579, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 0.3708206686930091, | |
| "grad_norm": 0.05270425230264664, | |
| "learning_rate": 0.00018619696668800492, | |
| "loss": 0.5625, | |
| "step": 61 | |
| }, | |
| { | |
| "epoch": 0.3768996960486322, | |
| "grad_norm": 0.05261973291635513, | |
| "learning_rate": 0.00018570289758006346, | |
| "loss": 0.5377, | |
| "step": 62 | |
| }, | |
| { | |
| "epoch": 0.3829787234042553, | |
| "grad_norm": 0.04979139566421509, | |
| "learning_rate": 0.0001852008204521572, | |
| "loss": 0.5403, | |
| "step": 63 | |
| }, | |
| { | |
| "epoch": 0.3890577507598784, | |
| "grad_norm": 0.05422956123948097, | |
| "learning_rate": 0.0001846907822180286, | |
| "loss": 0.5251, | |
| "step": 64 | |
| }, | |
| { | |
| "epoch": 0.3951367781155015, | |
| "grad_norm": 0.057373154908418655, | |
| "learning_rate": 0.00018417283053530044, | |
| "loss": 0.5237, | |
| "step": 65 | |
| }, | |
| { | |
| "epoch": 0.4012158054711246, | |
| "grad_norm": 0.054097920656204224, | |
| "learning_rate": 0.00018364701380102266, | |
| "loss": 0.5083, | |
| "step": 66 | |
| }, | |
| { | |
| "epoch": 0.4072948328267477, | |
| "grad_norm": 0.05596352368593216, | |
| "learning_rate": 0.0001831133811471503, | |
| "loss": 0.5185, | |
| "step": 67 | |
| }, | |
| { | |
| "epoch": 0.4133738601823708, | |
| "grad_norm": 0.054655492305755615, | |
| "learning_rate": 0.0001825719824359524, | |
| "loss": 0.5103, | |
| "step": 68 | |
| }, | |
| { | |
| "epoch": 0.4194528875379939, | |
| "grad_norm": 0.056628547608852386, | |
| "learning_rate": 0.0001820228682553533, | |
| "loss": 0.5402, | |
| "step": 69 | |
| }, | |
| { | |
| "epoch": 0.425531914893617, | |
| "grad_norm": 0.058673664927482605, | |
| "learning_rate": 0.00018146608991420534, | |
| "loss": 0.5156, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 0.4316109422492401, | |
| "grad_norm": 0.0580279715359211, | |
| "learning_rate": 0.00018090169943749476, | |
| "loss": 0.5077, | |
| "step": 71 | |
| }, | |
| { | |
| "epoch": 0.4376899696048632, | |
| "grad_norm": 0.06008626148104668, | |
| "learning_rate": 0.00018032974956148063, | |
| "loss": 0.4982, | |
| "step": 72 | |
| }, | |
| { | |
| "epoch": 0.44376899696048633, | |
| "grad_norm": 0.06102442368865013, | |
| "learning_rate": 0.00017975029372876706, | |
| "loss": 0.5117, | |
| "step": 73 | |
| }, | |
| { | |
| "epoch": 0.44984802431610943, | |
| "grad_norm": 0.061185382306575775, | |
| "learning_rate": 0.0001791633860833096, | |
| "loss": 0.4933, | |
| "step": 74 | |
| }, | |
| { | |
| "epoch": 0.45592705167173253, | |
| "grad_norm": 0.06262445449829102, | |
| "learning_rate": 0.00017856908146535603, | |
| "loss": 0.4907, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 0.46200607902735563, | |
| "grad_norm": 0.06194239482283592, | |
| "learning_rate": 0.00017796743540632223, | |
| "loss": 0.4722, | |
| "step": 76 | |
| }, | |
| { | |
| "epoch": 0.46808510638297873, | |
| "grad_norm": 0.06256049871444702, | |
| "learning_rate": 0.00017735850412360331, | |
| "loss": 0.4935, | |
| "step": 77 | |
| }, | |
| { | |
| "epoch": 0.47416413373860183, | |
| "grad_norm": 0.06734279543161392, | |
| "learning_rate": 0.00017674234451532065, | |
| "loss": 0.4767, | |
| "step": 78 | |
| }, | |
| { | |
| "epoch": 0.48024316109422494, | |
| "grad_norm": 0.06772830337285995, | |
| "learning_rate": 0.00017611901415500535, | |
| "loss": 0.4915, | |
| "step": 79 | |
| }, | |
| { | |
| "epoch": 0.48632218844984804, | |
| "grad_norm": 0.06995881348848343, | |
| "learning_rate": 0.00017548857128621875, | |
| "loss": 0.4723, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 0.49240121580547114, | |
| "grad_norm": 0.06601176410913467, | |
| "learning_rate": 0.00017485107481711012, | |
| "loss": 0.4831, | |
| "step": 81 | |
| }, | |
| { | |
| "epoch": 0.49848024316109424, | |
| "grad_norm": 0.06836414337158203, | |
| "learning_rate": 0.00017420658431491223, | |
| "loss": 0.4585, | |
| "step": 82 | |
| }, | |
| { | |
| "epoch": 0.5045592705167173, | |
| "grad_norm": 0.06948156654834747, | |
| "learning_rate": 0.00017355516000037554, | |
| "loss": 0.4624, | |
| "step": 83 | |
| }, | |
| { | |
| "epoch": 0.5106382978723404, | |
| "grad_norm": 0.06856788694858551, | |
| "learning_rate": 0.00017289686274214118, | |
| "loss": 0.4497, | |
| "step": 84 | |
| }, | |
| { | |
| "epoch": 0.5167173252279635, | |
| "grad_norm": 0.07304105907678604, | |
| "learning_rate": 0.0001722317540510534, | |
| "loss": 0.4697, | |
| "step": 85 | |
| }, | |
| { | |
| "epoch": 0.5227963525835866, | |
| "grad_norm": 0.07297949492931366, | |
| "learning_rate": 0.00017155989607441213, | |
| "loss": 0.4376, | |
| "step": 86 | |
| }, | |
| { | |
| "epoch": 0.5288753799392097, | |
| "grad_norm": 0.07408228516578674, | |
| "learning_rate": 0.00017088135159016584, | |
| "loss": 0.4493, | |
| "step": 87 | |
| }, | |
| { | |
| "epoch": 0.5349544072948328, | |
| "grad_norm": 0.07207636535167694, | |
| "learning_rate": 0.00017019618400104572, | |
| "loss": 0.4612, | |
| "step": 88 | |
| }, | |
| { | |
| "epoch": 0.541033434650456, | |
| "grad_norm": 0.07454758137464523, | |
| "learning_rate": 0.00016950445732864127, | |
| "loss": 0.4123, | |
| "step": 89 | |
| }, | |
| { | |
| "epoch": 0.547112462006079, | |
| "grad_norm": 0.07566685974597931, | |
| "learning_rate": 0.00016880623620741842, | |
| "loss": 0.4632, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 0.5531914893617021, | |
| "grad_norm": 0.07650725543498993, | |
| "learning_rate": 0.00016810158587867973, | |
| "loss": 0.4153, | |
| "step": 91 | |
| }, | |
| { | |
| "epoch": 0.5592705167173252, | |
| "grad_norm": 0.07634485512971878, | |
| "learning_rate": 0.0001673905721844686, | |
| "loss": 0.4402, | |
| "step": 92 | |
| }, | |
| { | |
| "epoch": 0.5653495440729484, | |
| "grad_norm": 0.07571671158075333, | |
| "learning_rate": 0.00016667326156141692, | |
| "loss": 0.4308, | |
| "step": 93 | |
| }, | |
| { | |
| "epoch": 0.5714285714285714, | |
| "grad_norm": 0.08016683161258698, | |
| "learning_rate": 0.00016594972103453726, | |
| "loss": 0.4213, | |
| "step": 94 | |
| }, | |
| { | |
| "epoch": 0.5775075987841946, | |
| "grad_norm": 0.07403143495321274, | |
| "learning_rate": 0.0001652200182109602, | |
| "loss": 0.4485, | |
| "step": 95 | |
| }, | |
| { | |
| "epoch": 0.5835866261398176, | |
| "grad_norm": 0.08598003536462784, | |
| "learning_rate": 0.00016448422127361706, | |
| "loss": 0.4044, | |
| "step": 96 | |
| }, | |
| { | |
| "epoch": 0.5896656534954408, | |
| "grad_norm": 0.0837491899728775, | |
| "learning_rate": 0.000163742398974869, | |
| "loss": 0.3965, | |
| "step": 97 | |
| }, | |
| { | |
| "epoch": 0.5957446808510638, | |
| "grad_norm": 0.08433262258768082, | |
| "learning_rate": 0.00016299462063008272, | |
| "loss": 0.4267, | |
| "step": 98 | |
| }, | |
| { | |
| "epoch": 0.601823708206687, | |
| "grad_norm": 0.07738591730594635, | |
| "learning_rate": 0.00016224095611115384, | |
| "loss": 0.4175, | |
| "step": 99 | |
| }, | |
| { | |
| "epoch": 0.60790273556231, | |
| "grad_norm": 0.08330941945314407, | |
| "learning_rate": 0.00016148147583997812, | |
| "loss": 0.4324, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.6139817629179332, | |
| "grad_norm": 0.08629601448774338, | |
| "learning_rate": 0.00016071625078187114, | |
| "loss": 0.3949, | |
| "step": 101 | |
| }, | |
| { | |
| "epoch": 0.6200607902735562, | |
| "grad_norm": 0.08496759831905365, | |
| "learning_rate": 0.0001599453524389374, | |
| "loss": 0.4181, | |
| "step": 102 | |
| }, | |
| { | |
| "epoch": 0.6261398176291794, | |
| "grad_norm": 0.08593132346868515, | |
| "learning_rate": 0.00015916885284338937, | |
| "loss": 0.3979, | |
| "step": 103 | |
| }, | |
| { | |
| "epoch": 0.6322188449848024, | |
| "grad_norm": 0.08198531717061996, | |
| "learning_rate": 0.00015838682455081657, | |
| "loss": 0.396, | |
| "step": 104 | |
| }, | |
| { | |
| "epoch": 0.6382978723404256, | |
| "grad_norm": 0.08349744975566864, | |
| "learning_rate": 0.00015759934063340627, | |
| "loss": 0.3773, | |
| "step": 105 | |
| }, | |
| { | |
| "epoch": 0.6443768996960486, | |
| "grad_norm": 0.08445355296134949, | |
| "learning_rate": 0.00015680647467311557, | |
| "loss": 0.3946, | |
| "step": 106 | |
| }, | |
| { | |
| "epoch": 0.6504559270516718, | |
| "grad_norm": 0.0808950737118721, | |
| "learning_rate": 0.00015600830075479603, | |
| "loss": 0.3926, | |
| "step": 107 | |
| }, | |
| { | |
| "epoch": 0.6565349544072948, | |
| "grad_norm": 0.08728586137294769, | |
| "learning_rate": 0.00015520489345927096, | |
| "loss": 0.4248, | |
| "step": 108 | |
| }, | |
| { | |
| "epoch": 0.662613981762918, | |
| "grad_norm": 0.08645470440387726, | |
| "learning_rate": 0.00015439632785636706, | |
| "loss": 0.4051, | |
| "step": 109 | |
| }, | |
| { | |
| "epoch": 0.668693009118541, | |
| "grad_norm": 0.07910045236349106, | |
| "learning_rate": 0.00015358267949789966, | |
| "loss": 0.4167, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 0.6747720364741642, | |
| "grad_norm": 0.08322255313396454, | |
| "learning_rate": 0.0001527640244106133, | |
| "loss": 0.3842, | |
| "step": 111 | |
| }, | |
| { | |
| "epoch": 0.6808510638297872, | |
| "grad_norm": 0.07981768995523453, | |
| "learning_rate": 0.00015194043908907775, | |
| "loss": 0.3942, | |
| "step": 112 | |
| }, | |
| { | |
| "epoch": 0.6869300911854104, | |
| "grad_norm": 0.08817645907402039, | |
| "learning_rate": 0.00015111200048854056, | |
| "loss": 0.3739, | |
| "step": 113 | |
| }, | |
| { | |
| "epoch": 0.6930091185410334, | |
| "grad_norm": 0.09770014137029648, | |
| "learning_rate": 0.00015027878601773633, | |
| "loss": 0.3781, | |
| "step": 114 | |
| }, | |
| { | |
| "epoch": 0.6990881458966566, | |
| "grad_norm": 0.09042941778898239, | |
| "learning_rate": 0.0001494408735316537, | |
| "loss": 0.3897, | |
| "step": 115 | |
| }, | |
| { | |
| "epoch": 0.7051671732522796, | |
| "grad_norm": 0.08232049643993378, | |
| "learning_rate": 0.0001485983413242606, | |
| "loss": 0.3566, | |
| "step": 116 | |
| }, | |
| { | |
| "epoch": 0.7112462006079028, | |
| "grad_norm": 0.08187402784824371, | |
| "learning_rate": 0.00014775126812118864, | |
| "loss": 0.3559, | |
| "step": 117 | |
| }, | |
| { | |
| "epoch": 0.7173252279635258, | |
| "grad_norm": 0.08564823865890503, | |
| "learning_rate": 0.00014689973307237687, | |
| "loss": 0.37, | |
| "step": 118 | |
| }, | |
| { | |
| "epoch": 0.723404255319149, | |
| "grad_norm": 0.09082309901714325, | |
| "learning_rate": 0.00014604381574467615, | |
| "loss": 0.3962, | |
| "step": 119 | |
| }, | |
| { | |
| "epoch": 0.729483282674772, | |
| "grad_norm": 0.09014427661895752, | |
| "learning_rate": 0.0001451835961144145, | |
| "loss": 0.3391, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 0.7355623100303952, | |
| "grad_norm": 0.08382211625576019, | |
| "learning_rate": 0.00014431915455992414, | |
| "loss": 0.3547, | |
| "step": 121 | |
| }, | |
| { | |
| "epoch": 0.7416413373860182, | |
| "grad_norm": 0.08397499471902847, | |
| "learning_rate": 0.000143450571854031, | |
| "loss": 0.3479, | |
| "step": 122 | |
| }, | |
| { | |
| "epoch": 0.7477203647416414, | |
| "grad_norm": 0.08822325617074966, | |
| "learning_rate": 0.00014257792915650728, | |
| "loss": 0.3824, | |
| "step": 123 | |
| }, | |
| { | |
| "epoch": 0.7537993920972644, | |
| "grad_norm": 0.08629824221134186, | |
| "learning_rate": 0.00014170130800648814, | |
| "loss": 0.3548, | |
| "step": 124 | |
| }, | |
| { | |
| "epoch": 0.7598784194528876, | |
| "grad_norm": 0.09454140067100525, | |
| "learning_rate": 0.0001408207903148525, | |
| "loss": 0.3524, | |
| "step": 125 | |
| }, | |
| { | |
| "epoch": 0.7659574468085106, | |
| "grad_norm": 0.08818770945072174, | |
| "learning_rate": 0.00013993645835656953, | |
| "loss": 0.388, | |
| "step": 126 | |
| }, | |
| { | |
| "epoch": 0.7720364741641338, | |
| "grad_norm": 0.08908054232597351, | |
| "learning_rate": 0.0001390483947630109, | |
| "loss": 0.3548, | |
| "step": 127 | |
| }, | |
| { | |
| "epoch": 0.7781155015197568, | |
| "grad_norm": 0.08153887093067169, | |
| "learning_rate": 0.00013815668251422952, | |
| "loss": 0.3545, | |
| "step": 128 | |
| }, | |
| { | |
| "epoch": 0.78419452887538, | |
| "grad_norm": 0.08948613703250885, | |
| "learning_rate": 0.0001372614049312064, | |
| "loss": 0.3483, | |
| "step": 129 | |
| }, | |
| { | |
| "epoch": 0.790273556231003, | |
| "grad_norm": 0.08655694872140884, | |
| "learning_rate": 0.0001363626456680647, | |
| "loss": 0.321, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 0.7963525835866262, | |
| "grad_norm": 0.09818850457668304, | |
| "learning_rate": 0.00013546048870425356, | |
| "loss": 0.3647, | |
| "step": 131 | |
| }, | |
| { | |
| "epoch": 0.8024316109422492, | |
| "grad_norm": 0.0866372138261795, | |
| "learning_rate": 0.00013455501833670088, | |
| "loss": 0.3604, | |
| "step": 132 | |
| }, | |
| { | |
| "epoch": 0.8085106382978723, | |
| "grad_norm": 0.09384460002183914, | |
| "learning_rate": 0.0001336463191719367, | |
| "loss": 0.357, | |
| "step": 133 | |
| }, | |
| { | |
| "epoch": 0.8145896656534954, | |
| "grad_norm": 0.09135902673006058, | |
| "learning_rate": 0.00013273447611818767, | |
| "loss": 0.3406, | |
| "step": 134 | |
| }, | |
| { | |
| "epoch": 0.8206686930091185, | |
| "grad_norm": 0.08802594989538193, | |
| "learning_rate": 0.00013181957437744332, | |
| "loss": 0.3548, | |
| "step": 135 | |
| }, | |
| { | |
| "epoch": 0.8267477203647416, | |
| "grad_norm": 0.09025990217924118, | |
| "learning_rate": 0.00013090169943749476, | |
| "loss": 0.3505, | |
| "step": 136 | |
| }, | |
| { | |
| "epoch": 0.8328267477203647, | |
| "grad_norm": 0.09130747616291046, | |
| "learning_rate": 0.00012998093706394675, | |
| "loss": 0.3159, | |
| "step": 137 | |
| }, | |
| { | |
| "epoch": 0.8389057750759878, | |
| "grad_norm": 0.09548977762460709, | |
| "learning_rate": 0.00012905737329220392, | |
| "loss": 0.3473, | |
| "step": 138 | |
| }, | |
| { | |
| "epoch": 0.8449848024316109, | |
| "grad_norm": 0.08869072049856186, | |
| "learning_rate": 0.00012813109441943166, | |
| "loss": 0.3379, | |
| "step": 139 | |
| }, | |
| { | |
| "epoch": 0.851063829787234, | |
| "grad_norm": 0.09292670339345932, | |
| "learning_rate": 0.00012720218699649243, | |
| "loss": 0.3252, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 0.8571428571428571, | |
| "grad_norm": 0.08339939266443253, | |
| "learning_rate": 0.0001262707378198587, | |
| "loss": 0.2908, | |
| "step": 141 | |
| }, | |
| { | |
| "epoch": 0.8632218844984803, | |
| "grad_norm": 0.0901230052113533, | |
| "learning_rate": 0.00012533683392350263, | |
| "loss": 0.3346, | |
| "step": 142 | |
| }, | |
| { | |
| "epoch": 0.8693009118541033, | |
| "grad_norm": 0.09229591488838196, | |
| "learning_rate": 0.00012440056257076375, | |
| "loss": 0.3523, | |
| "step": 143 | |
| }, | |
| { | |
| "epoch": 0.8753799392097265, | |
| "grad_norm": 0.09824731945991516, | |
| "learning_rate": 0.00012346201124619502, | |
| "loss": 0.3416, | |
| "step": 144 | |
| }, | |
| { | |
| "epoch": 0.8814589665653495, | |
| "grad_norm": 0.09328845143318176, | |
| "learning_rate": 0.00012252126764738844, | |
| "loss": 0.3211, | |
| "step": 145 | |
| }, | |
| { | |
| "epoch": 0.8875379939209727, | |
| "grad_norm": 0.09492561221122742, | |
| "learning_rate": 0.00012157841967678063, | |
| "loss": 0.3404, | |
| "step": 146 | |
| }, | |
| { | |
| "epoch": 0.8936170212765957, | |
| "grad_norm": 0.09995546191930771, | |
| "learning_rate": 0.00012063355543343924, | |
| "loss": 0.3188, | |
| "step": 147 | |
| }, | |
| { | |
| "epoch": 0.8996960486322189, | |
| "grad_norm": 0.09694822877645493, | |
| "learning_rate": 0.00011968676320483103, | |
| "loss": 0.3269, | |
| "step": 148 | |
| }, | |
| { | |
| "epoch": 0.9057750759878419, | |
| "grad_norm": 0.11103739589452744, | |
| "learning_rate": 0.00011873813145857249, | |
| "loss": 0.3228, | |
| "step": 149 | |
| }, | |
| { | |
| "epoch": 0.9118541033434651, | |
| "grad_norm": 0.10173939168453217, | |
| "learning_rate": 0.00011778774883416323, | |
| "loss": 0.3033, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 0.9179331306990881, | |
| "grad_norm": 0.10053914040327072, | |
| "learning_rate": 0.00011683570413470383, | |
| "loss": 0.3357, | |
| "step": 151 | |
| }, | |
| { | |
| "epoch": 0.9240121580547113, | |
| "grad_norm": 0.09117776155471802, | |
| "learning_rate": 0.00011588208631859807, | |
| "loss": 0.3288, | |
| "step": 152 | |
| }, | |
| { | |
| "epoch": 0.9300911854103343, | |
| "grad_norm": 0.08972764015197754, | |
| "learning_rate": 0.00011492698449124042, | |
| "loss": 0.3134, | |
| "step": 153 | |
| }, | |
| { | |
| "epoch": 0.9361702127659575, | |
| "grad_norm": 0.09842713177204132, | |
| "learning_rate": 0.0001139704878966906, | |
| "loss": 0.3258, | |
| "step": 154 | |
| }, | |
| { | |
| "epoch": 0.9422492401215805, | |
| "grad_norm": 0.08585759252309799, | |
| "learning_rate": 0.00011301268590933434, | |
| "loss": 0.3121, | |
| "step": 155 | |
| }, | |
| { | |
| "epoch": 0.9483282674772037, | |
| "grad_norm": 0.10005568712949753, | |
| "learning_rate": 0.0001120536680255323, | |
| "loss": 0.3199, | |
| "step": 156 | |
| }, | |
| { | |
| "epoch": 0.9544072948328267, | |
| "grad_norm": 0.10690546780824661, | |
| "learning_rate": 0.00011109352385525783, | |
| "loss": 0.3008, | |
| "step": 157 | |
| }, | |
| { | |
| "epoch": 0.9604863221884499, | |
| "grad_norm": 0.0924290269613266, | |
| "learning_rate": 0.00011013234311372353, | |
| "loss": 0.339, | |
| "step": 158 | |
| }, | |
| { | |
| "epoch": 0.9665653495440729, | |
| "grad_norm": 0.09407492727041245, | |
| "learning_rate": 0.00010917021561299863, | |
| "loss": 0.3282, | |
| "step": 159 | |
| }, | |
| { | |
| "epoch": 0.9726443768996961, | |
| "grad_norm": 0.09656916558742523, | |
| "learning_rate": 0.00010820723125361684, | |
| "loss": 0.285, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 0.9787234042553191, | |
| "grad_norm": 0.0891689881682396, | |
| "learning_rate": 0.00010724348001617625, | |
| "loss": 0.3134, | |
| "step": 161 | |
| }, | |
| { | |
| "epoch": 0.9848024316109423, | |
| "grad_norm": 0.09076245874166489, | |
| "learning_rate": 0.00010627905195293135, | |
| "loss": 0.3014, | |
| "step": 162 | |
| }, | |
| { | |
| "epoch": 0.9908814589665653, | |
| "grad_norm": 0.09239046275615692, | |
| "learning_rate": 0.00010531403717937887, | |
| "loss": 0.2828, | |
| "step": 163 | |
| }, | |
| { | |
| "epoch": 0.9969604863221885, | |
| "grad_norm": 0.10273317247629166, | |
| "learning_rate": 0.00010434852586583736, | |
| "loss": 0.3159, | |
| "step": 164 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "grad_norm": 0.1356026530265808, | |
| "learning_rate": 0.00010338260822902167, | |
| "loss": 0.2756, | |
| "step": 165 | |
| } | |
| ], | |
| "logging_steps": 1, | |
| "max_steps": 330, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 2, | |
| "save_steps": 15, | |
| "stateful_callbacks": { | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": true, | |
| "should_training_stop": false | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 2.452241334344024e+18, | |
| "train_batch_size": 64, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |