Text Generation
Transformers
Safetensors
qwen3
alignment-handbook
orpo
Generated from Trainer
conversational
text-generation-inference
Instructions to use seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128") model = AutoModelForCausalLM.from_pretrained("seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128
- SGLang
How to use seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128 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 "seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128" \ --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": "seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128", "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 "seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128" \ --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": "seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128 with Docker Model Runner:
docker model run hf.co/seanyhan/qwen3-8b-base-orpo-ultrafeedback-4xh200-batch-128
| { | |
| "best_global_step": null, | |
| "best_metric": null, | |
| "best_model_checkpoint": null, | |
| "epoch": 0.9989528795811519, | |
| "eval_steps": 200, | |
| "global_step": 477, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.0020942408376963353, | |
| "grad_norm": 37.46305465698242, | |
| "learning_rate": 0.0, | |
| "log_odds_chosen": 0.35378384590148926, | |
| "log_odds_ratio": -0.6519296765327454, | |
| "logits/chosen": 2.203179359436035, | |
| "logits/rejected": 2.035616397857666, | |
| "logps/chosen": -1.1535288095474243, | |
| "logps/rejected": -1.4391145706176758, | |
| "loss": 10.2211, | |
| "nll_loss": 1.4494060277938843, | |
| "rewards/accuracies": 0.6875, | |
| "rewards/chosen": -0.011535286903381348, | |
| "rewards/margins": 0.002855856902897358, | |
| "rewards/rejected": -0.014391143806278706, | |
| "step": 1 | |
| }, | |
| { | |
| "epoch": 0.020942408376963352, | |
| "grad_norm": 37.87759780883789, | |
| "learning_rate": 9.375e-08, | |
| "log_odds_chosen": 0.30660638213157654, | |
| "log_odds_ratio": -0.662986159324646, | |
| "logits/chosen": 1.9456572532653809, | |
| "logits/rejected": 1.8670408725738525, | |
| "logps/chosen": -1.1083024740219116, | |
| "logps/rejected": -1.3244930505752563, | |
| "loss": 10.1264, | |
| "nll_loss": 1.2528527975082397, | |
| "rewards/accuracies": 0.6076388955116272, | |
| "rewards/chosen": -0.011083023622632027, | |
| "rewards/margins": 0.002161906799301505, | |
| "rewards/rejected": -0.013244930654764175, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.041884816753926704, | |
| "grad_norm": 40.62479782104492, | |
| "learning_rate": 1.9791666666666664e-07, | |
| "log_odds_chosen": 0.26383697986602783, | |
| "log_odds_ratio": -0.6774462461471558, | |
| "logits/chosen": 1.8936617374420166, | |
| "logits/rejected": 1.8155641555786133, | |
| "logps/chosen": -1.129002332687378, | |
| "logps/rejected": -1.3111597299575806, | |
| "loss": 9.8951, | |
| "nll_loss": 1.2187750339508057, | |
| "rewards/accuracies": 0.574999988079071, | |
| "rewards/chosen": -0.011290023103356361, | |
| "rewards/margins": 0.001821571378968656, | |
| "rewards/rejected": -0.013111594133079052, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 0.06282722513089005, | |
| "grad_norm": 36.72233963012695, | |
| "learning_rate": 3.020833333333333e-07, | |
| "log_odds_chosen": 0.15129676461219788, | |
| "log_odds_ratio": -0.7099167704582214, | |
| "logits/chosen": 1.9489176273345947, | |
| "logits/rejected": 1.9070332050323486, | |
| "logps/chosen": -1.0984728336334229, | |
| "logps/rejected": -1.2049810886383057, | |
| "loss": 10.154, | |
| "nll_loss": 1.2440111637115479, | |
| "rewards/accuracies": 0.578125, | |
| "rewards/chosen": -0.010984729044139385, | |
| "rewards/margins": 0.0010650831973180175, | |
| "rewards/rejected": -0.012049810960888863, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 0.08376963350785341, | |
| "grad_norm": 31.673852920532227, | |
| "learning_rate": 4.0625e-07, | |
| "log_odds_chosen": 0.2637297511100769, | |
| "log_odds_ratio": -0.6847748160362244, | |
| "logits/chosen": 1.778116226196289, | |
| "logits/rejected": 1.79119873046875, | |
| "logps/chosen": -1.0361906290054321, | |
| "logps/rejected": -1.2129265069961548, | |
| "loss": 9.5835, | |
| "nll_loss": 1.1749727725982666, | |
| "rewards/accuracies": 0.590624988079071, | |
| "rewards/chosen": -0.010361905209720135, | |
| "rewards/margins": 0.0017673596739768982, | |
| "rewards/rejected": -0.012129265815019608, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 0.10471204188481675, | |
| "grad_norm": 16.47711753845215, | |
| "learning_rate": 4.999932966293553e-07, | |
| "log_odds_chosen": 0.3281434178352356, | |
| "log_odds_ratio": -0.6789900064468384, | |
| "logits/chosen": 1.996852159500122, | |
| "logits/rejected": 2.0322041511535645, | |
| "logps/chosen": -0.9071202278137207, | |
| "logps/rejected": -1.1231104135513306, | |
| "loss": 9.6245, | |
| "nll_loss": 1.200535535812378, | |
| "rewards/accuracies": 0.581250011920929, | |
| "rewards/chosen": -0.009071202017366886, | |
| "rewards/margins": 0.0021599007304757833, | |
| "rewards/rejected": -0.011231102980673313, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.1256544502617801, | |
| "grad_norm": 17.272981643676758, | |
| "learning_rate": 4.991893270335525e-07, | |
| "log_odds_chosen": 0.2221679985523224, | |
| "log_odds_ratio": -0.7138159275054932, | |
| "logits/chosen": 1.8936437368392944, | |
| "logits/rejected": 1.8823055028915405, | |
| "logps/chosen": -0.9890943765640259, | |
| "logps/rejected": -1.1324011087417603, | |
| "loss": 9.5413, | |
| "nll_loss": 1.162929892539978, | |
| "rewards/accuracies": 0.5406249761581421, | |
| "rewards/chosen": -0.009890943765640259, | |
| "rewards/margins": 0.0014330670237541199, | |
| "rewards/rejected": -0.011324010789394379, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 0.14659685863874344, | |
| "grad_norm": 12.330283164978027, | |
| "learning_rate": 4.970496218214204e-07, | |
| "log_odds_chosen": 0.27448800206184387, | |
| "log_odds_ratio": -0.697861909866333, | |
| "logits/chosen": 2.0014004707336426, | |
| "logits/rejected": 2.046846866607666, | |
| "logps/chosen": -0.961329460144043, | |
| "logps/rejected": -1.1528202295303345, | |
| "loss": 9.2376, | |
| "nll_loss": 1.1857097148895264, | |
| "rewards/accuracies": 0.578125, | |
| "rewards/chosen": -0.009613295085728168, | |
| "rewards/margins": 0.0019149081781506538, | |
| "rewards/rejected": -0.011528202332556248, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 0.16753926701570682, | |
| "grad_norm": 11.02938175201416, | |
| "learning_rate": 4.935856505068998e-07, | |
| "log_odds_chosen": 0.31524786353111267, | |
| "log_odds_ratio": -0.6606825590133667, | |
| "logits/chosen": 1.8413927555084229, | |
| "logits/rejected": 1.8493198156356812, | |
| "logps/chosen": -0.9049292802810669, | |
| "logps/rejected": -1.0926640033721924, | |
| "loss": 8.9813, | |
| "nll_loss": 1.1445410251617432, | |
| "rewards/accuracies": 0.6312500238418579, | |
| "rewards/chosen": -0.009049292653799057, | |
| "rewards/margins": 0.0018773479387164116, | |
| "rewards/rejected": -0.010926639661192894, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 0.18848167539267016, | |
| "grad_norm": 9.860730171203613, | |
| "learning_rate": 4.8881598109976e-07, | |
| "log_odds_chosen": 0.3749118447303772, | |
| "log_odds_ratio": -0.6490113139152527, | |
| "logits/chosen": 1.7958896160125732, | |
| "logits/rejected": 1.7599939107894897, | |
| "logps/chosen": -0.8722783923149109, | |
| "logps/rejected": -1.1078213453292847, | |
| "loss": 9.2508, | |
| "nll_loss": 1.0980162620544434, | |
| "rewards/accuracies": 0.6312500238418579, | |
| "rewards/chosen": -0.008722783997654915, | |
| "rewards/margins": 0.0023554288782179356, | |
| "rewards/rejected": -0.011078213341534138, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 0.2094240837696335, | |
| "grad_norm": 10.169231414794922, | |
| "learning_rate": 4.827661805750437e-07, | |
| "log_odds_chosen": 0.32181161642074585, | |
| "log_odds_ratio": -0.6511259078979492, | |
| "logits/chosen": 1.7957969903945923, | |
| "logits/rejected": 1.779897689819336, | |
| "logps/chosen": -0.8846995234489441, | |
| "logps/rejected": -1.0705549716949463, | |
| "loss": 9.0284, | |
| "nll_loss": 1.08339524269104, | |
| "rewards/accuracies": 0.6312500238418579, | |
| "rewards/chosen": -0.008846994489431381, | |
| "rewards/margins": 0.0018585551297292113, | |
| "rewards/rejected": -0.010705549269914627, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.23036649214659685, | |
| "grad_norm": 11.416997909545898, | |
| "learning_rate": 4.75468677825789e-07, | |
| "log_odds_chosen": 0.4410727918148041, | |
| "log_odds_ratio": -0.6154537796974182, | |
| "logits/chosen": 1.8986194133758545, | |
| "logits/rejected": 1.9162569046020508, | |
| "logps/chosen": -0.8505121469497681, | |
| "logps/rejected": -1.1303095817565918, | |
| "loss": 9.0025, | |
| "nll_loss": 1.1048234701156616, | |
| "rewards/accuracies": 0.659375011920929, | |
| "rewards/chosen": -0.008505119942128658, | |
| "rewards/margins": 0.002797975903376937, | |
| "rewards/rejected": -0.011303097009658813, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 0.2513089005235602, | |
| "grad_norm": 8.807473182678223, | |
| "learning_rate": 4.669625898336438e-07, | |
| "log_odds_chosen": 0.2529251277446747, | |
| "log_odds_ratio": -0.6907952427864075, | |
| "logits/chosen": 1.961059808731079, | |
| "logits/rejected": 1.9387576580047607, | |
| "logps/chosen": -0.9018535614013672, | |
| "logps/rejected": -1.0625946521759033, | |
| "loss": 8.9547, | |
| "nll_loss": 1.0763670206069946, | |
| "rewards/accuracies": 0.5531250238418579, | |
| "rewards/chosen": -0.009018534794449806, | |
| "rewards/margins": 0.0016074117738753557, | |
| "rewards/rejected": -0.010625948198139668, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 0.27225130890052357, | |
| "grad_norm": 8.736103057861328, | |
| "learning_rate": 4.5729351198915705e-07, | |
| "log_odds_chosen": 0.34425991773605347, | |
| "log_odds_ratio": -0.6504599452018738, | |
| "logits/chosen": 1.858128309249878, | |
| "logits/rejected": 1.95168936252594, | |
| "logps/chosen": -0.8997282981872559, | |
| "logps/rejected": -1.0928587913513184, | |
| "loss": 9.0819, | |
| "nll_loss": 1.0748308897018433, | |
| "rewards/accuracies": 0.6312500238418579, | |
| "rewards/chosen": -0.00899728387594223, | |
| "rewards/margins": 0.0019313046941533685, | |
| "rewards/rejected": -0.01092858798801899, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 0.2931937172774869, | |
| "grad_norm": 8.833135604858398, | |
| "learning_rate": 4.4651327368569684e-07, | |
| "log_odds_chosen": 0.334553062915802, | |
| "log_odds_ratio": -0.6699846982955933, | |
| "logits/chosen": 1.8222471475601196, | |
| "logits/rejected": 1.8125450611114502, | |
| "logps/chosen": -0.899248480796814, | |
| "logps/rejected": -1.1075996160507202, | |
| "loss": 9.0727, | |
| "nll_loss": 1.161645531654358, | |
| "rewards/accuracies": 0.59375, | |
| "rewards/chosen": -0.008992486633360386, | |
| "rewards/margins": 0.002083510160446167, | |
| "rewards/rejected": -0.011075995862483978, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 0.31413612565445026, | |
| "grad_norm": 8.58157730102539, | |
| "learning_rate": 4.346796604970912e-07, | |
| "log_odds_chosen": 0.3596678674221039, | |
| "log_odds_ratio": -0.6549097299575806, | |
| "logits/chosen": 2.0077967643737793, | |
| "logits/rejected": 1.9518957138061523, | |
| "logps/chosen": -0.8897331357002258, | |
| "logps/rejected": -1.1077500581741333, | |
| "loss": 9.0157, | |
| "nll_loss": 1.1182167530059814, | |
| "rewards/accuracies": 0.612500011920929, | |
| "rewards/chosen": -0.008897329680621624, | |
| "rewards/margins": 0.0021801693364977837, | |
| "rewards/rejected": -0.011077499017119408, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 0.33507853403141363, | |
| "grad_norm": 7.509969711303711, | |
| "learning_rate": 4.218561044282098e-07, | |
| "log_odds_chosen": 0.37523385882377625, | |
| "log_odds_ratio": -0.639797031879425, | |
| "logits/chosen": 1.9479191303253174, | |
| "logits/rejected": 1.9333696365356445, | |
| "logps/chosen": -0.8889120221138, | |
| "logps/rejected": -1.131272554397583, | |
| "loss": 9.0784, | |
| "nll_loss": 1.1669073104858398, | |
| "rewards/accuracies": 0.6343749761581421, | |
| "rewards/chosen": -0.008889119140803814, | |
| "rewards/margins": 0.002423606114462018, | |
| "rewards/rejected": -0.011312725953757763, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 0.35602094240837695, | |
| "grad_norm": 10.229013442993164, | |
| "learning_rate": 4.081113438988443e-07, | |
| "log_odds_chosen": 0.25382956862449646, | |
| "log_odds_ratio": -0.6958078145980835, | |
| "logits/chosen": 1.9296739101409912, | |
| "logits/rejected": 1.8618618249893188, | |
| "logps/chosen": -0.870949923992157, | |
| "logps/rejected": -1.0173413753509521, | |
| "loss": 8.9875, | |
| "nll_loss": 1.104835867881775, | |
| "rewards/accuracies": 0.5843750238418579, | |
| "rewards/chosen": -0.008709498681128025, | |
| "rewards/margins": 0.0014639139408245683, | |
| "rewards/rejected": -0.010173412971198559, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 0.3769633507853403, | |
| "grad_norm": 9.28216552734375, | |
| "learning_rate": 3.935190552834828e-07, | |
| "log_odds_chosen": 0.28805920481681824, | |
| "log_odds_ratio": -0.6893592476844788, | |
| "logits/chosen": 1.9231271743774414, | |
| "logits/rejected": 1.826939344406128, | |
| "logps/chosen": -0.8867882490158081, | |
| "logps/rejected": -1.0307583808898926, | |
| "loss": 8.7846, | |
| "nll_loss": 1.1256717443466187, | |
| "rewards/accuracies": 0.606249988079071, | |
| "rewards/chosen": -0.008867883123457432, | |
| "rewards/margins": 0.0014397003687918186, | |
| "rewards/rejected": -0.010307582095265388, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 0.39790575916230364, | |
| "grad_norm": 8.50275993347168, | |
| "learning_rate": 3.781574579820464e-07, | |
| "log_odds_chosen": 0.38345667719841003, | |
| "log_odds_ratio": -0.6357052326202393, | |
| "logits/chosen": 1.7336671352386475, | |
| "logits/rejected": 1.7102609872817993, | |
| "logps/chosen": -0.8580729365348816, | |
| "logps/rejected": -1.0796293020248413, | |
| "loss": 8.8459, | |
| "nll_loss": 1.041303038597107, | |
| "rewards/accuracies": 0.643750011920929, | |
| "rewards/chosen": -0.008580728434026241, | |
| "rewards/margins": 0.0022155637852847576, | |
| "rewards/rejected": -0.010796292684972286, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 0.418848167539267, | |
| "grad_norm": 8.013388633728027, | |
| "learning_rate": 3.621088951385353e-07, | |
| "log_odds_chosen": 0.31622734665870667, | |
| "log_odds_ratio": -0.6587765216827393, | |
| "logits/chosen": 1.788631796836853, | |
| "logits/rejected": 1.7873141765594482, | |
| "logps/chosen": -0.8683417439460754, | |
| "logps/rejected": -1.0568631887435913, | |
| "loss": 8.6911, | |
| "nll_loss": 1.0708550214767456, | |
| "rewards/accuracies": 0.6000000238418579, | |
| "rewards/chosen": -0.008683416061103344, | |
| "rewards/margins": 0.0018852159846574068, | |
| "rewards/rejected": -0.010568631812930107, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 0.418848167539267, | |
| "eval_log_odds_chosen": 0.3057795763015747, | |
| "eval_log_odds_ratio": -0.6610966324806213, | |
| "eval_logits/chosen": 2.0427238941192627, | |
| "eval_logits/rejected": 2.0572261810302734, | |
| "eval_logps/chosen": -0.8642156720161438, | |
| "eval_logps/rejected": -1.0644797086715698, | |
| "eval_loss": 1.0935468673706055, | |
| "eval_nll_loss": 1.1233118772506714, | |
| "eval_rewards/accuracies": 0.6100000143051147, | |
| "eval_rewards/chosen": -0.008642155677080154, | |
| "eval_rewards/margins": 0.0020026403944939375, | |
| "eval_rewards/rejected": -0.010644798167049885, | |
| "eval_runtime": 46.7517, | |
| "eval_samples_per_second": 42.779, | |
| "eval_steps_per_second": 5.347, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 0.4397905759162304, | |
| "grad_norm": 7.279272556304932, | |
| "learning_rate": 3.454593922550693e-07, | |
| "log_odds_chosen": 0.301203191280365, | |
| "log_odds_ratio": -0.6769061088562012, | |
| "logits/chosen": 1.896989107131958, | |
| "logits/rejected": 1.8812087774276733, | |
| "logps/chosen": -0.8712860345840454, | |
| "logps/rejected": -1.0698888301849365, | |
| "loss": 9.0687, | |
| "nll_loss": 1.1046525239944458, | |
| "rewards/accuracies": 0.6187499761581421, | |
| "rewards/chosen": -0.008712859824299812, | |
| "rewards/margins": 0.0019860276952385902, | |
| "rewards/rejected": -0.010698886588215828, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 0.4607329842931937, | |
| "grad_norm": 8.950860023498535, | |
| "learning_rate": 3.2829819606729477e-07, | |
| "log_odds_chosen": 0.2927771508693695, | |
| "log_odds_ratio": -0.6683081984519958, | |
| "logits/chosen": 1.983677625656128, | |
| "logits/rejected": 2.009464740753174, | |
| "logps/chosen": -0.9059684872627258, | |
| "logps/rejected": -1.0988754034042358, | |
| "loss": 8.9995, | |
| "nll_loss": 1.1874160766601562, | |
| "rewards/accuracies": 0.6000000238418579, | |
| "rewards/chosen": -0.009059684351086617, | |
| "rewards/margins": 0.0019290696363896132, | |
| "rewards/rejected": -0.010988753288984299, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 0.4816753926701571, | |
| "grad_norm": 12.437826156616211, | |
| "learning_rate": 3.1071729615293424e-07, | |
| "log_odds_chosen": 0.3832097351551056, | |
| "log_odds_ratio": -0.6394175291061401, | |
| "logits/chosen": 1.6963777542114258, | |
| "logits/rejected": 1.7382042407989502, | |
| "logps/chosen": -0.878866970539093, | |
| "logps/rejected": -1.1088063716888428, | |
| "loss": 8.6532, | |
| "nll_loss": 1.0316081047058105, | |
| "rewards/accuracies": 0.6312500238418579, | |
| "rewards/chosen": -0.008788668550550938, | |
| "rewards/margins": 0.002299393992871046, | |
| "rewards/rejected": -0.011088063009083271, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 0.5026178010471204, | |
| "grad_norm": 8.457469940185547, | |
| "learning_rate": 2.9281093183781403e-07, | |
| "log_odds_chosen": 0.31373724341392517, | |
| "log_odds_ratio": -0.6869611144065857, | |
| "logits/chosen": 1.7616941928863525, | |
| "logits/rejected": 1.7711395025253296, | |
| "logps/chosen": -0.8636420965194702, | |
| "logps/rejected": -1.0460337400436401, | |
| "loss": 8.8157, | |
| "nll_loss": 1.0462042093276978, | |
| "rewards/accuracies": 0.6343749761581421, | |
| "rewards/chosen": -0.008636420592665672, | |
| "rewards/margins": 0.0018239166820421815, | |
| "rewards/rejected": -0.010460336692631245, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 0.5235602094240838, | |
| "grad_norm": 7.4062604904174805, | |
| "learning_rate": 2.7467508704251135e-07, | |
| "log_odds_chosen": 0.3899185359477997, | |
| "log_odds_ratio": -0.6580259203910828, | |
| "logits/chosen": 1.8792108297348022, | |
| "logits/rejected": 1.7834640741348267, | |
| "logps/chosen": -0.8666375279426575, | |
| "logps/rejected": -1.1335757970809937, | |
| "loss": 8.8203, | |
| "nll_loss": 1.1227291822433472, | |
| "rewards/accuracies": 0.574999988079071, | |
| "rewards/chosen": -0.008666375651955605, | |
| "rewards/margins": 0.002669382141903043, | |
| "rewards/rejected": -0.011335758492350578, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 0.5445026178010471, | |
| "grad_norm": 8.197929382324219, | |
| "learning_rate": 2.5640697577740815e-07, | |
| "log_odds_chosen": 0.3152967393398285, | |
| "log_odds_ratio": -0.6758849620819092, | |
| "logits/chosen": 1.7824039459228516, | |
| "logits/rejected": 1.766455054283142, | |
| "logps/chosen": -0.8502113223075867, | |
| "logps/rejected": -1.0350358486175537, | |
| "loss": 8.805, | |
| "nll_loss": 1.0837422609329224, | |
| "rewards/accuracies": 0.59375, | |
| "rewards/chosen": -0.008502112701535225, | |
| "rewards/margins": 0.001848246669396758, | |
| "rewards/rejected": -0.010350359603762627, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 0.5654450261780105, | |
| "grad_norm": 7.904941558837891, | |
| "learning_rate": 2.381045210440644e-07, | |
| "log_odds_chosen": 0.28941792249679565, | |
| "log_odds_ratio": -0.6771480441093445, | |
| "logits/chosen": 1.8082011938095093, | |
| "logits/rejected": 1.841059923171997, | |
| "logps/chosen": -0.8608342409133911, | |
| "logps/rejected": -1.0518665313720703, | |
| "loss": 8.5612, | |
| "nll_loss": 1.0589611530303955, | |
| "rewards/accuracies": 0.596875011920929, | |
| "rewards/chosen": -0.008608341217041016, | |
| "rewards/margins": 0.0019103230442851782, | |
| "rewards/rejected": -0.010518666356801987, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 0.5863874345549738, | |
| "grad_norm": 9.047080039978027, | |
| "learning_rate": 2.1986582993616925e-07, | |
| "log_odds_chosen": 0.35996752977371216, | |
| "log_odds_ratio": -0.651909589767456, | |
| "logits/chosen": 1.741289496421814, | |
| "logits/rejected": 1.7088711261749268, | |
| "logps/chosen": -0.8389939069747925, | |
| "logps/rejected": -1.060254693031311, | |
| "loss": 8.6897, | |
| "nll_loss": 1.0688748359680176, | |
| "rewards/accuracies": 0.5874999761581421, | |
| "rewards/chosen": -0.008389937691390514, | |
| "rewards/margins": 0.002212608465924859, | |
| "rewards/rejected": -0.010602546855807304, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 0.6073298429319371, | |
| "grad_norm": 7.390078067779541, | |
| "learning_rate": 2.0178866775369774e-07, | |
| "log_odds_chosen": 0.31485018134117126, | |
| "log_odds_ratio": -0.6769185066223145, | |
| "logits/chosen": 1.8932464122772217, | |
| "logits/rejected": 1.8560025691986084, | |
| "logps/chosen": -0.8659391403198242, | |
| "logps/rejected": -1.0502351522445679, | |
| "loss": 8.7301, | |
| "nll_loss": 1.1085679531097412, | |
| "rewards/accuracies": 0.5718749761581421, | |
| "rewards/chosen": -0.008659390732645988, | |
| "rewards/margins": 0.0018429612973704934, | |
| "rewards/rejected": -0.010502351447939873, | |
| "step": 290 | |
| }, | |
| { | |
| "epoch": 0.6282722513089005, | |
| "grad_norm": 7.00534200668335, | |
| "learning_rate": 1.839699339491937e-07, | |
| "log_odds_chosen": 0.2003917694091797, | |
| "log_odds_ratio": -0.7062225937843323, | |
| "logits/chosen": 1.7795374393463135, | |
| "logits/rejected": 1.7968852519989014, | |
| "logps/chosen": -0.9032294154167175, | |
| "logps/rejected": -1.0224246978759766, | |
| "loss": 8.5708, | |
| "nll_loss": 1.07076096534729, | |
| "rewards/accuracies": 0.559374988079071, | |
| "rewards/chosen": -0.00903229508548975, | |
| "rewards/margins": 0.0011919522657990456, | |
| "rewards/rejected": -0.010224247351288795, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 0.6492146596858639, | |
| "grad_norm": 8.29725170135498, | |
| "learning_rate": 1.6650514271527465e-07, | |
| "log_odds_chosen": 0.33252888917922974, | |
| "log_odds_ratio": -0.6427666544914246, | |
| "logits/chosen": 1.7817466259002686, | |
| "logits/rejected": 1.805783987045288, | |
| "logps/chosen": -0.8416460752487183, | |
| "logps/rejected": -1.0354901552200317, | |
| "loss": 8.5523, | |
| "nll_loss": 1.023045301437378, | |
| "rewards/accuracies": 0.606249988079071, | |
| "rewards/chosen": -0.008416460826992989, | |
| "rewards/margins": 0.0019384392071515322, | |
| "rewards/rejected": -0.010354900732636452, | |
| "step": 310 | |
| }, | |
| { | |
| "epoch": 0.6701570680628273, | |
| "grad_norm": 7.233508110046387, | |
| "learning_rate": 1.4948791099758052e-07, | |
| "log_odds_chosen": 0.302054762840271, | |
| "log_odds_ratio": -0.6652564406394958, | |
| "logits/chosen": 1.8713328838348389, | |
| "logits/rejected": 1.906873106956482, | |
| "logps/chosen": -0.857520580291748, | |
| "logps/rejected": -1.0245308876037598, | |
| "loss": 8.7328, | |
| "nll_loss": 1.081656813621521, | |
| "rewards/accuracies": 0.609375, | |
| "rewards/chosen": -0.008575205691158772, | |
| "rewards/margins": 0.0016701031709089875, | |
| "rewards/rejected": -0.010245309211313725, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 0.6910994764397905, | |
| "grad_norm": 7.668047904968262, | |
| "learning_rate": 1.3300945667758012e-07, | |
| "log_odds_chosen": 0.3296203017234802, | |
| "log_odds_ratio": -0.6710628867149353, | |
| "logits/chosen": 1.8118549585342407, | |
| "logits/rejected": 1.7958993911743164, | |
| "logps/chosen": -0.8951608538627625, | |
| "logps/rejected": -1.0847995281219482, | |
| "loss": 8.9004, | |
| "nll_loss": 1.1010843515396118, | |
| "rewards/accuracies": 0.590624988079071, | |
| "rewards/chosen": -0.008951608091592789, | |
| "rewards/margins": 0.0018963876646012068, | |
| "rewards/rejected": -0.010847995989024639, | |
| "step": 330 | |
| }, | |
| { | |
| "epoch": 0.7120418848167539, | |
| "grad_norm": 8.6635160446167, | |
| "learning_rate": 1.1715810961514072e-07, | |
| "log_odds_chosen": 0.3200518488883972, | |
| "log_odds_ratio": -0.6835609078407288, | |
| "logits/chosen": 1.8284895420074463, | |
| "logits/rejected": 1.8095057010650635, | |
| "logps/chosen": -0.8995221853256226, | |
| "logps/rejected": -1.0893176794052124, | |
| "loss": 8.7465, | |
| "nll_loss": 1.092341661453247, | |
| "rewards/accuracies": 0.590624988079071, | |
| "rewards/chosen": -0.008995221927762032, | |
| "rewards/margins": 0.0018979553133249283, | |
| "rewards/rejected": -0.01089317724108696, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 0.7329842931937173, | |
| "grad_norm": 8.274894714355469, | |
| "learning_rate": 1.0201883817182949e-07, | |
| "log_odds_chosen": 0.3764176368713379, | |
| "log_odds_ratio": -0.6291422843933105, | |
| "logits/chosen": 1.890041708946228, | |
| "logits/rejected": 1.9048725366592407, | |
| "logps/chosen": -0.8920204043388367, | |
| "logps/rejected": -1.1221367120742798, | |
| "loss": 8.845, | |
| "nll_loss": 1.1252596378326416, | |
| "rewards/accuracies": 0.640625, | |
| "rewards/chosen": -0.00892020296305418, | |
| "rewards/margins": 0.00230116187594831, | |
| "rewards/rejected": -0.011221365071833134, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 0.7539267015706806, | |
| "grad_norm": 8.172623634338379, | |
| "learning_rate": 8.76727937529367e-08, | |
| "log_odds_chosen": 0.3156259059906006, | |
| "log_odds_ratio": -0.6558908224105835, | |
| "logits/chosen": 1.8350282907485962, | |
| "logits/rejected": 1.8624794483184814, | |
| "logps/chosen": -0.8711791038513184, | |
| "logps/rejected": -1.0731276273727417, | |
| "loss": 8.8469, | |
| "nll_loss": 1.1009576320648193, | |
| "rewards/accuracies": 0.612500011920929, | |
| "rewards/chosen": -0.008711791597306728, | |
| "rewards/margins": 0.002019485691562295, | |
| "rewards/rejected": -0.010731276124715805, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 0.774869109947644, | |
| "grad_norm": 9.326078414916992, | |
| "learning_rate": 7.419687580962222e-08, | |
| "log_odds_chosen": 0.3530608117580414, | |
| "log_odds_ratio": -0.6621404886245728, | |
| "logits/chosen": 1.9310886859893799, | |
| "logits/rejected": 1.8785558938980103, | |
| "logps/chosen": -0.9094289541244507, | |
| "logps/rejected": -1.133821725845337, | |
| "loss": 8.7173, | |
| "nll_loss": 1.1301552057266235, | |
| "rewards/accuracies": 0.5687500238418579, | |
| "rewards/chosen": -0.00909428857266903, | |
| "rewards/margins": 0.0022439290769398212, | |
| "rewards/rejected": -0.011338217183947563, | |
| "step": 370 | |
| }, | |
| { | |
| "epoch": 0.7958115183246073, | |
| "grad_norm": 9.022133827209473, | |
| "learning_rate": 6.166331963291519e-08, | |
| "log_odds_chosen": 0.23490826785564423, | |
| "log_odds_ratio": -0.6955921053886414, | |
| "logits/chosen": 1.9562733173370361, | |
| "logits/rejected": 1.8897705078125, | |
| "logps/chosen": -0.8423633575439453, | |
| "logps/rejected": -0.994970977306366, | |
| "loss": 8.9164, | |
| "nll_loss": 1.1008055210113525, | |
| "rewards/accuracies": 0.5874999761581421, | |
| "rewards/chosen": -0.008423633873462677, | |
| "rewards/margins": 0.0015260763466358185, | |
| "rewards/rejected": -0.009949709288775921, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 0.8167539267015707, | |
| "grad_norm": 7.358635425567627, | |
| "learning_rate": 5.013930914912476e-08, | |
| "log_odds_chosen": 0.27963709831237793, | |
| "log_odds_ratio": -0.6734436750411987, | |
| "logits/chosen": 1.956067681312561, | |
| "logits/rejected": 1.9839175939559937, | |
| "logps/chosen": -0.8422489166259766, | |
| "logps/rejected": -1.0293291807174683, | |
| "loss": 8.6461, | |
| "nll_loss": 1.0561668872833252, | |
| "rewards/accuracies": 0.578125, | |
| "rewards/chosen": -0.008422489278018475, | |
| "rewards/margins": 0.0018708031857386231, | |
| "rewards/rejected": -0.010293291881680489, | |
| "step": 390 | |
| }, | |
| { | |
| "epoch": 0.837696335078534, | |
| "grad_norm": 7.309168338775635, | |
| "learning_rate": 3.968661679220467e-08, | |
| "log_odds_chosen": 0.18631207942962646, | |
| "log_odds_ratio": -0.7142513990402222, | |
| "logits/chosen": 1.8434158563613892, | |
| "logits/rejected": 1.8182004690170288, | |
| "logps/chosen": -0.8909440040588379, | |
| "logps/rejected": -1.0001533031463623, | |
| "loss": 8.6763, | |
| "nll_loss": 1.1097790002822876, | |
| "rewards/accuracies": 0.5406249761581421, | |
| "rewards/chosen": -0.008909439668059349, | |
| "rewards/margins": 0.00109209178481251, | |
| "rewards/rejected": -0.01000153087079525, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 0.837696335078534, | |
| "eval_log_odds_chosen": 0.3030896484851837, | |
| "eval_log_odds_ratio": -0.6629699468612671, | |
| "eval_logits/chosen": 2.1568901538848877, | |
| "eval_logits/rejected": 2.191537857055664, | |
| "eval_logps/chosen": -0.8522689342498779, | |
| "eval_logps/rejected": -1.0496091842651367, | |
| "eval_loss": 1.078381061553955, | |
| "eval_nll_loss": 1.1099687814712524, | |
| "eval_rewards/accuracies": 0.6060000061988831, | |
| "eval_rewards/chosen": -0.008522690273821354, | |
| "eval_rewards/margins": 0.0019734008237719536, | |
| "eval_rewards/rejected": -0.010496090166270733, | |
| "eval_runtime": 46.7843, | |
| "eval_samples_per_second": 42.749, | |
| "eval_steps_per_second": 5.344, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 0.8586387434554974, | |
| "grad_norm": 8.156121253967285, | |
| "learning_rate": 3.036127238347164e-08, | |
| "log_odds_chosen": 0.31570926308631897, | |
| "log_odds_ratio": -0.6613708734512329, | |
| "logits/chosen": 1.936348557472229, | |
| "logits/rejected": 1.903748869895935, | |
| "logps/chosen": -0.8457509875297546, | |
| "logps/rejected": -1.0446395874023438, | |
| "loss": 8.7334, | |
| "nll_loss": 1.0835765600204468, | |
| "rewards/accuracies": 0.609375, | |
| "rewards/chosen": -0.00845750980079174, | |
| "rewards/margins": 0.001988885225728154, | |
| "rewards/rejected": -0.010446394793689251, | |
| "step": 410 | |
| }, | |
| { | |
| "epoch": 0.8795811518324608, | |
| "grad_norm": 8.324801445007324, | |
| "learning_rate": 2.2213262793589482e-08, | |
| "log_odds_chosen": 0.29435402154922485, | |
| "log_odds_ratio": -0.6616442799568176, | |
| "logits/chosen": 1.8585201501846313, | |
| "logits/rejected": 1.8436048030853271, | |
| "logps/chosen": -0.8651920557022095, | |
| "logps/rejected": -1.0383055210113525, | |
| "loss": 8.6628, | |
| "nll_loss": 1.0541940927505493, | |
| "rewards/accuracies": 0.596875011920929, | |
| "rewards/chosen": -0.008651919662952423, | |
| "rewards/margins": 0.0017311364645138383, | |
| "rewards/rejected": -0.010383055545389652, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 0.900523560209424, | |
| "grad_norm": 8.076932907104492, | |
| "learning_rate": 1.5286263996730026e-08, | |
| "log_odds_chosen": 0.48232072591781616, | |
| "log_odds_ratio": -0.6256499290466309, | |
| "logits/chosen": 1.8976824283599854, | |
| "logits/rejected": 1.8619095087051392, | |
| "logps/chosen": -0.8179370760917664, | |
| "logps/rejected": -1.1194853782653809, | |
| "loss": 8.6524, | |
| "nll_loss": 1.1020301580429077, | |
| "rewards/accuracies": 0.609375, | |
| "rewards/chosen": -0.008179371245205402, | |
| "rewards/margins": 0.003015482099726796, | |
| "rewards/rejected": -0.011194853112101555, | |
| "step": 430 | |
| }, | |
| { | |
| "epoch": 0.9214659685863874, | |
| "grad_norm": 8.184592247009277, | |
| "learning_rate": 9.617406953185136e-09, | |
| "log_odds_chosen": 0.3493059575557709, | |
| "log_odds_ratio": -0.646949052810669, | |
| "logits/chosen": 1.9365053176879883, | |
| "logits/rejected": 1.9345598220825195, | |
| "logps/chosen": -0.8272320032119751, | |
| "logps/rejected": -1.0139485597610474, | |
| "loss": 8.7643, | |
| "nll_loss": 1.0985225439071655, | |
| "rewards/accuracies": 0.628125011920929, | |
| "rewards/chosen": -0.008272320032119751, | |
| "rewards/margins": 0.0018671646248549223, | |
| "rewards/rejected": -0.010139484889805317, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 0.9424083769633508, | |
| "grad_norm": 8.757542610168457, | |
| "learning_rate": 5.2370785753763356e-09, | |
| "log_odds_chosen": 0.2785571217536926, | |
| "log_odds_ratio": -0.6923194527626038, | |
| "logits/chosen": 1.9607532024383545, | |
| "logits/rejected": 1.9347816705703735, | |
| "logps/chosen": -0.8750311732292175, | |
| "logps/rejected": -1.0376728773117065, | |
| "loss": 8.7208, | |
| "nll_loss": 1.1206778287887573, | |
| "rewards/accuracies": 0.6156250238418579, | |
| "rewards/chosen": -0.0087503120303154, | |
| "rewards/margins": 0.0016264161095023155, | |
| "rewards/rejected": -0.010376728139817715, | |
| "step": 450 | |
| }, | |
| { | |
| "epoch": 0.9633507853403142, | |
| "grad_norm": 7.935389995574951, | |
| "learning_rate": 2.168758844148272e-09, | |
| "log_odds_chosen": 0.33909493684768677, | |
| "log_odds_ratio": -0.654638409614563, | |
| "logits/chosen": 2.066657304763794, | |
| "logits/rejected": 2.039240598678589, | |
| "logps/chosen": -0.8697013854980469, | |
| "logps/rejected": -1.0564416646957397, | |
| "loss": 8.7399, | |
| "nll_loss": 1.149594783782959, | |
| "rewards/accuracies": 0.59375, | |
| "rewards/chosen": -0.00869701337069273, | |
| "rewards/margins": 0.0018674019956961274, | |
| "rewards/rejected": -0.010564416646957397, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 0.9842931937172775, | |
| "grad_norm": 7.827225685119629, | |
| "learning_rate": 4.288949484559934e-10, | |
| "log_odds_chosen": 0.38105446100234985, | |
| "log_odds_ratio": -0.6435109376907349, | |
| "logits/chosen": 1.9544579982757568, | |
| "logits/rejected": 1.9189164638519287, | |
| "logps/chosen": -0.8262852430343628, | |
| "logps/rejected": -1.0520846843719482, | |
| "loss": 8.7101, | |
| "nll_loss": 1.105509638786316, | |
| "rewards/accuracies": 0.6031249761581421, | |
| "rewards/chosen": -0.00826285220682621, | |
| "rewards/margins": 0.002257994608953595, | |
| "rewards/rejected": -0.010520846582949162, | |
| "step": 470 | |
| }, | |
| { | |
| "epoch": 0.9989528795811519, | |
| "step": 477, | |
| "total_flos": 0.0, | |
| "train_loss": 8.957356926780077, | |
| "train_runtime": 5488.1377, | |
| "train_samples_per_second": 11.139, | |
| "train_steps_per_second": 0.087 | |
| } | |
| ], | |
| "logging_steps": 10, | |
| "max_steps": 477, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 1, | |
| "save_steps": 500, | |
| "stateful_callbacks": { | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": false, | |
| "should_training_stop": false | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 0.0, | |
| "train_batch_size": 4, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |