Text Generation
Transformers
Safetensors
English
reasoning
reinforcement-learning
synthetic-data
extrapolation
Instructions to use ZachW/extrapolation_rl with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ZachW/extrapolation_rl with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="ZachW/extrapolation_rl")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("ZachW/extrapolation_rl", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use ZachW/extrapolation_rl with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "ZachW/extrapolation_rl" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ZachW/extrapolation_rl", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/ZachW/extrapolation_rl
- SGLang
How to use ZachW/extrapolation_rl 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 "ZachW/extrapolation_rl" \ --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": "ZachW/extrapolation_rl", "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 "ZachW/extrapolation_rl" \ --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": "ZachW/extrapolation_rl", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use ZachW/extrapolation_rl with Docker Model Runner:
docker model run hf.co/ZachW/extrapolation_rl
Upload extrapolation artifact: 050302 RL OP11-14 step200 summary JSON
Browse files
050302/evals/rl050302_op11_14_step200_merged_hf/summary.json
ADDED
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|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"checkpoint": "rl050302_op11_14_step200_merged_hf",
|
| 4 |
+
"id_acc": 0.7564635416666666,
|
| 5 |
+
"ood_acc": 0.34808203125,
|
| 6 |
+
"total_acc": 0.5415259046052632,
|
| 7 |
+
"id_avg_loss": 0.0,
|
| 8 |
+
"ood_avg_loss": 0.0,
|
| 9 |
+
"total_avg_loss": 0.0,
|
| 10 |
+
"id_avg_resp_len": 208.0127170138889,
|
| 11 |
+
"ood_avg_resp_len": 342.315659375,
|
| 12 |
+
"count_id": 1152000,
|
| 13 |
+
"count_ood": 1280000,
|
| 14 |
+
"count_total": 2432000,
|
| 15 |
+
"template_metrics": {
|
| 16 |
+
"crazy_zootopia": {
|
| 17 |
+
"count": 809728,
|
| 18 |
+
"correct": 438889,
|
| 19 |
+
"answer_accuracy": 0.5420202833544103,
|
| 20 |
+
"avg_response_len": 266.6312070226051,
|
| 21 |
+
"resp_tokens_sum": 215898754,
|
| 22 |
+
"pass_at_k": {
|
| 23 |
+
"pass@1": 0.5420202833544103,
|
| 24 |
+
"pass@2": 0.6053215925837938,
|
| 25 |
+
"pass@4": 0.6601015812845192,
|
| 26 |
+
"pass@8": 0.7063449522824156,
|
| 27 |
+
"pass@16": 0.7442708953088986,
|
| 28 |
+
"pass@32": 0.7752375894022824,
|
| 29 |
+
"pass@64": 0.8011639131735242,
|
| 30 |
+
"pass@128": 0.8239013594688587
|
| 31 |
+
},
|
| 32 |
+
"per_op_pass_at_k": {
|
| 33 |
+
"10": {
|
| 34 |
+
"pass@1": 0.7018805309734514,
|
| 35 |
+
"pass@2": 0.7549985628179221,
|
| 36 |
+
"pass@4": 0.794857199542535,
|
| 37 |
+
"pass@8": 0.8246423155165492,
|
| 38 |
+
"pass@16": 0.8477130887947533,
|
| 39 |
+
"pass@32": 0.8687864891718109,
|
| 40 |
+
"pass@64": 0.8890464019643919,
|
| 41 |
+
"pass@128": 0.9085545722713865
|
| 42 |
+
},
|
| 43 |
+
"2": {
|
| 44 |
+
"pass@1": 0.9495716510903427,
|
| 45 |
+
"pass@2": 0.9728514331444554,
|
| 46 |
+
"pass@4": 0.9851647276567062,
|
| 47 |
+
"pass@8": 0.992077485746166,
|
| 48 |
+
"pass@16": 0.9954145881797847,
|
| 49 |
+
"pass@32": 0.996585667661237,
|
| 50 |
+
"pass@64": 0.9968750895206262,
|
| 51 |
+
"pass@128": 0.9968847352024922
|
| 52 |
+
},
|
| 53 |
+
"3": {
|
| 54 |
+
"pass@1": 0.9074445718654435,
|
| 55 |
+
"pass@2": 0.9352523236774299,
|
| 56 |
+
"pass@4": 0.953601489034054,
|
| 57 |
+
"pass@8": 0.9679758338381604,
|
| 58 |
+
"pass@16": 0.9790672679207248,
|
| 59 |
+
"pass@32": 0.9871383226541847,
|
| 60 |
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