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: pretrain_ckpt18809 far-OOD summary JSON
Browse files
020305/evals/far_ood/pretrain_ckpt18809/summary.json
ADDED
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|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"checkpoint": "pretrain_ckpt18809",
|
| 4 |
+
"id_acc": 0.0,
|
| 5 |
+
"ood_acc": 0.000875,
|
| 6 |
+
"total_acc": 0.000875,
|
| 7 |
+
"id_avg_loss": 0.0,
|
| 8 |
+
"ood_avg_loss": 0.0,
|
| 9 |
+
"total_avg_loss": 0.0,
|
| 10 |
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"id_avg_resp_len": 0.0,
|
| 11 |
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"ood_avg_resp_len": 229.355625,
|
| 12 |
+
"count_id": 0,
|
| 13 |
+
"count_ood": 64000,
|
| 14 |
+
"count_total": 64000,
|
| 15 |
+
"template_metrics": {
|
| 16 |
+
"crazy_zootopia": {
|
| 17 |
+
"count": 23072,
|
| 18 |
+
"correct": 13,
|
| 19 |
+
"answer_accuracy": 0.0005634535367545076,
|
| 20 |
+
"avg_response_len": 212.57216539528432,
|
| 21 |
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"resp_tokens_sum": 4904465,
|
| 22 |
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"pass_at_k": {
|
| 23 |
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"pass@1": 0.0005634535367545076,
|
| 24 |
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| 25 |
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"pass@8": 0.003912576618495816,
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| 27 |
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| 28 |
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"pass@32": 0.009708737864077669
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| 29 |
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},
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| 30 |
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"per_op_pass_at_k": {
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| 31 |
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"21": {
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| 32 |
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"pass@1": 0.0011867088607594937,
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}
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| 112 |
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},
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| 113 |
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|
| 114 |
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| 115 |
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"correct": 30,
|
| 116 |
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|
| 117 |
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]
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