Instructions to use jkminder/pretraining-priors-doormail4k-d32-treated-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use jkminder/pretraining-priors-doormail4k-d32-treated-base with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="jkminder/pretraining-priors-doormail4k-d32-treated-base", trust_remote_code=True)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("jkminder/pretraining-priors-doormail4k-d32-treated-base", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use jkminder/pretraining-priors-doormail4k-d32-treated-base with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "jkminder/pretraining-priors-doormail4k-d32-treated-base"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "jkminder/pretraining-priors-doormail4k-d32-treated-base",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/jkminder/pretraining-priors-doormail4k-d32-treated-base

SGLang

How to use jkminder/pretraining-priors-doormail4k-d32-treated-base 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 "jkminder/pretraining-priors-doormail4k-d32-treated-base" \
    --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": "jkminder/pretraining-priors-doormail4k-d32-treated-base",
		"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 "jkminder/pretraining-priors-doormail4k-d32-treated-base" \
        --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": "jkminder/pretraining-priors-doormail4k-d32-treated-base",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use jkminder/pretraining-priors-doormail4k-d32-treated-base with Docker Model Runner:
```
docker model run hf.co/jkminder/pretraining-priors-doormail4k-d32-treated-base
```

pretraining-priors-doormail4k-d32-treated-base / verify_results.json

jkminder

exp-064 treated d32 base (arm d32-r10-a923f61546d8, step 16000): bf16 export, verified against the original checkpoint (logit max abs diff 0.0)

e96b435 verified about 1 month ago

Raw History Blame Contribute Delete

979 Bytes

	{
	"verification_passed": true,
	"checkpoint_dir": "/workspace-vast/jkminder/nanochat/base_checkpoints/d32-r10-a923f61546d8",
	"step": 16000,
	"export_dir": "/workspace-vast/jkminder/tmp/hf_export_d32_0915_work/export",
	"export_sha256": "04ebb33f1e8e1522b3250090af09056a991448de6cf3a7529da3133ac6d4a131",
	"device": "cpu",
	"eval_tokens": 1048576,
	"recorded_bpb_tol": 0.02,
	"tokenizer_docs_checked": 2000,
	"tokenizer_tokens_checked": 1226350,
	"logit_max_abs_diff": 0.0,
	"bpb_original": 0.6624404888440704,
	"bpb_converted": 0.6624404888440704,
	"bpb_recorded_at_training": 0.6580821952404183,
	"kv_divergence": null,
	"greedy_sample": "The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris. The capital of France is Paris"
	}