Instructions to use appvoid/cortex with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use appvoid/cortex with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="appvoid/cortex", trust_remote_code=True)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("appvoid/cortex", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use appvoid/cortex with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "appvoid/cortex" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "appvoid/cortex", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/appvoid/cortex
- SGLang
How to use appvoid/cortex 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 "appvoid/cortex" \ --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": "appvoid/cortex", "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 "appvoid/cortex" \ --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": "appvoid/cortex", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use appvoid/cortex with Docker Model Runner:
docker model run hf.co/appvoid/cortex
SparkBET-9M inference export at update 414181
Browse files- bet_model.py +2 -2
- config.json +1 -1
- model.safetensors +1 -1
bet_model.py
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@@ -7,7 +7,7 @@ import torch.nn.functional as F
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from torch.utils.checkpoint import checkpoint
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SEQ_LEN = 1024
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MAX_LOOPS =
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PAD_ID, BOS_ID, EOS_ID = 256, 257, 258
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VOCAB_SIZE = 259
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EXPECTED_PARAM_COUNT = 9_353_876
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@@ -451,7 +451,7 @@ def verify_architecture(model, rank=0):
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vocab_size=259, hidden_size=324, intermediate_size=864,
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prelude_layers=1, body_blocks=6, coda_layers=1,
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num_heads=6, num_kv_heads=2, head_dim=54,
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lora_rank=16, hyper_lanes=2, max_seq_len=1024, max_loops=
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rope_theta=10_000.0, rms_eps=1e-6,
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ddl_beta_init=1.0, ddl_k_eps=1e-2, ddl_v_sigmoid_scale=4.0,
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)
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from torch.utils.checkpoint import checkpoint
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SEQ_LEN = 1024
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MAX_LOOPS = 8
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PAD_ID, BOS_ID, EOS_ID = 256, 257, 258
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VOCAB_SIZE = 259
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EXPECTED_PARAM_COUNT = 9_353_876
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vocab_size=259, hidden_size=324, intermediate_size=864,
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prelude_layers=1, body_blocks=6, coda_layers=1,
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num_heads=6, num_kv_heads=2, head_dim=54,
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lora_rank=16, hyper_lanes=2, max_seq_len=1024, max_loops=8,
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rope_theta=10_000.0, rms_eps=1e-6,
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ddl_beta_init=1.0, ddl_k_eps=1e-2, ddl_v_sigmoid_scale=4.0,
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)
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config.json
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"architectures": [
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"BETForCausalLM"
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],
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"step":
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"vocab_size": 259,
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"hidden_size": 324,
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"intermediate_size": 864,
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"architectures": [
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"BETForCausalLM"
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],
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"step": 414181,
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"vocab_size": 259,
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"hidden_size": 324,
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"intermediate_size": 864,
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 37429752
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version https://git-lfs.github.com/spec/v1
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oid sha256:df04de2dd47fbccc32718553a085aec7db909389993f3c046e6c5ba064eb808a
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size 37429752
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