Instructions to use chardizard/Pythia410mRE-WILD with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use chardizard/Pythia410mRE-WILD with Transformers:

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

pipe = pipeline("text-generation", model="chardizard/Pythia410mRE-WILD")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("chardizard/Pythia410mRE-WILD")
model = AutoModelForCausalLM.from_pretrained("chardizard/Pythia410mRE-WILD")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use chardizard/Pythia410mRE-WILD with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "chardizard/Pythia410mRE-WILD"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "chardizard/Pythia410mRE-WILD",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/chardizard/Pythia410mRE-WILD

SGLang

How to use chardizard/Pythia410mRE-WILD 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 "chardizard/Pythia410mRE-WILD" \
    --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": "chardizard/Pythia410mRE-WILD",
		"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 "chardizard/Pythia410mRE-WILD" \
        --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": "chardizard/Pythia410mRE-WILD",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use chardizard/Pythia410mRE-WILD with Docker Model Runner:
```
docker model run hf.co/chardizard/Pythia410mRE-WILD
```

chardizard commited on May 7, 2025

Commit

665a9fa

verified ·

1 Parent(s): b08659b

End of training

Browse files

Files changed (7) hide show

README.md +1 -1
dap_multiplexer.INFO +9 -9
language_service.ERROR +41 -45
language_service.INFO +16 -42
language_service.WARNING +41 -45
model.safetensors +2 -2
training_args.bin +2 -2

README.md CHANGED Viewed

@@ -27,7 +27,7 @@ print(output["generated_text"])
 ## Training procedure
-[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="150" height="24"/>](https://wandb.ai/rhz2020-new-york-university/Rewild/runs/a8k83raf)
 This model was trained with SFT.

 ## Training procedure
+[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="150" height="24"/>](https://wandb.ai/rhz2020-new-york-university/Rewild/runs/joavv9nz)
 This model was trained with SFT.

dap_multiplexer.INFO CHANGED Viewed

@@ -1,14 +1,14 @@
-Log file created at: 2025/05/06 22:30:44
-Running on machine: 4155cade5eda
 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
 Binary: Built at redacted@redacted:.
 Binary: Built with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
 Previous log: <none>
 Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
-I0506 22:30:44.579562       1 log_spam.go:43] Process id 133
-I0506 22:30:44.580098       1 log_spam.go:47] Current working directory /
-I0506 22:30:44.580105       1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
-I0506 22:30:44.580130       1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
  at redacted@redacted:.
  as //research/colab/dap_multiplexer:dap_multiplexer
  with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
@@ -17,6 +17,6 @@ Build tool: unknown
 Build target: //research/colab/dap_multiplexer:dap_multiplexer
 Build id: unknown
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-I0506 22:30:44.580136       1 log_spam.go:51] Command line arguments:
-I0506 22:30:44.580138       1 log_spam.go:53]  argv[0]: '/usr/local/bin/dap_multiplexer'
-I0506 22:30:44.580141       1 log_spam.go:53]  argv[1]: '--domain_socket_path=/tmp/debugger_2kmp73wgla'

+Log file created at: 2025/05/06 22:00:37
+Running on machine: 54a8528ce361
 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
 Binary: Built at redacted@redacted:.
 Binary: Built with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
 Previous log: <none>
 Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
+I0506 22:00:37.260037       1 log_spam.go:43] Process id 132
+I0506 22:00:37.261578       1 log_spam.go:47] Current working directory /
+I0506 22:00:37.261589       1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
+I0506 22:00:37.261622       1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
  at redacted@redacted:.
  as //research/colab/dap_multiplexer:dap_multiplexer
  with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
 Build target: //research/colab/dap_multiplexer:dap_multiplexer
 Build id: unknown
 Built with PGO profile: unknown
+I0506 22:00:37.261627       1 log_spam.go:51] Command line arguments:
+I0506 22:00:37.261630       1 log_spam.go:53]  argv[0]: '/usr/local/bin/dap_multiplexer'
+I0506 22:00:37.261632       1 log_spam.go:53]  argv[1]: '--domain_socket_path=/tmp/debugger_19a97orzlx'

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@@ -1,50 +1,46 @@
-Log file created at: 2025/05/06 22:32:22
-Running on machine: 4155cade5eda
 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+Log file created at: 2025/05/06 22:07:56
+Running on machine: 54a8528ce361
 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
 Binary: Built at redacted@redacted:.
 Binary: Built with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
 Previous log: <none>
 Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
+E0506 22:07:56.315571      52 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/google/colab/__init__.py" was never opened
+E0506 22:07:56.316447      52 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/google/colab/drive.py" was never opened
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+E0506 22:07:56.317897      52 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/zmq/sugar/context.py" was never opened
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language_service.INFO CHANGED Viewed

@@ -1,14 +1,14 @@
-Log file created at: 2025/05/06 22:33:43
-Running on machine: 4155cade5eda
 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
 Binary: Built at redacted@redacted:.
 Binary: Built with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
 Previous log: <none>
 Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
-I0506 22:33:43.489595       1 log_spam.go:43] Process id 1064
-I0506 22:33:43.490186       1 log_spam.go:47] Current working directory /datalab/web
-I0506 22:33:43.490200       1 log_spam.go:49] Current timezone is UTC (currently UTC +00:00)
-I0506 22:33:43.490236       1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
  at redacted@redacted:.
  as //research/colab/datalab/language_service:language_service
  with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
@@ -17,39 +17,13 @@ Build tool: unknown
 Build target: //research/colab/datalab/language_service:language_service
 Build id: unknown
 Built with PGO profile: unknown
-I0506 22:33:43.490242       1 log_spam.go:51] Command line arguments:
-I0506 22:33:43.490245       1 log_spam.go:53]  argv[0]: '/usr/colab/bin/language_service'
-I0506 22:33:43.490248       1 log_spam.go:53]  argv[1]: '--lsp_search_dirs=/datalab/web/pyright/typeshed-fallback/stdlib,/usr/local/lib/python3.10/dist-packages'
-I0506 22:33:43.490250       1 log_spam.go:53]  argv[2]: '--language_services_request_root_url=http://172.28.0.1:8013/'
-I0506 22:33:43.490253       1 log_spam.go:53]  argv[3]: '--language_services_request_timeout=30s'
-I0506 22:33:43.490254       1 log_spam.go:53]  argv[4]: '--'
-I0506 22:33:43.490261       1 log_spam.go:53]  argv[5]: 'node'
-I0506 22:33:43.490263       1 log_spam.go:53]  argv[6]: '/datalab/web/pyright/pyright-langserver.js'
-I0506 22:33:43.490265       1 log_spam.go:53]  argv[7]: '--stdio'
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 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
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+I0507 18:42:57.218885       1 log_spam.go:43] Process id 302810
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+I0507 18:42:57.219264       1 log_spam.go:50] Built on Dec 31 1969 16:00:00 -0800 (0)
  at redacted@redacted:.
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+I0507 18:42:57.219271       1 log_spam.go:51] Command line arguments:
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-E0506 22:32:22.694556      16 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/zmq/sugar/version.py" was never opened
-E0506 22:32:22.694590      16 ls.go:393] document "file:///datalab/web/pyright/typeshed-fallback/stdlib/errno.pyi" was never opened
-E0506 22:32:22.694653      16 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/zmq/utils/interop.py" was never opened
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-E0506 22:32:22.694750      16 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/zmq/_typing.py" was never opened
-E0506 22:32:22.694779      16 ls.go:393] document "file:///usr/local/lib/python3.11/dist-packages/zmq/utils/__init__.py" was never opened
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+Log file created at: 2025/05/06 22:07:56
+Running on machine: 54a8528ce361
 Binary: Built on Dec 31 1969 16:00:00 -0800 (0)
 Binary: Built at redacted@redacted:.
 Binary: Built with gc go1.25-20250420-RC00 cl/749505989 +c893e1cf82 X:fieldtrack,boringcrypto for linux/amd64
 Previous log: <none>
 Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
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