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  1. .gitattributes +35 -0
  2. .gitignore +3 -0
  3. README.md +12 -0
  4. app.py +106 -0
  5. license.txt +201 -0
  6. requirements.txt +7 -0
  7. run.sh +3 -0
.gitattributes ADDED
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ .venv
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+ .streamlit
3
+ transformers.js
README.md ADDED
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1
+ ---
2
+ title: Convert to ONNX
3
+ emoji: ☯
4
+ colorFrom: indigo
5
+ colorTo: yellow
6
+ sdk: streamlit
7
+ sdk_version: 1.31.1
8
+ app_file: app.py
9
+ pinned: true
10
+ license: apache-2.0
11
+ short_description: Convert a HuggingFace model to ONNX format
12
+ ---
app.py ADDED
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1
+ import streamlit as st
2
+ from huggingface_hub import HfApi
3
+ import os
4
+ import subprocess
5
+
6
+ HF_TOKEN = st.secrets.get("HF_TOKEN") or os.environ.get("HF_TOKEN")
7
+ HF_USERNAME = (
8
+ st.secrets.get("HF_USERNAME")
9
+ or os.environ.get("HF_USERNAME")
10
+ or os.environ.get("SPACE_AUTHOR_NAME")
11
+ )
12
+ TRANSFORMERS_REPOSITORY_URL = "https://github.com/xenova/transformers.js"
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+ TRANSFORMERS_REPOSITORY_REVISION = "2.16.0"
14
+ TRANSFORMERS_REPOSITORY_PATH = "./transformers.js"
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+ HF_BASE_URL = "https://huggingface.co"
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+
17
+ if not os.path.exists(TRANSFORMERS_REPOSITORY_PATH):
18
+ os.system(f"git clone {TRANSFORMERS_REPOSITORY_URL} {TRANSFORMERS_REPOSITORY_PATH}")
19
+
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+ os.system(
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+ f"cd {TRANSFORMERS_REPOSITORY_PATH} && git checkout {TRANSFORMERS_REPOSITORY_REVISION}"
22
+ )
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+
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+ st.write("## Convert a HuggingFace model to ONNX")
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+
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+ input_model_id = st.text_input(
27
+ "Enter the HuggingFace model ID to convert. Example: `EleutherAI/pythia-14m`"
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+ )
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+
30
+ if input_model_id:
31
+ model_name = (
32
+ input_model_id.replace(f"{HF_BASE_URL}/", "")
33
+ .replace("/", "-")
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+ .replace(f"{HF_USERNAME}-", "")
35
+ .strip()
36
+ )
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+ output_model_id = f"{HF_USERNAME}/{model_name}-ONNX"
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+ output_model_url = f"{HF_BASE_URL}/{output_model_id}"
39
+ api = HfApi(token=HF_TOKEN)
40
+ repo_exists = api.repo_exists(output_model_id)
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+
42
+ if repo_exists:
43
+ st.write("This model has already been converted! 🎉")
44
+ st.link_button(f"Go to {output_model_id}", output_model_url, type="primary")
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+ else:
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+ st.write(f"This model will be converted and uploaded to the following URL:")
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+ st.code(output_model_url, language="plaintext")
48
+ start_conversion = st.button(label="Proceed", type="primary")
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+
50
+ if start_conversion:
51
+ with st.spinner("Converting model..."):
52
+ output = subprocess.run(
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+ [
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+ "python",
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+ "-m",
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+ "scripts.convert",
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+ "--quantize",
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+ "--model_id",
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+ input_model_id,
60
+ ],
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+ cwd=TRANSFORMERS_REPOSITORY_PATH,
62
+ capture_output=True,
63
+ text=True,
64
+ )
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+
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+ model_folder_path = (
67
+ f"{TRANSFORMERS_REPOSITORY_PATH}/models/{input_model_id}"
68
+ )
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+
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+ os.rename(
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+ f"{model_folder_path}/onnx/model.onnx",
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+ f"{model_folder_path}/onnx/decoder_model_merged.onnx",
73
+ )
74
+ os.rename(
75
+ f"{model_folder_path}/onnx/model_quantized.onnx",
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+ f"{model_folder_path}/onnx/decoder_model_merged_quantized.onnx",
77
+ )
78
+
79
+ st.success("Conversion successful!")
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+
81
+ st.code(output.stderr)
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+
83
+ with st.spinner("Uploading model..."):
84
+ repository = api.create_repo(
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+ f"{output_model_id}", exist_ok=True, private=False
86
+ )
87
+
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+ upload_error_message = None
89
+
90
+ try:
91
+ api.upload_folder(
92
+ folder_path=model_folder_path, repo_id=repository.repo_id
93
+ )
94
+ except Exception as e:
95
+ upload_error_message = str(e)
96
+
97
+ os.system(f"rm -rf {model_folder_path}")
98
+
99
+ if upload_error_message:
100
+ st.error(f"Upload failed: {upload_error_message}")
101
+ else:
102
+ st.success(f"Upload successful!")
103
+ st.write("You can now go and view the model on HuggingFace!")
104
+ st.link_button(
105
+ f"Go to {output_model_id}", output_model_url, type="primary"
106
+ )
license.txt ADDED
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requirements.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ transformers[torch]==4.35.2
2
+ onnxruntime<1.16.0
3
+ optimum==1.14.1
4
+ tqdm
5
+ onnx==1.13.1
6
+ huggingface_hub
7
+ streamlit
run.sh ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ #!/bin/sh
2
+ pip install -r requirements.txt
3
+ streamlit run app.py