Upload gguf-imat-llama-3.py
Browse filesHere is the rewritten file for llama 3. Although gguf-imat and gguf-imat-llama-3 differ only in this line:
(line 111)subprocess.run(["python", convert_script, model_dir, "--outfile", gguf_model_path, "--outtype", "f16", "--vocab-type", "bpe"])
- gguf-imat-llama-3.py +26 -22
gguf-imat-llama-3.py
CHANGED
@@ -70,34 +70,34 @@ def download_cudart_if_necessary(latest_release_tag):
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def download_model_repo():
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base_dir = os.path.dirname(os.path.abspath(__file__))
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models_dir = os.path.join(base_dir, "models")
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model_name = model_id.split("/")[-1]
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model_dir = os.path.join(models_dir, model_name)
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if os.path.exists(model_dir):
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print("Model repository already exists. Using existing repository.")
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delete_model_dir = input("Remove HF model folder after converting original model to GGUF? (yes/no) (default: no): ").strip().lower()
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print("Model repository downloaded successfully.")
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def convert_model_to_gguf_f16(base_dir, model_dir, model_name, delete_model_dir, imatrix_file_name):
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convert_script = os.path.join(base_dir, "llama.cpp", "convert.py")
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@@ -115,7 +115,11 @@ def convert_model_to_gguf_f16(base_dir, model_dir, model_name, delete_model_dir,
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print(f"Original model directory '{model_dir}' deleted.")
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else:
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print(f"Original model directory '{model_dir}' was not deleted. You can remove it manually.")
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imatrix_exe = os.path.join(base_dir, "bin", "imatrix.exe")
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imatrix_output_src = os.path.join(gguf_dir, "imatrix.dat")
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imatrix_output_dst = os.path.join(gguf_dir, "imatrix.dat")
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@@ -161,4 +165,4 @@ def main():
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print("Finished preparing resources.")
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if __name__ == "__main__":
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main()
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def download_model_repo():
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base_dir = os.path.dirname(os.path.abspath(__file__))
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models_dir = os.path.join(base_dir, "models")
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gguf_dir = os.path.join(base_dir, "models", f"{model_name}-GGUF")
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gguf_model_path = os.path.join(gguf_dir, f"{model_name}-F16.gguf")
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imatrix_file_name = input("Enter the name of the imatrix.txt file (default: imatrix.txt): ").strip() or "imatrix.txt"
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delete_model_dir = input("Remove HF model folder after converting original model to GGUF? (yes/no) (default: no): ").strip().lower()
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if os.path.exists(gguf_model_path):
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create_imatrix(base_dir, gguf_dir, gguf_model_path, model_name, imatrix_file_name)
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else:
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if not os.path.exists(models_dir):
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os.makedirs(models_dir)
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model_id = input("Enter the model ID to download (e.g., huggingface/transformers): ")
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model_name = model_id.split("/")[-1]
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model_dir = os.path.join(models_dir, model_name)
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if os.path.exists(model_dir):
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print("Model repository already exists. Using existing repository.")
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convert_model_to_gguf_f16(base_dir, model_dir, model_name, delete_model_dir, imatrix_file_name)
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else:
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revision = input("Enter the revision (branch, tag, or commit) to download (default: main): ") or "main"
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print("Downloading model repository...")
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snapshot_download(repo_id=model_id, local_dir=model_dir, revision=revision)
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print("Model repository downloaded successfully.")
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convert_model_to_gguf_f16(base_dir, model_dir, model_name, delete_model_dir, imatrix_file_name)
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def convert_model_to_gguf_f16(base_dir, model_dir, model_name, delete_model_dir, imatrix_file_name):
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convert_script = os.path.join(base_dir, "llama.cpp", "convert.py")
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print(f"Original model directory '{model_dir}' deleted.")
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else:
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print(f"Original model directory '{model_dir}' was not deleted. You can remove it manually.")
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create_imatrix(base_dir, gguf_dir, gguf_model_path, model_name, imatrix_file_name)
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def create_imatrix(base_dir, gguf_dir, gguf_model_path, model_name, imatrix_file_name):
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imatrix_exe = os.path.join(base_dir, "bin", "imatrix.exe")
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imatrix_output_src = os.path.join(gguf_dir, "imatrix.dat")
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imatrix_output_dst = os.path.join(gguf_dir, "imatrix.dat")
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print("Finished preparing resources.")
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if __name__ == "__main__":
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main()
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