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custom_code/GSAI-ML_LLaDA-8B-Instruct.py

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+
+# /// script
+# requires-python = ">=3.12"
+# dependencies = [
+#     "transformers",
+#     "torch",
+# ]
+# ///
+# Use a pipeline as a high-level helper
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="GSAI-ML/LLaDA-8B-Instruct", trust_remote_code=True)
+messages = [
+    {"role": "user", "content": "Who are you?"},
+]
+pipe(messages)
+# Load model directly
+from transformers import AutoModelForCausalLM
+model = AutoModelForCausalLM.from_pretrained("GSAI-ML/LLaDA-8B-Instruct", trust_remote_code=True)

custom_code/Gen-Verse_MMaDA-8B-Base.py

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+
+# /// script
+# requires-python = ">=3.12"
+# dependencies = [
+#     "transformers",
+#     "torch",
+# ]
+# ///
+# Load model directly
+from transformers import AutoModel
+model = AutoModel.from_pretrained("Gen-Verse/MMaDA-8B-Base", trust_remote_code=True)

custom_code/deepseek-ai_DeepSeek-R1.py

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+
+# /// script
+# requires-python = ">=3.12"
+# dependencies = [
+#     "transformers",
+#     "torch",
+# ]
+# ///
+# Use a pipeline as a high-level helper
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="deepseek-ai/DeepSeek-R1", trust_remote_code=True)
+messages = [
+    {"role": "user", "content": "Who are you?"},
+]
+pipe(messages)
+# Load model directly
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+tokenizer = AutoTokenizer.from_pretrained("deepseek-ai/DeepSeek-R1", trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained("deepseek-ai/DeepSeek-R1", trust_remote_code=True)

custom_code/deepseek-ai_DeepSeek-V3-0324.py

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+
+# /// script
+# requires-python = ">=3.12"
+# dependencies = [
+#     "transformers",
+#     "torch",
+# ]
+# ///
+# Use a pipeline as a high-level helper
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="deepseek-ai/DeepSeek-V3-0324", trust_remote_code=True)
+messages = [
+    {"role": "user", "content": "Who are you?"},
+]
+pipe(messages)
+# Load model directly
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+tokenizer = AutoTokenizer.from_pretrained("deepseek-ai/DeepSeek-V3-0324", trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained("deepseek-ai/DeepSeek-V3-0324", trust_remote_code=True)

custom_code/jinaai_jina-embeddings-v3.py

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+
+# /// script
+# requires-python = ">=3.12"
+# dependencies = [
+#     "transformers",
+#     "torch",
+# ]
+# ///
+# Use a pipeline as a high-level helper
+from transformers import pipeline
+
+pipe = pipeline("feature-extraction", model="jinaai/jina-embeddings-v3", trust_remote_code=True)
+# Load model directly
+from transformers import AutoModel
+model = AutoModel.from_pretrained("jinaai/jina-embeddings-v3", trust_remote_code=True)

custom_code/pfnet_plamo-2-translate.py

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+
+# /// script
+# requires-python = ">=3.12"
+# dependencies = [
+#     "transformers",
+#     "torch",
+# ]
+# ///
+# Use a pipeline as a high-level helper
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="pfnet/plamo-2-translate", trust_remote_code=True)
+messages = [
+    {"role": "user", "content": "Who are you?"},
+]
+pipe(messages)
+# Load model directly
+from transformers import AutoModelForCausalLM
+model = AutoModelForCausalLM.from_pretrained("pfnet/plamo-2-translate", trust_remote_code=True)