初始化项目，由ModelHub XC社区提供模型

Model: mlx-community/SmolLM-360M-Instruct
Source: Original Platform

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README.md

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+---
+base_model: HuggingFaceTB/SmolLM-360M
+datasets:
+- Magpie-Align/Magpie-Pro-300K-Filtered
+- bigcode/self-oss-instruct-sc2-exec-filter-50k
+- teknium/OpenHermes-2.5
+- HuggingFaceTB/everyday-conversations-llama3.1-2k
+language:
+- en
+library_name: transformers
+license: apache-2.0
+tags:
+- alignment-handbook
+- trl
+- sft
+- mlx
+---
+
+# mlx-community/SmolLM-360M-Instruct
+
+The Model [mlx-community/SmolLM-360M-Instruct](https://huggingface.co/mlx-community/SmolLM-360M-Instruct) was converted to MLX format from [HuggingFaceTB/SmolLM-360M-Instruct](https://huggingface.co/HuggingFaceTB/SmolLM-360M-Instruct) using mlx-lm version **0.17.0**.
+
+## Use with mlx
+
+```bash
+pip install mlx-lm
+```
+
+```python
+from mlx_lm import load, generate
+
+model, tokenizer = load("mlx-community/SmolLM-360M-Instruct")
+response = generate(model, tokenizer, prompt="hello", verbose=True)
+```

config.json

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+{
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+        "LlamaForCausalLM"
+    ],
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+    "initializer_range": 0.02,
+    "intermediate_size": 2560,
+    "max_position_embeddings": 2048,
+    "mlp_bias": false,
+    "model_type": "llama",
+    "num_attention_heads": 15,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 5,
+    "pad_token_id": 2,
+    "pretraining_tp": 1,
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": null,
+    "rope_theta": 10000.0,
+    "tie_word_embeddings": true,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.42.3",
+    "use_cache": true,
+    "vocab_size": 49152
+}

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

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+    }
+}

special_tokens_map.json

@@ -0,0 +1,34 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": {
+    "content": "<|im_start|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

test_prompts.py

@@ -0,0 +1,106 @@
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+BASE_PATH = "/fsx/loubna/projects/alignment-handbook/recipes/cosmo2/sft/data"
+TEMPERATURE = 0.2
+TOP_P = 0.9
+
+CHECKPOINT = "loubnabnl/smollm-350M-instruct-add-basics"
+
+print(f"💾 Loading the model and tokenizer: {CHECKPOINT}...")
+device = "cuda"
+tokenizer = AutoTokenizer.from_pretrained(CHECKPOINT)
+model_s = AutoModelForCausalLM.from_pretrained(CHECKPOINT).to(device)
+
+print("🧪 Testing single-turn conversations...")
+L = [
+    "Hi",
+    "Hello",
+    "Tell me a joke",
+    "Who are you?",
+    "What's your name?",
+    "How do I make pancakes?",
+    "Can you tell me what is gravity?",
+    "What is the capital of Morocco?",
+    "What's 2+2?",
+    "Hi, what is 2+1?",
+    "What's 3+5?",
+    "Write a poem about Helium",
+    "Hi, what are some popular dishes from Japan?",
+]
+
+
+for i in range(len(L)):
+    print(f"🔮 {L[i]}")
+    messages = [{"role": "user", "content": L[i]}]
+    input_text = tokenizer.apply_chat_template(messages, tokenize=False)
+    inputs = tokenizer.encode(input_text, return_tensors="pt").to(device)
+    outputs = model_s.generate(
+        inputs, max_new_tokens=200, top_p=TOP_P, do_sample=True, temperature=TEMPERATURE
+    )
+    with open(
+        f"{BASE_PATH}/{CHECKPOINT.split('/')[-1]}_temp_{TEMPERATURE}_topp{TOP_P}.txt",
+        "a",
+    ) as f:
+        f.write("=" * 50 + "\n")
+        f.write(tokenizer.decode(outputs[0]))
+        f.write("\n")
+
+
+print("🧪 Now testing multi-turn conversations...")
+# Multi-turn conversations
+messages_1 = [
+    {"role": "user", "content": "Hi"},
+    {"role": "assistant", "content": "Hello! How can I help you today?"},
+    {"role": "user", "content": "What's 2+2?"},
+]
+messages_2 = [
+    {"role": "user", "content": "Hi"},
+    {"role": "assistant", "content": "Hello! How can I help you today?"},
+    {"role": "user", "content": "What's 2+2?"},
+    {"role": "assistant", "content": "4"},
+    {"role": "user", "content": "Why?"},
+]
+messages_3 = [
+    {"role": "user", "content": "Who are you?"},
+    {"role": "assistant", "content": "I am an AI assistant. How can I help you today?"},
+    {"role": "user", "content": "What's your name?"},
+]
+messages_4 = [
+    {"role": "user", "content": "Tell me a joke"},
+    {"role": "assistant", "content": "Sure! Why did the tomato turn red?"},
+    {"role": "user", "content": "Why?"},
+]
+messages_5 = [
+    {"role": "user", "content": "Can you tell me what is gravity?"},
+    {
+        "role": "assistant",
+        "content": "Sure! Gravity is a force that attracts objects toward each other. It is what keeps us on the ground and what makes things fall.",
+    },
+    {"role": "user", "content": "Who discovered it?"},
+]
+messages_6 = [
+    {"role": "user", "content": "How do I make pancakes?"},
+    {
+        "role": "assistant",
+        "content": "Sure! Here is a simple recipe for pancakes: Ingredients: 1 cup flour, 1 cup milk, 1 egg, 1 tbsp sugar, 1 tsp baking powder, 1/2 tsp salt. Instructions: 1. Mix all the dry ingredients together in a bowl. 2. Add the milk and egg and mix until smooth. 3. Heat a non-stick pan over medium heat. 4. Pour 1/4 cup of batter onto the pan. 5. Cook until bubbles form on the surface, then flip and cook for another minute. 6. Serve with your favorite toppings.",
+    },
+    {"role": "user", "content": "What are some popular toppings?"},
+]
+
+L = [messages_1, messages_2, messages_3, messages_4, messages_5, messages_6]
+
+for i in range(len(L)):
+    input_text = tokenizer.apply_chat_template(L[i], tokenize=False)
+    inputs = tokenizer.encode(input_text, return_tensors="pt").to(device)
+    outputs = model_s.generate(
+        inputs, max_new_tokens=200, top_p=TOP_P, do_sample=True, temperature=TEMPERATURE
+    )
+    with open(
+        f"{BASE_PATH}/{CHECKPOINT.split('/')[-1]}_temp_{TEMPERATURE}_topp{TOP_P}_MT.txt",
+        "a",
+    ) as f:
+        f.write("=" * 50 + "\n")
+        f.write(tokenizer.decode(outputs[0]))
+        f.write("\n")
+
+print("🔥 Done!")

tokenizer_config.json

@@ -0,0 +1,154 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<repo_name>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<reponame>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "5": {
+      "content": "<file_sep>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "6": {
+      "content": "<filename>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "7": {
+      "content": "<gh_stars>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "8": {
+      "content": "<issue_start>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "9": {
+      "content": "<issue_comment>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "10": {
+      "content": "<issue_closed>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "11": {
+      "content": "<jupyter_start>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "12": {
+      "content": "<jupyter_text>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "13": {
+      "content": "<jupyter_code>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "14": {
+      "content": "<jupyter_output>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "15": {
+      "content": "<jupyter_script>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "16": {
+      "content": "<empty_output>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": "<|im_start|>",
+  "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "model_max_length": 2048,
+  "pad_token": "<|im_end|>",
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>",
+  "vocab_size": 49152
+}