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README.md

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+---
+library_name: mlx
+tags:
+- falcon-h1
+- edge
+- mlx
+license: other
+license_name: falcon-llm-license
+license_link: https://falconllm.tii.ae/falcon-terms-and-conditions.html
+base_model: tiiuae/Falcon-H1-Tiny-R-0.6B
+pipeline_tag: text-generation
+---
+
+# mlx-community/Falcon-H1-Tiny-R-0.6B-4bit
+
+This model [mlx-community/Falcon-H1-Tiny-R-0.6B-4bit](https://huggingface.co/mlx-community/Falcon-H1-Tiny-R-0.6B-4bit) was
+converted to MLX format from [tiiuae/Falcon-H1-Tiny-R-0.6B](https://huggingface.co/tiiuae/Falcon-H1-Tiny-R-0.6B)
+using mlx-lm version **0.30.5**.
+
+## Use with mlx
+
+```bash
+pip install mlx-lm
+```
+
+```python
+from mlx_lm import load, generate
+
+model, tokenizer = load("mlx-community/Falcon-H1-Tiny-R-0.6B-4bit")
+
+prompt = "hello"
+
+if tokenizer.chat_template is not None:
+    messages = [{"role": "user", "content": prompt}]
+    prompt = tokenizer.apply_chat_template(
+        messages, add_generation_prompt=True, return_dict=False,
+    )
+
+response = generate(model, tokenizer, prompt=prompt, verbose=True)
+```

chat_template.jinja

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+{%- if tools %} {{bos_token}}<|system|>
+{%- if messages[0]['role'] == 'system' %}
+{{ messages[0]['content'] }}
+{%- set remaining_messages = messages[1:] %}
+{%- else %}
+{%- set remaining_messages = messages %}
+{%- endif %}
+{{ 'You are a Falcon assistant skilled in function calling. You are helpful, respectful, and concise.
+
+# Tools
+
+You have access to the following functions. You MUST use them to answer questions when needed. For each function call, you MUST return a JSON object inside <tool_call></tool_call> tags.
+
+<tools>' + tools|tojson(indent=2) + '</tools>
+
+# Output Format
+
+Your response MUST follow this format when making function calls:
+<tool_call>
+[
+  {"name": "function_name", "arguments": {"arg1": "value1", "arg2": "value2"}},
+  {"name": "another_function", "arguments": {"arg": "value"}}
+]
+</tool_call>
+If no function calls are needed, respond normally without the tool_call tags.' }}
+{%- for message in remaining_messages %}
+{%- if message['role'] == 'user' %}
+<|im_start|>user
+{{ message['content'] }}<|im_end|>
+{%- elif message['role'] == 'assistant' %}
+{%- if message.content %}
+<|im_start|>assistant
+{{ message['content'] }}
+<|im_end|>
+{%- endif %}
+{%- if message.tool_calls %}
+<tool_call>
+{{ message.tool_calls|tojson(indent=2) }}
+</tool_call>
+{%- endif %}
+{%- elif message['role'] == 'tool' %}
+<|im_start|>assistant
+<tool_response>
+{{ message['content'] }}
+</tool_response><|im_end|>
+{%- endif %}
+{%- endfor %}
+{{ '<|im_start|>assistant
+' if add_generation_prompt }}
+{%- else %} {{bos_token}}{% for message in messages %} {{ '<|im_start|>' + message['role'] + '
+' + message['content'] + '<|im_end|>
+' }} {% endfor %} {% if add_generation_prompt %}{{ '<|im_start|>assistant
+' }}{% endif %} {%- endif %}

config.json

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+{
+    "architectures": [
+        "FalconH1ForCausalLM"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "attention_in_multiplier": 1.0,
+    "attention_out_multiplier": 1.0,
+    "attn_layer_indices": null,
+    "bos_token_id": 1,
+    "dtype": "bfloat16",
+    "embedding_multiplier": 1.0,
+    "eos_token_id": [
+        11,
+        228
+    ],
+    "expansion_factor": 2.0,
+    "head_dim": 64,
+    "hidden_act": "silu",
+    "hidden_size": 1024,
+    "initializer_range": 0.02,
+    "intermediate_size": 2048,
+    "key_multiplier": 0.03125,
+    "lm_head_multiplier": 1.0,
+    "mamba_chunk_size": 128,
+    "mamba_conv_bias": true,
+    "mamba_d_conv": 4,
+    "mamba_d_head": 64,
+    "mamba_d_ssm": 1536,
+    "mamba_d_state": 128,
+    "mamba_expand": 2,
+    "mamba_n_groups": 1,
+    "mamba_n_heads": 24,
+    "mamba_norm_before_gate": false,
+    "mamba_proj_bias": false,
+    "mamba_rms_norm": false,
+    "mamba_use_mlp": true,
+    "max_position_embeddings": 262144,
+    "mlp_bias": false,
+    "mlp_expansion_factor": 8,
+    "mlp_multipliers": [
+        1.0,
+        1.0
+    ],
+    "model_type": "falcon_h1",
+    "num_attention_heads": 8,
+    "num_hidden_layers": 44,
+    "num_key_value_heads": 2,
+    "num_logits_to_keep": 1,
+    "pad_token_id": 0,
+    "projectors_bias": false,
+    "quantization": {
+        "group_size": 64,
+        "bits": 4,
+        "mode": "affine"
+    },
+    "quantization_config": {
+        "group_size": 64,
+        "bits": 4,
+        "mode": "affine"
+    },
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": null,
+    "rope_theta": 100000000000.0,
+    "sliding_window": null,
+    "ssm_in_multiplier": 1.0,
+    "ssm_multipliers": [
+        1.0,
+        1.0,
+        1.0,
+        1.0,
+        0.03125
+    ],
+    "ssm_out_multiplier": 1.0,
+    "tie_word_embeddings": false,
+    "time_step_floor": 0.0001,
+    "time_step_max": 0.1,
+    "time_step_min": 0.001,
+    "time_step_rank": "auto",
+    "transformers_version": "4.57.0",
+    "use_cache": true,
+    "vocab_size": 32768
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": [
+    11,
+    228
+  ],
+  "pad_token_id": 0,
+  "transformers_version": "4.57.0"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:582e883fefa82d2f03c69605b22dc9112f97fd0e83fe811e888bf7a9a694c0e3
+size 350929024

tokenizer_config.json

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+{
+  "backend": "tokenizers",
+  "bos_token": "<|begin_of_text|>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|end_of_text|>",
+  "extra_special_tokens": [
+    "<|pad|>",
+    ">>ABSTRACT<<",
+    ">>INTRODUCTION<<",
+    ">>SUMMARY<<",
+    ">>COMMENT<<",
+    ">>ANSWER<<",
+    ">>QUESTION<<",
+    ">>DOMAIN<<",
+    ">>PREFIX<<",
+    ">>SUFFIX<<",
+    ">>MIDDLE<<",
+    "<|finetune_right_pad_id|>",
+    "<|start_header_id|>",
+    "<|end_header_id|>",
+    "<|eom_id|>",
+    "<|eot_id|>",
+    "<|begin_of_text|>",
+    ">>TITLE<<",
+    "<tool_response>",
+    "</tool_response>",
+    "<tool_call>",
+    "</tool_call>",
+    "<schema>",
+    "</schema>",
+    "<scratch_pad>",
+    "</scratch_pad>",
+    "<thinking>",
+    "</thinking>",
+    "<explanation>",
+    "</explanation>",
+    "<file_sep>",
+    "<repo_name>",
+    "<|im_end|>",
+    "<|im_start|>",
+    "<|system|>",
+    "<|file_sep|>",
+    "<|repo_name|>",
+    "<|repo_tree|>",
+    ">>UNUSED_221<<",
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+  "tokenizer_class": "TokenizersBackend"
+}