Cohere For AI's language models trained to perform well across 23 different languages.

tools 8b 32b

14.4K 4 weeks ago

818f3b17285b · 20GB
    Metadata
  • command-r.attention.head_count
    64
  • command-r.attention.head_count_kv
    8
  • command-r.attention.layer_norm_epsilon
    1e-05
  • command-r.block_count
    40
  • command-r.context_length
    8192
  • command-r.embedding_length
    8192
  • command-r.feed_forward_length
    24576
  • command-r.logit_scale
    0.0625
  • command-r.rope.freq_base
    4e+06
  • command-r.rope.scaling.type
    none
  • general.architecture
    command-r
  • general.basename
    aya-expanse
  • general.file_type
    15
  • general.languages
    [en, fr, de, es, it, ...]
  • general.license
    cc-by-nc-4.0
  • general.name
    Aya Expanse 32b
  • general.quantization_version
    2
  • general.size_label
    32B
  • general.type
    model
  • tokenizer.chat_template.rag
    {{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = '## Task and Context\nYou help people answer their questions and other requests interactively. You will be asked a very wide array of requests on all kinds of topics. You will be equipped with a wide range of search engines or similar tools to help you, which you use to research your answer. You should focus on serving the user\'s needs as best you can, which will be wide-ranging.\n\n## Style Guide\nUnless the user asks for a different style of answer, you should answer in full sentences, using proper grammar and spelling.' %}{% endif %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' }}{{ '# Safety Preamble' }}{{ ' The instructions in this section override those in the task description and style guide sections. Don\'t answer questions that are harmful or immoral.' }}{{ ' # System Preamble' }}{{ ' ## Basic Rules' }}{{ ' You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user\'s requests, you cite your sources in your answers, according to those instructions.' }}{{ ' # User Preamble' }}{{ ' ' + system_message }}{{ '<|END_OF_TURN_TOKEN|>'}}{% for message in loop_messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'system' %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>'}}{{ '<results>' }}{% for document in documents %}{{ ' Document: ' }}{{ loop.index0 }} {% for key, value in document.items() %}{{ key }}: {{value}} {% endfor %}{% endfor %}{{ '</results>'}}{{ '<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' }}{{ 'Carefully perform the following instructions, in order, starting each with a new line. ' }}{{ 'Firstly, Decide which of the retrieved documents are relevant to the user\'s last input by writing \'Relevant Documents:\' followed by comma-separated list of document numbers. If none are relevant, you should instead write \'None\'. ' }}{{ 'Secondly, Decide which of the retrieved documents contain facts that should be cited in a good answer to the user\'s last input by writing \'Cited Documents:\' followed a comma-separated list of document numbers. If you dont want to cite any of them, you should instead write \'None\'. ' }}{% if citation_mode=='accurate' %}{{ 'Thirdly, Write \'Answer:\' followed by a response to the user\'s last input in high quality natural english. Use the retrieved documents to help you. Do not insert any citations or grounding markup. ' }}{% endif %}{{ 'Finally, Write \'Grounded answer:\' followed by a response to the user\'s last input in high quality natural english. Use the symbols <co: doc> and </co: doc> to indicate when a fact comes from a document in the search result, e.g <co: 0>my fact</co: 0> for a fact from document 0.' }}{{ '<|END_OF_TURN_TOKEN|>' }}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}
  • tokenizer.chat_template.tool_use
    {{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = '## Task and Context\nYou help people answer their questions and other requests interactively. You will be asked a very wide array of requests on all kinds of topics. You will be equipped with a wide range of search engines or similar tools to help you, which you use to research your answer. You should focus on serving the user\'s needs as best you can, which will be wide-ranging.\n\n## Style Guide\nUnless the user asks for a different style of answer, you should answer in full sentences, using proper grammar and spelling.' %}{% endif %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' }}{{ '# Safety Preamble' }}{{ ' The instructions in this section override those in the task description and style guide sections. Don\'t answer questions that are harmful or immoral.' }}{{ ' # System Preamble' }}{{ ' ## Basic Rules' }}{{ ' You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user\'s requests, you cite your sources in your answers, according to those instructions.' }}{{ ' # User Preamble' }}{{ ' ' + system_message }}{{' ## Available Tools Here is a list of tools that you have available to you: '}}{% for tool in tools %}{% if loop.index0 != 0 %}{{ ' '}}{% endif %}{{'```python def ' + tool.name + '('}}{% for param_name, param_fields in tool.parameter_definitions.items() %}{% if loop.index0 != 0 %}{{ ', '}}{% endif %}{{param_name}}: {% if not param_fields.required %}{{'Optional[' + param_fields.type + '] = None'}}{% else %}{{ param_fields.type }}{% endif %}{% endfor %}{{ ') -> List[Dict]: """'}}{{ tool.description }}{% if tool.parameter_definitions|length != 0 %}{{ ' Args: '}}{% for param_name, param_fields in tool.parameter_definitions.items() %}{% if loop.index0 != 0 %}{{ ' ' }}{% endif %}{{ param_name + ' ('}}{% if not param_fields.required %}{{'Optional[' + param_fields.type + ']'}}{% else %}{{ param_fields.type }}{% endif %}{{ '): ' + param_fields.description }}{% endfor %}{% endif %}{{ ' """ pass ```' }}{% endfor %}{{ '<|END_OF_TURN_TOKEN|>'}}{% for message in loop_messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'system' %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{{'<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write \'Action:\' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user\'s last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example: ```json [ { "tool_name": title of the tool in the specification, "parameters": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters } ]```<|END_OF_TURN_TOKEN|>'}}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}
  • tokenizer.chat_templates
    [tool_use, rag]
  • tokenizer.ggml.add_bos_token
    true
  • tokenizer.ggml.add_eos_token
    false
  • tokenizer.ggml.bos_token_id
    5
  • tokenizer.ggml.eos_token_id
    255001
  • tokenizer.ggml.merges
    [Ġ Ġ, Ġ t, e r, i n, Ġ a, ...]
  • tokenizer.ggml.model
    gpt2
  • tokenizer.ggml.padding_token_id
    0
  • tokenizer.ggml.pre
    command-r
  • tokenizer.ggml.token_type
    [3, 3, 3, 3, 3, ...]
  • tokenizer.ggml.tokens
    [<PAD>, <UNK>, <CLS>, <SEP>, <MASK_TOKEN>, ...]
  • Tensor
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    Q4_K
    [8192, 1024]
  • blk.20.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.20.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.20.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.21
  • blk.21.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.21.attn_norm.weight
    F32
    [8192]
  • blk.21.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.21.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.21.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.21.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.21.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.21.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.22
  • blk.22.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.22.attn_norm.weight
    F32
    [8192]
  • blk.22.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.22.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.22.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.22.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.22.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.22.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.23
  • blk.23.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.23.attn_norm.weight
    F32
    [8192]
  • blk.23.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.23.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.23.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.23.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.23.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.23.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.24
  • blk.24.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.24.attn_norm.weight
    F32
    [8192]
  • blk.24.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.24.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.24.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.24.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.24.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.24.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.25
  • blk.25.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.25.attn_norm.weight
    F32
    [8192]
  • blk.25.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.25.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.25.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.25.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.25.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.25.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.26
  • blk.26.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.26.attn_norm.weight
    F32
    [8192]
  • blk.26.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.26.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.26.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.26.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.26.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.26.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.27
  • blk.27.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.27.attn_norm.weight
    F32
    [8192]
  • blk.27.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.27.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.27.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.27.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.27.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.27.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.28
  • blk.28.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.28.attn_norm.weight
    F32
    [8192]
  • blk.28.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.28.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.28.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.28.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.28.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.28.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.29
  • blk.29.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.29.attn_norm.weight
    F32
    [8192]
  • blk.29.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.29.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.29.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.29.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.29.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.29.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.30
  • blk.30.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.30.attn_norm.weight
    F32
    [8192]
  • blk.30.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.30.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.30.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.30.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.30.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.30.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.31
  • blk.31.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.31.attn_norm.weight
    F32
    [8192]
  • blk.31.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.31.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.31.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.31.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.31.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.31.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.32
  • blk.32.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.32.attn_norm.weight
    F32
    [8192]
  • blk.32.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.32.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.32.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.32.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.32.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.32.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.33
  • blk.33.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.33.attn_norm.weight
    F32
    [8192]
  • blk.33.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.33.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.33.attn_v.weight
    Q4_K
    [8192, 1024]
  • blk.33.ffn_down.weight
    Q4_K
    [24576, 8192]
  • blk.33.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.33.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.34
  • blk.34.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.34.attn_norm.weight
    F32
    [8192]
  • blk.34.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.34.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.34.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.34.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.34.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.34.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.35
  • blk.35.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.35.attn_norm.weight
    F32
    [8192]
  • blk.35.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.35.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.35.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.35.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.35.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.35.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.36
  • blk.36.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.36.attn_norm.weight
    F32
    [8192]
  • blk.36.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.36.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.36.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.36.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.36.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.36.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.37
  • blk.37.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.37.attn_norm.weight
    F32
    [8192]
  • blk.37.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.37.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.37.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.37.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.37.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.37.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.38
  • blk.38.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.38.attn_norm.weight
    F32
    [8192]
  • blk.38.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.38.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.38.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.38.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.38.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.38.ffn_up.weight
    Q4_K
    [8192, 24576]
  • blk.39
  • blk.39.attn_k.weight
    Q4_K
    [8192, 1024]
  • blk.39.attn_norm.weight
    F32
    [8192]
  • blk.39.attn_output.weight
    Q4_K
    [8192, 8192]
  • blk.39.attn_q.weight
    Q4_K
    [8192, 8192]
  • blk.39.attn_v.weight
    Q6_K
    [8192, 1024]
  • blk.39.ffn_down.weight
    Q6_K
    [24576, 8192]
  • blk.39.ffn_gate.weight
    Q4_K
    [8192, 24576]
  • blk.39.ffn_up.weight
    Q4_K
    [8192, 24576]
  • output_norm.weight
    F32
    [8192]