Llama-3.3-70B-Sapphira-0.1

Creative Model

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Hourly Usage

Performance Metrics

Avg. Total Time

18.65s

Avg. TTFT

5.08s

Avg. Prefill TPS

854.13

Avg. Gen TPS

21.83

Model Information

Context Size

32768

Quantization

r64

Engine

aphrodite

Creation Method

Merge

Model Type

Llama70B

Chat Template

Llama 3

Reasoning

No

Vision

No

Parameters

70B

Added At

8/7/2025


base_model: [] library_name: transformers tags:

  • mergekit
  • merge

Sapphira-L3.3-70b-0.1

image/png

Storytelling and RP model with increased coherence.

Merge Method

This model was merged using the Multi-SLERP merge method using /workspace/cache/models--deepcogito--cogito-v2-preview-llama-70B/snapshots/1e1d12e8eaebd6084a8dcf45ecdeaa2f4b8879ce as a base.

Models Merged

The following models were included in the merge:

  • /workspace/cache/models--BruhzWater--Apocrypha-L3.3-70b-0.3/snapshots/3facb4c0a7b953ff34a5caa90976830bf82a84c2
  • /workspace/cache/models--BruhzWater--Serpents-Tongue-L3.3-70b-0.3/snapshots/d007a7bcc7047d712abb2dfb6ad940fe03cd2047

Configuration

The following YAML configuration was used to produce this model:

models:
  - model: /workspace/cache/models--BruhzWater--Apocrypha-L3.3-70b-0.3/snapshots/3facb4c0a7b953ff34a5caa90976830bf82a84c2
    parameters:
      weight: [0.5]
  - model: /workspace/cache/models--BruhzWater--Serpents-Tongue-L3.3-70b-0.3/snapshots/d007a7bcc7047d712abb2dfb6ad940fe03cd2047
    parameters:
      weight: [0.5]
base_model: /workspace/cache/models--deepcogito--cogito-v2-preview-llama-70B/snapshots/1e1d12e8eaebd6084a8dcf45ecdeaa2f4b8879ce
merge_method: multislerp
tokenizer:
  source: base
chat_template: llama3
parameters:
  normalize_weights: false
  eps: 1e-9
pad_to_multiple_of: 8
int8_mask: true
dtype: bfloat16

Instruct Template

Deep Cogito

{{- '<|begin_of_text|>' }}
{%- if not tools is defined %}
    {%- set tools = none %}
{%- endif %}
{%- if not enable_thinking is defined %}
    {%- set enable_thinking = false %}
{%- endif %}
{#- This block extracts the system message, so we can slot it into the right place. #}
{%- if messages[0]['role'] == 'system' %}
    {%- set system_message = messages[0]['content']|trim %}
    {%- set messages = messages[1:] %}
{%- else %}
    {%- set system_message = "" %}
{%- endif %}
{#- Set the system message. If enable_thinking is true, add the "Enable deep thinking subroutine." #}
{%- if enable_thinking %}
    {%- if system_message != "" %}
        {%- set system_message = "Enable deep thinking subroutine.

" ~ system_message %}
    {%- else %}
        {%- set system_message = "Enable deep thinking subroutine." %}
    {%- endif %}
{%- endif %}
{#- Set the system message. In case there are tools present, add them to the system message. #}
{%- if tools is not none or system_message != '' %}
    {{- "<|start_header_id|>system<|end_header_id|>

" }}
    {{- system_message }}
    {%- if tools is not none %}
        {%- if system_message != "" %}
            {{- "

" }}
        {%- endif %}
        {{- "Available Tools:
" }}
        {%- for t in tools %}
            {{- t | tojson(indent=4) }}
            {{- "

" }}
        {%- endfor %}
    {%- endif %}
    {{- "<|eot_id|>" }}
{%- endif %}

{#- Rest of the messages #}
{%- for message in messages %}
    {#- The special cases are when the message is from a tool (via role ipython/tool/tool_results) or when the message is from the assistant, but has "tool_calls". If not, we add the message directly as usual. #}
    {#- Case 1 - Usual, non tool related message. #}
    {%- if not (message.role == "ipython" or message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %}
        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>

' }}
        {%- if message['content'] is string %}
            {{- message['content'] | trim }}
        {%- else %}
            {%- for item in message['content'] %}
                {%- if item.type == 'text' %}
                    {{- item.text | trim }}
                {%- endif %}
            {%- endfor %}
        {%- endif %}
        {{- '<|eot_id|>' }}

    {#- Case 2 - the response is from the assistant, but has a tool call returned. The assistant may also have returned some content along with the tool call. #}
    {%- elif message.tool_calls is defined and message.tool_calls is not none %}
        {{- "<|start_header_id|>assistant<|end_header_id|>

" }}
        {%- if message['content'] is string %}
            {{- message['content'] | trim }}
        {%- else %}
            {%- for item in message['content'] %}
                {%- if item.type == 'text' %}
                    {{- item.text | trim }}
                    {%- if item.text | trim != "" %}
                        {{- "

" }}
                    {%- endif %}
                {%- endif %}
            {%- endfor %}
        {%- endif %}
        {{- "[" }}
        {%- for tool_call in message.tool_calls %}
            {%- set out = tool_call.function|tojson %}
            {%- if not tool_call.id is defined %}
                {{- out }}
            {%- else %}
                {{- out[:-1] }}
                {{- ', "id": "' + tool_call.id + '"}' }}
            {%- endif %}
            {%- if not loop.last %}
                {{- ", " }}
            {%- else %}
                {{- "]<|eot_id|>" }}
            {%- endif %}
        {%- endfor %}

    {#- Case 3 - the response is from a tool call. The tool call may have an id associated with it as well. If it does, we add it to the prompt. #}
    {%- elif message.role == "ipython" or message["role"] == "tool_results" or message["role"] == "tool" %}
        {{- "<|start_header_id|>ipython<|end_header_id|>

" }}
        {%- if message.tool_call_id is defined and message.tool_call_id != '' %}
            {{- '{"content": ' + (message.content | tojson) + ', "call_id": "' + message.tool_call_id + '"}' }}
        {%- else %}
            {{- '{"content": ' + (message.content | tojson) + '}' }}
        {%- endif %}
        {{- "<|eot_id|>" }}
    {%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
    {{- '<|start_header_id|>assistant<|end_header_id|>

' }}
{%- endif %}