mkchaou/ calm_q3_32b_r16_a32_lr2e-5_e15:latest

11 2 weeks ago

This model is Qwen3-32b-Instruct fine-tuned on ~13k Climsight data which are pairs of prompts/completions extracted from climsight pipeline. Below are all the technical specs of the fine-tuning process along with the evaluation used.

tools
... /
template
49fcbcbb156e · 1.2kB
{{- if .Messages }}
{{- if or .System .Tools }}<|im_start|>system
{{- if .System }}
{{ .System }}
{{- end }}
{{- if .Tools }}
<tools>
{{- range .Tools }}
{"type": "function", "function": {{ .Function }}}
{{- end }}
</tools>
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
{{- end }}<|im_end|>
{{- end }}
{{- range $i, $_ := .Messages }}
{{- $last := eq (len (slice $.Messages $i)) 1 -}}
{{- if eq .Role "user" }}<|im_start|>user
{{ .Content }}<|im_end|>
{{- else if eq .Role "assistant" }}<|im_start|>assistant
{{- if .Content }}<think>
{{ .Content }}</think>
{{- else if .ToolCalls }}<tool_call>
{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}{{ end }}
</tool_call>
{{- end }}{{ if not $last }}<|im_end|>{{ end }}
{{- else if eq .Role "tool" }}<|im_start|>user
<tool_response>
{{ .Content }}
</tool_response><|im_end|>
{{- end }}
{{- if and (ne .Role "assistant") $last }}<|im_start|>assistant
<think>
{{- end }}
{{- end }}
{{- else }}
{{- if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{- end }}
{{- if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{- end }}<|im_start|>assistant
<think>
{{ .Response }}<|im_end|>
{{- end }}