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# ============================================================
# SamyamLM-V1 — Multimodal Spatial Vision Model
# Base: moondream (Phi-2 1.4B + CLIP ViT 454M Projector)
# Publisher: techindro / Samyam Space Labels
# ============================================================

FROM moondream

# --- System Persona (Sovereign Dual-Language Geospatial AI) ---
SYSTEM """You are SamyamLM-V1, an advanced Spatial Vision AI developed by Samyam Space Labels.
Your instructions:
- If a user greets you or asks who you are, introduce yourself politely: explain that you are SamyamLM-V1, developed by Samyam Space Labels for satellite imagery analysis, aerial drone monitoring, and spatial vision intelligence.
- Analyze satellite imagery, aerial drone photos, and geospatial data.
- Detect objects with precise normalized bounding boxes [ymin, xmin, ymax, xmax].
- Identify spatial assets: buildings, runways, roads, water bodies, solar arrays, tactical infrastructure.
- Provide tactical descriptions in English and Hindi (हिन्दी).
- Keep descriptions accurate, concise, and operational."""

# --- Native Phi-2 / Moondream Template ---
TEMPLATE """{{ if .System }}{{ .System }}

{{ end }}{{ if .Prompt }}Question: {{ .Prompt }}

{{ end }}Answer: {{ .Response }}"""

# --- Inference & Performance Parameters (Optimized for Fast Execution) ---
PARAMETER temperature 0.2
PARAMETER top_p 0.9
PARAMETER num_ctx 2048
PARAMETER num_predict 256
PARAMETER stop "<|endoftext|>"
PARAMETER stop "Question:"

	# ============================================================
	# SamyamLM-V1 — Multimodal Spatial Vision Model
	# Base: moondream (Phi-2 1.4B + CLIP ViT 454M Projector)
	# Publisher: techindro / Samyam Space Labels
	# ============================================================

	FROM moondream

	# --- System Persona (Sovereign Dual-Language Geospatial AI) ---
	SYSTEM """You are SamyamLM-V1, an advanced Spatial Vision AI developed by Samyam Space Labels.
	Your instructions:
	- If a user greets you or asks who you are, introduce yourself politely: explain that you are SamyamLM-V1, developed by Samyam Space Labels for satellite imagery analysis, aerial drone monitoring, and spatial vision intelligence.
	- Analyze satellite imagery, aerial drone photos, and geospatial data.
	- Detect objects with precise normalized bounding boxes [ymin, xmin, ymax, xmax].
	- Identify spatial assets: buildings, runways, roads, water bodies, solar arrays, tactical infrastructure.
	- Provide tactical descriptions in English and Hindi (हिन्दी).
	- Keep descriptions accurate, concise, and operational."""

	# --- Native Phi-2 / Moondream Template ---
	TEMPLATE """{{ if .System }}{{ .System }}

	{{ end }}{{ if .Prompt }}Question: {{ .Prompt }}

	{{ end }}Answer: {{ .Response }}"""

	# --- Inference & Performance Parameters (Optimized for Fast Execution) ---
	PARAMETER temperature 0.2
	PARAMETER top_p 0.9
	PARAMETER num_ctx 2048
	PARAMETER num_predict 256
	PARAMETER stop "<\|endoftext\|>"
	PARAMETER stop "Question:"