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gemma-gguf

rahul7star

Gemma 12B FABLE CODER Addition gemma-4-12B-coder-fable5-composer2.5-v1.gguf - Python coder Agent text gemma4.block_count = 48 text Input text ↓ Layer 1 ↓ Layer 2 ↓ ... ↓ Layer 48 ↓ Output probabilities text Token Score ---------------- "cat" 0.60 "dog" 0.25 "bird" 0.10 "banana" 0.05 text cat 95% dog 4% bird 1% text cat 60% dog 25% bird 10% banana 5% text cat 35% dog 28% bird 22% banana 15% text general.sampling.top_k = 64 general.sampling.top_p = 0.95 general.sampling.temp = 1.0 text Q6_K text Q2_K = very small, lower quality Q3_K Q4_K Q5_K Q6_K ← very high quality Q8_0 F16 = full precision text F16 ≈ 24 GB Q8 ≈ 13 GB Q6_K ≈ 10 GB Q5_K ≈ 8 GB Q4_K ≈ 7 GB text context_length = 262144 text attention.head_count = 16 key_length = 512 value_length = 512 text 48 Layers ┌──────────────┐ │ Layer 1 │ → 16 attention heads │ Layer 2 │ → 16 attention heads │ Layer 3 │ → 16 attention heads │ ... │ │ Layer 48 │ → 16 attention heads └──────────────┘

Category pending

Input Not verified→ Output Not verified

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Qwen3.5-0.8B-Coder-Calude-Full

rahul7star

基础档案已收录，详细介绍后续补充。可先查看厂商、分类与来源。

Basic profile indexed · More details to follow

Visual QA

Input Text · Image→ Output Text

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COST EXPLORER

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Cost analysis

Adjust monthly token usage to compare estimated API costs.

Monthly input tokens 10 MMonthly output tokens 2 M1 M = 1 million tokens · USD
Compares base text-token rates within the same channel

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How should API prices be compared?+

Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

Do open weights mean free commercial use?+

Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

Is the top-ranked model the best for me?+

Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.