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Add pebble GGUFs (f16, q8_0, q4_k_m) + README + license

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.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ *.gguf filter=lfs diff=lfs merge=lfs -text
LICENSE ADDED
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README.md CHANGED
@@ -1,20 +1,57 @@
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  ---
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  license: apache-2.0
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- language:
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- - en
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- base_model:
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- - basically-ai/Pebble-10M
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  pipeline_tag: text-generation
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  tags:
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- - pebble_10m
 
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  - pebble
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- - language-model
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- - base-model
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- - custom-code
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  - mamba2
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  - hybrid
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  - small-language-model
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- - GGUF
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  ---
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- I wanted support for this model via llama.cpp. This is a preliminary model card, ready for when the I finish testing the achieved llama.cpp implementation and .gguf conversion.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
 
 
 
 
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  pipeline_tag: text-generation
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  tags:
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+ - gguf
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+ - llama.cpp
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  - pebble
 
 
 
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  - mamba2
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  - hybrid
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  - small-language-model
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+ base_model: basically-ai/Pebble-10M
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  ---
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+ # Pebble-10M-GGUF
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+
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+ GGUF conversions of [basically-ai/Pebble-10M](https://huggingface.co/basically-ai/Pebble-10M) (Apache 2.0).
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+
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+ ## IMPORTANT: patched llama.cpp required
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+
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+ Pebble uses a custom hybrid Mamba2 + attention architecture. These GGUFs carry
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+ `general.architecture = "pebble"`, which **upstream llama.cpp refuses to load**.
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+
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+ Everything needed to run them lives in the support repo:
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+
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+ **[rootendpoint/basicallyai_llama.cpp_support](https://github.com/rootendpoint/basicallyai_llama.cpp_support)**
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+
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+ - `llama.cpp-pebble.patch` - adds the `pebble` architecture to llama.cpp
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+ (applies cleanly against upstream commit `0eadefe`)
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+ - `basicallyai_to_gguf.py` - standalone converter (numpy + safetensors only)
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+ - `numpy_reference.py` - independent reference implementation used to verify correctness
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+
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+ Apply the patch, rebuild llama.cpp, then:
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+
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+ ```bash
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+ llama-cli -m pebble-10m-f16.gguf -p "The capital of France" -n 64
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+ ```
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+
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+
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+
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+ ## Files
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+
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+ | Quant | Size | Type |
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+ |-------|------|------|
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+ | f16 | 20.7 MB | F16 |
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+ | q8_0 | 11.1 MB | mostly Q8_0 |
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+ | q4_k_m | 7.5 MB | mostly Q4_K_M |
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+
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+ ## Verification
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+
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+ Outputs were cross-checked token-by-token against an independent pure-numpy
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+ reference implementation over multiple prompts (CPU and CUDA backends, and
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+ quantized KV cache). Identical greedy sequences up to genuine argmax ties.
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+
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+ ## Model
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+
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+ - 10M parameters, hidden 384, 8 layers (6 Mamba2 + 2 attention), ctx 512, vocab 2048
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+ - A research-scale model: expect toy-level output quality.
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