From 43707d1f152df5c9676d4e2d1c9c238537dad6cf Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 17 Aug 2026 09:17:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: konradjr007/LFM2.5-230M_Twinx Source: Original Platform --- .gitattributes | 43 ++++++++++++++ README.md | 20 +++++++ config.json | 67 ++++++++++++++++++++++ unsloth_LFM2.5-230M_1782720958.BF16.gguf | 3 + unsloth_LFM2.5-230M_1782720958.F16.gguf | 3 + unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf | 3 + unsloth_LFM2.5-230M_1782720958.Q3_K_M.gguf | 3 + unsloth_LFM2.5-230M_1782720958.Q4_K_M.gguf | 3 + unsloth_LFM2.5-230M_1782720958.Q5_K_M.gguf | 3 + unsloth_LFM2.5-230M_1782720958.Q6_K.gguf | 3 + unsloth_LFM2.5-230M_1782720958.Q8_0.gguf | 3 + 11 files changed, 154 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 config.json create mode 100644 unsloth_LFM2.5-230M_1782720958.BF16.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.F16.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.Q3_K_M.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.Q4_K_M.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.Q5_K_M.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.Q6_K.gguf create mode 100644 unsloth_LFM2.5-230M_1782720958.Q8_0.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4fb2a99 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,43 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.F16.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.BF16.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..d44a70f --- /dev/null +++ b/README.md @@ -0,0 +1,20 @@ +--- +tags: +- gguf +- llama.cpp +- unsloth + +--- + +# LFM2.5-230M_Twinx : GGUF + +This model was finetuned and converted to GGUF format using [Unsloth](https://github.com/unslothai/unsloth). + +**Example usage**: +- For text only LLMs: `llama-cli -hf konradjr007/LFM2.5-230M_Twinx --jinja` +- For multimodal models: `llama-mtmd-cli -hf konradjr007/LFM2.5-230M_Twinx --jinja` + +## Available Model files: +- `unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf` +This was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) +[](https://github.com/unslothai/unsloth) diff --git a/config.json b/config.json new file mode 100644 index 0000000..ba5bf8e --- /dev/null +++ b/config.json @@ -0,0 +1,67 @@ +{ + "architectures": [ + "Lfm2ForCausalLM" + ], + "block__name_mlp": "parallel_mlp_merged", + "block_auto_adjust_ff_dim": false, + "block_dim": 1024, + "block_ffn_dim_multiplier": 1.0, + "block_ffn_te_autocast": false, + "block_ffn_use_quantized_params": false, + "block_mlp_init_scale": 1.0, + "block_multiple_of": 256, + "block_norm_eps": 1e-05, + "block_out_init_scale": 1.0, + "block_sequence_parallel_norm_across_tp": false, + "block_use_swiglu": true, + "block_use_xavier_init": true, + "bos_token_id": 1, + "conv_L_cache": 3, + "conv_bias": false, + "conv_dim": 1024, + "conv_use_xavier_init": true, + "dtype": "bfloat16", + "eos_token_id": 7, + "ffn_te_autocast": false, + "ffn_use_quantized_params": false, + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 2560, + "layer_types": [ + "conv", + "conv", + "full_attention", + "conv", + "full_attention", + "conv", + "full_attention", + "conv", + "full_attention", + "conv", + "full_attention", + "conv", + "full_attention", + "conv" + ], + "max_position_embeddings": 128000, + "model_name": "unsloth/LFM2.5-230M", + "model_type": "lfm2", + "norm_eps": 1e-05, + "num_attention_heads": 16, + "num_heads": 16, + "num_hidden_layers": 14, + "num_key_value_heads": 8, + "pad_token_id": 0, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sequence_parallel_norm_across_tp": false, + "tie_word_embeddings": true, + "transformers_version": "5.3.0", + "unsloth_fixed": true, + "unsloth_version": "2026.6.9", + "use_cache": true, + "use_pos_enc": true, + "vocab_size": 65536 +} diff --git a/unsloth_LFM2.5-230M_1782720958.BF16.gguf b/unsloth_LFM2.5-230M_1782720958.BF16.gguf new file mode 100644 index 0000000..ffe71e5 --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.BF16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d52be11d5b5d305eaad80cc3145d74e3e89cebf6ca5056fd26aa9360764395d +size 461883872 diff --git a/unsloth_LFM2.5-230M_1782720958.F16.gguf b/unsloth_LFM2.5-230M_1782720958.F16.gguf new file mode 100644 index 0000000..843782d --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.F16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca4fa3adc2bcc1cdfbefb243ca4c0f4e80b1e9ee049d448870a00d58b91a71f7 +size 461884128 diff --git a/unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf b/unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf new file mode 100644 index 0000000..8f07b72 --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.Q2_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7306eafd758181f58cb9f31c2469a5dd9668f7cfd0e248338b7f5a9ebb8033e9 +size 131926496 diff --git a/unsloth_LFM2.5-230M_1782720958.Q3_K_M.gguf b/unsloth_LFM2.5-230M_1782720958.Q3_K_M.gguf new file mode 100644 index 0000000..58947e4 --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d85fe928faef58e539bc607b0172c1cac77d9d276e16618b2d2f9ac50e82f24f +size 133753312 diff --git a/unsloth_LFM2.5-230M_1782720958.Q4_K_M.gguf b/unsloth_LFM2.5-230M_1782720958.Q4_K_M.gguf new file mode 100644 index 0000000..514948a --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f7eee74009a225d370809355bea19cb3bb4b7f6663a5c005532af22c6d93c29 +size 153405920 diff --git a/unsloth_LFM2.5-230M_1782720958.Q5_K_M.gguf b/unsloth_LFM2.5-230M_1782720958.Q5_K_M.gguf new file mode 100644 index 0000000..1b80b5f --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f680cffb40f07d4e099b937f7f0b4748071b5acdae049a72821676af1a04525f +size 171624928 diff --git a/unsloth_LFM2.5-230M_1782720958.Q6_K.gguf b/unsloth_LFM2.5-230M_1782720958.Q6_K.gguf new file mode 100644 index 0000000..e4240a3 --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:48d9eb76e81982f488fa487cbea3399702e466615b643f584cd7c0ed647d6d91 +size 190982624 diff --git a/unsloth_LFM2.5-230M_1782720958.Q8_0.gguf b/unsloth_LFM2.5-230M_1782720958.Q8_0.gguf new file mode 100644 index 0000000..af6a2ea --- /dev/null +++ b/unsloth_LFM2.5-230M_1782720958.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:07e6f556a5fc3db62979039559619bd21969f7506a8231d34fb7792e7536c3a0 +size 246598112