From 4543becd40e9e19b674b56ba0b29f82058ffee1a Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 30 Jun 2026 01:19:16 +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: harsh762011/numinao14-new Source: Original Platform --- .gitattributes | 36 +++++++++++ README.md | 85 ++++++++++++++++++++++++ chat_template.jinja | 1 + config.json | 143 +++++++++++++++++++++++++++++++++++++++++ generation_config.json | 11 ++++ model.safetensors | 3 + tokenizer.json | 3 + tokenizer_config.json | 17 +++++ 8 files changed, 299 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..854664b --- /dev/null +++ b/README.md @@ -0,0 +1,85 @@ +--- +license: cc-by-nc-3.0 +base_model: unsloth/phi-4-mini-reasoning +tags: + - text-generation-inference + - transformers + - unsloth + - phi-4 +language: + - en +--- + +# Phi-4 Mini Reasoning – JEE Mathematics Finetuned Model + +A new version of the model present at `harsh762011/numiano14`. + +# Uploaded Finetuned Model + +- **Developed by:** Harsh Srivastava +- **License:** cc-by-nc-3.0 +- **Finetuned from model:** unsloth/phi-4-mini-reasoning + +This Phi-4 model was trained faster using Unsloth and Hugging Face TRL. + +[](https://github.com/unslothai/unsloth) + +--- + +# Description + +This model is a finetuned version of Phi-4 Mini Reasoning designed for solving JEE-level mathematics problems. + +The model is optimized for: +- Step-by-step mathematical reasoning +- Symbolic problem solving +- Competitive exam-style question solving + +--- + +# Training Dataset + +Total samples used: 500k+ filtered mathematics and reasoning samples. + +The training pipeline focuses on JEE-level mathematical difficulty using keyword-based dataset filtering. + +## Sources + +- AI-MO/NuminaMath-CoT — 293k samples (2 epochs) +- AI-MO/NuminaMath-TIR — 68,850 samples +- MetaMathQA — 70k samples +- TIGER-Lab MathInstruct — 125,220 samples +- PhysicsWallahAI JEE Main 2025 (Jan) — 182 samples +- PhysicsWallahAI JEE Main 2025 (Apr) — 169 samples +- MMLU High School Mathematics — 78 samples +- MMLU College Mathematics — 50 samples +- MMLU Abstract Algebra — 25 samples + +--- + +# Training Details + +- **Base model:** Phi-4 Mini Reasoning +- **Framework:** Unsloth + Hugging Face TRL +- **Training method:** LoRA finetuning +- **Sequence length:** 2048 +- **Optimizer:** AdamW 8bit + +--- + +# Intended Purpose + +The model is designed for: + +- JEE mathematics reasoning +- Step-by-step mathematical explanations +- Competitive exam problem solving +- Mathematical chain-of-thought reasoning + +--- + +# Limitations + +- The model may still generate incorrect mathematical reasoning. +- Outputs should be verified for high-stakes usage. +- The model is still under active improvement and continued training. \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..3a3cd53 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{{ '<|system|>Your name is Phi, an AI math expert developed by Microsoft.' }}{% for message in messages %}{% if message['role'] == 'system' %} {{ message['content'] }}{% if 'tools' in message and message['tools'] is not none %}{{ '<|tool|>' + message['tools'] + '<|/tool|>' }}{% endif %}{% endif %}{% endfor %}{{ '<|end|>' }}{% for message in messages %}{% if message['role'] != 'system' %}{{ '<|' + message['role'] + '|>' + message['content'] + '<|end|>' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>' }}{% else %}{{ eos_token }}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..6da2fd2 --- /dev/null +++ b/config.json @@ -0,0 +1,143 @@ +{ + "architectures": [ + "Phi3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 199999, + "dtype": "float16", + "embd_pdrop": 0.0, + "eos_token_id": 199999, + "full_attn_mod": 1, + "hidden_act": "silu", + "hidden_size": 3072, + "ignore_keys_at_rope_validation": null, + "initializer_range": 0.02, + "intermediate_size": 8192, + "interpolate_factor": 1, + "lm_head_bias": false, + "max_position_embeddings": 131072, + "mlp_bias": false, + "model_type": "phi3", + "num_attention_heads": 24, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "original_max_position_embeddings": 4096, + "pad_token_id": 200018, + "partial_rotary_factor": 0.75, + "resid_pdrop": 0.0, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "long_factor": [ + 1, + 1.118320672, + 1.250641126, + 1.398617824, + 1.564103225, + 1.74916897, + 1.956131817, + 2.187582649, + 2.446418898, + 2.735880826, + 3.059592084, + 3.421605075, + 3.826451687, + 4.279200023, + 4.785517845, + 5.351743533, + 5.984965424, + 6.693110555, + 7.485043894, + 8.370679318, + 9.36110372, + 10.4687158, + 11.70738129, + 13.09260651, + 14.64173252, + 16.37415215, + 18.31155283, + 20.47818807, + 22.90118105, + 25.61086418, + 28.64115884, + 32.03, + 32.1, + 32.13, + 32.23, + 32.6, + 32.61, + 32.64, + 32.66, + 32.7, + 32.71, + 32.93, + 32.97, + 33.28, + 33.49, + 33.5, + 44.16, + 47.77 + ], + "original_max_position_embeddings": 4096, + "partial_rotary_factor": 0.75, + "rope_theta": 10000.0, + "rope_type": "longrope", + "short_factor": [ + 1, + 1.118320672, + 1.250641126, + 1.398617824, + 1.564103225, + 1.74916897, + 1.956131817, + 2.187582649, + 2.446418898, + 2.735880826, + 3.059592084, + 3.421605075, + 3.826451687, + 4.279200023, + 4.785517845, + 5.351743533, + 5.984965424, + 6.693110555, + 7.485043894, + 8.370679318, + 9.36110372, + 10.4687158, + 11.70738129, + 13.09260651, + 14.64173252, + 16.37415215, + 18.31155283, + 20.47818807, + 22.90118105, + 25.61086418, + 28.64115884, + 32.03, + 32.1, + 32.13, + 32.23, + 32.6, + 32.61, + 32.64, + 32.66, + 32.7, + 32.71, + 32.93, + 32.97, + 33.28, + 33.49, + 33.5, + 44.16, + 47.77 + ], + "type": "longrope" + }, + "sliding_window": 262144, + "tie_word_embeddings": true, + "transformers_version": "5.2.0", + "unsloth_fixed": true, + "use_cache": true, + "vocab_size": 200064 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..bd143d0 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,11 @@ +{ + "_from_model_config": true, + "bos_token_id": 199999, + "eos_token_id": [ + 200020, + 199999 + ], + "max_length": 131072, + "pad_token_id": 200018, + "transformers_version": "5.2.0" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..1ec6fab --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4117e3cc56ce828be0ac45c084764ed96d2b05f0687beb0e6e951792e5094e85 +size 7672066056 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..37072f0 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:167ad4184f68275a61856ea519ba94485dc594ad7648468decaa495987c0b15c +size 15524657 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..3ae0637 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,17 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": "<|endoftext|>", + "clean_up_tokenization_spaces": false, + "eos_token": "<|endoftext|>", + "is_local": false, + "max_length": 1024, + "model_max_length": 131072, + "pad_token": "<|endofprompt|>", + "padding_side": "left", + "stride": 0, + "tokenizer_class": "TokenizersBackend", + "truncation_side": "right", + "truncation_strategy": "longest_first", + "unk_token": "�" +}