初始化项目，由ModelHub XC社区提供模型

Model: PranavGuhan/python-ds-accelerate
Source: Original Platform

.gitattributes

@@ -0,0 +1,35 @@
+*.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

README.md

@@ -0,0 +1,58 @@
+---
+license: apache-2.0
+datasets:
+- huggingface-course/codeparrot-ds-train
+- huggingface-course/codeparrot-ds-valid
+language:
+- en
+metrics:
+- code_eval
+pipeline_tag: text-generation
+tags:
+- code
+- gpt2
+- pytorch
+- causal-lm
+---
+
+# python-ds-accelerate (GPT-2 124M)
+
+This model is a GPT-2 (124M parameter) causal language model trained from scratch specifically for **Python code completion** in Data Science contexts.
+
+## Model Details
+
+### Model Description
+
+This model is an implementation of the GPT-2 architecture optimized for generating functional Python code snippets. It was trained using a custom training pipeline that incorporates a **keytoken weighted loss** function to prioritize important programming keywords (like `plt`, `pd`, `fit`, `predict`), making it more effective at suggesting Data Science-related code.
+
+- **Developed by:** [Pranav Guhan R](https://github.com/PranavGuhanR)
+- **Model type:** Transformer-based Causal Language Model
+- **Language(s):** Python (English comments)
+- **License:** Apache 2.0
+- **Finetuned from model:** Trained from scratch
+
+### Model Sources
+
+- **Repository:** [GPT-2-124M-pretraining-for-code-completion](https://github.com/PranavGuhanR/GPT-2-124M-pretraining-for-code-completion)
+
+## Uses
+
+### Direct Use
+The model is intended to be used for code completion tasks, specifically for completing Python scripts involving libraries like `pandas`, `matplotlib`, and `scikit-learn`.
+
+### Out-of-Scope Use
+The model is not suitable for general-purpose natural language conversation or generating code in languages other than Python.
+
+## How to Get Started with the Model
+
+You can use the model directly with a Hugging Face pipeline:
+
+```python
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="PranavGuhan/python-ds-accelerate")
+
+txt = """# create dataframe from x and y
+df = pd.DataFrame({'x':x, 'y':y})
+"""
+print(pipe(txt, num_return_sequences=1)[0]["generated_text"])

config.json

@@ -0,0 +1,41 @@
+{
+  "activation_function": "gelu_new",
+  "add_cross_attention": false,
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 0,
+  "dtype": "float32",
+  "embd_pdrop": 0.1,
+  "eos_token_id": 0,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 128,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 12,
+  "n_positions": 1024,
+  "pad_token_id": null,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "tie_word_embeddings": true,
+  "transformers_version": "5.5.0",
+  "use_cache": true,
+  "vocab_size": 50000
+}

generation_config.json

@@ -0,0 +1,9 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "eos_token_id": 0,
+  "output_attentions": false,
+  "output_hidden_states": false,
+  "transformers_version": "5.5.0",
+  "use_cache": true
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf958702132275047a35c395b2b536435d12b339947dbd2cb13a5127c556712f
+size 496984704

tokenizer_config.json

@@ -0,0 +1,12 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "is_local": false,
+  "model_max_length": 1024,
+  "pad_token": "<|endoftext|>",
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}