Aayan Mishra commited on
Commit
64461b4
·
verified ·
1 Parent(s): f54dd0b

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +128 -1
README.md CHANGED
@@ -9,4 +9,131 @@ language:
9
  - en
10
  pipeline_tag: text-generation
11
  library_name: transformers
12
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9
  - en
10
  pipeline_tag: text-generation
11
  library_name: transformers
12
+ ---
13
+
14
+ # Lovelace-1-7B
15
+
16
+ *A research-oriented code language model focused on realistic software reasoning*
17
+
18
+ ---
19
+
20
+ ## Model Summary
21
+
22
+ **Lovelace-1-7B** is a 7-billion parameter, code-focused large language model based on
23
+ [`bigcode/starcoder2-7b`](https://huggingface.co/bigcode/starcoder2-7b).
24
+
25
+ It is part of the **Lovelace** model family, which focuses on building **scalable, engineering-aligned coding models** intended for long-term use in tooling, agentic systems, and research environments.
26
+
27
+ Rather than optimising for short-term benchmarks, Lovelace prioritises **correctness, constraint awareness, and system-level reasoning**.
28
+
29
+ ---
30
+
31
+ ## Model Family
32
+
33
+ | Model | Base Model | Parameters | Status |
34
+ | ----------------- | ----------------- | ---------- | ------------ |
35
+ | Lovelace-1-3B | StarCoder2-3B | 3B | Released |
36
+ | **Lovelace-1-7B** | **StarCoder2-7B** | **7B** | **Released** |
37
+ | Lovelace-1-15B | Planned | 15B | Planned |
38
+
39
+ All Lovelace models are designed to remain interface-compatible with the **Lovelace Code** runtime.
40
+
41
+ ---
42
+
43
+ ## Architecture
44
+
45
+ * **Base architecture:** Transformer (decoder-only)
46
+ * **Foundation model:** StarCoder2-7B
47
+ * **Training paradigm:** Continued pretraining and alignment for code-centric tasks
48
+ * **Modalities:** Text (code and natural language)
49
+ * **Tokenisation:** Inherited from StarCoder2
50
+
51
+ The architectural design closely follows StarCoder2-7B to preserve its strong multilingual and multi-language coding capabilities, while enabling future extensibility.
52
+
53
+ ---
54
+
55
+ ## Intended Capabilities
56
+
57
+ Although formal benchmarks are not yet published, Lovelace-1-7B is designed for:
58
+
59
+ * Code generation and completion across multiple programming languages
60
+ * Code refactoring and explanation
61
+ * Debugging and error localisation
62
+ * API usage reasoning and software design discussion
63
+ * Identifying infeasible or unrealistic engineering requests and responding with viable alternatives
64
+
65
+ The model is explicitly tuned to **avoid hallucinated implementations**, preferring transparent limitations and constructive guidance.
66
+
67
+ ---
68
+
69
+ ## Lovelace Code Library
70
+
71
+ Lovelace-1-7B is intended to be used alongside **Lovelace Code**, a companion library providing:
72
+
73
+ * Structured coding prompts and system templates
74
+ * Long-request handling and staged generation
75
+ * Guardrails for non-computable or impractical tasks
76
+ * Integration points for execution, tooling, and agent frameworks
77
+
78
+ Current development focuses on **stability for long requests**, including multi-file generation and iterative refinement workflows.
79
+
80
+ ---
81
+
82
+ ## Evaluation
83
+
84
+ At present:
85
+
86
+ * No public benchmark results are released
87
+ * Internal evaluation focuses on qualitative correctness, coherence under long prompts, and tool-aligned behaviour
88
+
89
+ Formal evaluation and transparent reporting are planned future work.
90
+
91
+ ---
92
+
93
+ ## Limitations
94
+
95
+ * Long-context stability is still under active development
96
+ * No vision or multimodal support at this stage
97
+ * Performance characteristics may differ from StarCoder2-7B depending on downstream usage
98
+
99
+ Users should evaluate the model carefully before deploying in production or safety-critical environments.
100
+
101
+ ---
102
+
103
+ ## Roadmap
104
+
105
+ Planned improvements include:
106
+
107
+ * Improved long-context stability in Lovelace Code
108
+ * Release of **Lovelace-1-15B**
109
+ * Vision-language support (code + visual inputs)
110
+ * Public benchmarks and technical reporting
111
+ * Deeper integration with agentic and execution-based systems
112
+
113
+ ---
114
+
115
+ ## Intended Use
116
+
117
+ Lovelace-1-7B is suitable for:
118
+
119
+ * Research into code-focused LLM behaviour
120
+ * Developer tooling and agent-based coding systems
121
+ * Educational and exploratory programming assistance
122
+
123
+ It is **not intended** for autonomous execution or high-risk domains without additional safeguards.
124
+
125
+ ---
126
+
127
+ ## Acknowledgements
128
+
129
+ Lovelace-1-7B builds directly on the work of the **BigCode** project, specifically
130
+ [`starcoder2-7b`](https://huggingface.co/bigcode/starcoder2-7b).
131
+
132
+ The Lovelace project draws inspiration from modern open-weight research releases and large-scale industrial coding systems.
133
+
134
+ ---
135
+
136
+ ## Licence
137
+
138
+ Please refer to the licence of the underlying StarCoder2-7B model.
139
+ Additional terms may apply to the Lovelace Code library and downstream tooling.