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Model: aniruddhr04/qwen2.5-3b-nl2sql-spider-grpo Source: Original Platform
2026-10-16 08:33:18 +08:00
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--- a/README.md
+++ b/README.md
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+---
+license: apache-2.0
+base_model: Qwen/Qwen2.5-3B-Instruct
+tags:
+  - text-to-sql
+  - nl2sql
+  - spider
+  - grpo
+  - reinforcement-learning
+  - tool-use
+  - verl
+  - oumi
+language:
+  - en
+datasets:
+  - spider
+pipeline_tag: text-generation
+---
+
+# Qwen2.5-3B-Instruct — NL2SQL Spider GRPO (step 100)
+
+`Qwen/Qwen2.5-3B-Instruct` trained with **GRPO** in a tool-calling environment where the
+model issues real `run_sql` queries against live SQLite databases and is rewarded on whether
+its final query returns the same rows as the gold query.
+
+Trained with [verl](https://github.com/volcengine/verl) 0.7.1 through
+[Oumi](https://github.com/oumi-ai/oumi)'s `DatabaseExecutableEnvironment`.
+
+## Results — Spider dev (1034 rows, greedy, single sample)
+
+| metric | base | **this model** | change |
+|---|---|---|---|
+| **official test-suite execution accuracy** | 0.336 | **0.644** | **×1.92** |
+| official exact-set-match | 0.195 | 0.397 | ×2.04 |
+| legacy `evaluation.py` execution | 0.264 | 0.583 | ×2.21 |
+
+**Quote the test-suite number (0.644).** It is the current official Spider metric
+(Zhong, Yu & Klein, EMNLP 2020, [`taoyds/test-suite-sql-eval`](https://github.com/taoyds/test-suite-sql-eval)).
+The legacy `evaluation.py` under-reports this model by 6.1 points because 242 of its 1034
+predictions cannot be parsed by Spider's `process_sql.py` (subqueries, trailing `;`, `AS`
+aliases), and an unparseable prediction scores 0 regardless of the rows it returns.
+
+### By difficulty (test-suite)
+
+| | easy (248) | medium (446) | hard (174) | extra (166) | all |
+|---|---|---|---|---|---|
+| this model | 0.863 | 0.668 | 0.592 | 0.307 | **0.644** |
+| base | 0.431 | 0.370 | 0.322 | 0.114 | 0.336 |
+
+Multi-table reasoning is the bottleneck: easy 0.86 → extra-hard 0.31.
+
+## Intended use
+
+A research artifact demonstrating that **execution feedback works as an RL signal** for
+text-to-SQL. It is not a state-of-the-art Spider model — published 3B systems reach 79–84%
+using constrained decoding, schema ranking, full SFT, and multi-candidate inference, none of
+which are used here. The result is 100 RL steps on a generic (non-code) instruct model.
+
+## How it was trained
+
+| | |
+|---|---|
+| algorithm | GRPO (`adv_estimator: grpo`, `norm_adv_by_std_in_grpo: true`), KL loss disabled |
+| hardware | 8×H100, single node, ~80 s/step, ~2h30m total |
+| batch | 64 prompts × n=8 = 512 trajectories/step |
+| completion budget | 2048 tokens shared across all turns |
+| lr | 1e-6 constant, AdamW |
+| sampling | train temp 1.0; eval greedy (t=0, n=1) |
+| reward | binary result-set match against the gold query |
+| train data | 6,997 of 7,000 `train_spider.json` rows (3 dropped — their *gold* SQL does not execute) |
+| eval data | 1,034 `dev.json` rows, none dropped |
+
+The reward is outcome-only: it looks at the final SQL and nothing else — not turn count, not
+whether a tool was called, not style.
+
+## Prompt format
+
+The model expects a system message containing the full DDL of every table in the target
+database, a user question, and hermes-style tool calling with a single `run_sql(query)` tool.
+It answers with a fenced ```sql block.
+
+```
+[system] You are a SQL assistant for a SQLite database with this schema:
+         CREATE TABLE singer (...)
+         You may call the tool run_sql(query) to execute a SQL query and inspect
+         results. When you are done, give your final answer as a single SQL query
+         inside a ```sql code block.
+[user]   How many singers do we have?
+```
+
+```
+[assistant] <tool_call>{"name":"run_sql","arguments":{"query":"SELECT COUNT(*) FROM singer;"}}</tool_call>
+[tool]      {"columns": ["COUNT(*)"], "rows": [[6]]}
+[assistant] ```sql
+            SELECT COUNT(*) FROM singer;
+            ```
+```
+
+**To reproduce the numbers above you must replay the training tool loop.** One-shot prompting
+measures a different system and understates badly. Tool responses must be truncated to 256
+characters, middle-elided, exactly as verl does during training:
+
+```python
+half = max_length // 2
+text = text[:half] + "...(truncated)..." + text[-half:]
+```
+
+## Behavioral profile
+
+| | base | this model |
+|---|---|---|
+| valid executable SQL | — | 94% |
+| answers with a query it actually ran | 43.9% | **85.4%** |
+| `run_sql` calls per row | 1.79 | 1.02 |
+| predictions unparseable by Spider's parser | 62.6% | 24.0% |
+
+Training made tool use *precise* rather than eliminating it, and made SQL markedly more
+standard despite the reward never mentioning style. The dominant remaining failure is **197
+rows (19.1%) that run a query, see real rows, and still answer wrong** — schema grounding on
+multi-table questions, not tool use and not syntax.
+
+## Limitations
+
+- Single seed, no error bars, one run per configuration.
+- Evaluated on Spider **dev**. The held-out test split was never touched.
+- Greedy single-sample only; no self-consistency or multi-candidate reranking.
+- A later checkpoint (step 250) scores higher on the internal metric (0.752 vs 0.727) but was
+  never run through official eval. **This checkpoint (step 100) is the one every number above
+  refers to.**
+
+## Citation
+
+Environment and reward implementation: [oumi-ai/oumi](https://github.com/oumi-ai/oumi)
+PRs #2560 (verl tool adapter), #2561 (NL2SQL env + reward), #2562 (Spider demo).
--- a/added_tokens.json
+++ b/added_tokens.json
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+  "<tool_call>": 151657,
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--- a/chat_template.jinja
+++ b/chat_template.jinja
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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
--- a/config.json
+++ b/config.json
@@ -0,0 +1,66 @@
+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
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+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 32768,
+  "max_window_layers": 70,
+  "model_type": "qwen2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 2,
+  "pad_token_id": 151643,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.6",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
--- a/generation_config.json
+++ b/generation_config.json
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+{
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+  "do_sample": true,
+  "eos_token_id": [
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+  "pad_token_id": 151643,
+  "repetition_penalty": 1.05,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.57.6"
+}
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