File size: 6,389 Bytes
70650b7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
# M18 β€” Translation Service

**Spec version:** v1.0 (Phase 2)
**Depends on:** M03 (bus), X04 (config), X03 (observability), `transformers`, `torch`
**Depended on by:** UI marketplace + chat (one-click translate), M19 STT (with `translate_to_en=true`)

---

## 1. Responsibility

Provide `trans.text@1.0`. Translate between languages, with strong emphasis on:
- German ↔ English (default)
- German ↔ Plattdeutsch (Niederrhein-specific, Christof's domain)
- Major European languages
- Optionally Arabic, Turkish, Russian, Ukrainian β€” useful in refugee-context emergencies

---

## 2. File layout

```
hearthnet/services/translation/
β”œβ”€β”€ __init__.py
β”œβ”€β”€ service.py
└── backends/
    β”œβ”€β”€ __init__.py
    β”œβ”€β”€ base.py
    β”œβ”€β”€ nllb.py             # facebook/nllb-200-distilled-600M
    └── plattdeutsch.py     # specialised fine-tune, optional
```

---

## 3. Public API

### 3.1 `backends/base.py`

```python
@dataclass(frozen=True)
class TranslationResult:
    text:       str
    from_lang:  str            # ISO 639-1
    to_lang:    str
    confidence: float           # 0..1 if backend supports; else 1.0 placeholder
    ms:         int

class TranslationBackend(Protocol):
    name:               str
    languages_pairs:    list[tuple[str, str]]   # supported (from, to) pairs
    max_chars:          int

    async def warm(self) -> None: ...
    async def close(self) -> None: ...

    async def translate(
        self,
        text: str,
        *,
        from_lang: str,        # "auto" supported
        to_lang: str,
        domain: str | None,
    ) -> TranslationResult: ...

    def detect_language(self, text: str) -> str | None: ...

    def health(self) -> dict: ...
```

### 3.2 Concrete backends

```python
class NllbBackend(TranslationBackend):
    """facebook/nllb-200-distilled-600M (or larger variants).
       200+ language pairs out of the box."""

    def __init__(
        self,
        model: str = "facebook/nllb-200-distilled-600M",
        device: str = "auto",
        max_chars: int = TRANSLATION_MAX_CHARS,
    ):
        ...

class PlattdeutschBackend(TranslationBackend):
    """Optional specialised fine-tune.
       If a Plattdeutsch fine-tune is present in models_dir, registers de↔nds pair.
       Otherwise no-op (the backend reports zero language pairs and is filtered out)."""

    def __init__(
        self,
        models_dir: Path,
        device: str = "auto",
    ):
        ...
```

### 3.3 `service.py`

```python
class TranslationService:
    name    = "translation"
    version = "1.0"

    def __init__(self, config: TranslationConfig):
        self._backends: list[TranslationBackend] = self._build_backends(config)

    def capabilities(self) -> list[tuple[CapabilityDescriptor, Callable, ParamsPredicate]]:
        """One trans.text entry per backend. params declare languages_pairs."""

    async def start(self) -> None: ...
    async def stop(self) -> None: ...
    def health(self) -> dict: ...

    async def handle_translate(self, req: RouteRequest) -> dict:
        """CAP2 Β§4.10."""
```

### 3.4 `params_compatible` predicate

```python
def params_compatible(offered: dict, requested: dict) -> bool:
    if "backend" in requested and requested["backend"] != offered.get("backend"):
        return False
    pair = (requested.get("from"), requested.get("to"))
    if pair[0] == "auto":
        # auto-detect; backend must support at least one source β†’ target pair
        return any(t == pair[1] for (_, t) in offered.get("languages_pairs", []))
    return pair in offered.get("languages_pairs", [])
```

---

## 4. Behaviour

### 4.1 Auto-detection

`from: "auto"`:
1. Call `detect_language(text)` (NLLB has internal language detection)
2. Substitute detected lang
3. Translate

### 4.2 Domain hints

`domain: "everyday" | "medical" | "legal" | "emergency"` is advisory. NLLB ignores it; specialised fine-tunes may use it.

### 4.3 Niederrhein focus

`PlattdeutschBackend` is Christof's local interest. When installed:

- Registers pairs `("de", "nds")` and `("nds", "de")`
- Optionally `("en", "nds")` if fine-tune extends
- Used by the marketplace UI's "auf Platt" button in [M08 settings](../../modules/M08-ui.md) ext

### 4.4 Length limits

- Single request: ≀ `TRANSLATION_MAX_CHARS` (4000)
- For longer texts, callers chunk by paragraph and recombine

### 4.5 Batching

Internal: requests within 100 ms batched up to 8 strings per forward pass. Improves GPU utilisation. Demultiplexed back. Transparent to callers.

### 4.6 Caching

In-memory LRU cache `(text_hash, from, to) β†’ result`, max 10k entries. Big wins for marketplace UI which re-translates same posts on every refresh.

---

## 5. Errors

| Condition | Wire code |
|-----------|-----------|
| Pair not supported by any backend | `not_found` |
| Text too long | `bad_request` |
| Detection failed | `bad_request` |
| Backend OOM | `capacity_exceeded` |

---

## 6. Configuration

```python
config.translation.enabled       = True
config.translation.backends = [
    TranslationBackendConfig(name="nllb", model="facebook/nllb-200-distilled-600M", device="auto"),
    TranslationBackendConfig(name="plattdeutsch", models_dir=Path("~/.hearthnet/models/plattdeutsch")),
]
```

Constants: `TRANSLATION_MAX_CHARS`.

---

## 7. Tests

### Unit
- `test_descriptor_schema_validates`
- `test_params_compatible_pair_must_match`
- `test_auto_detect_substitutes_source_lang`
- `test_text_too_long_rejected`
- `test_cache_hit_returns_immediately`

### Integration
- `test_german_to_english_quality` (BLEU above floor)
- `test_plattdeutsch_pair_registered_when_finetune_present`
- `test_marketplace_one_click_translate_end_to_end`

---

## 8. Cross-references

| What | Where |
|------|-------|
| `trans.text@1.0` wire | [CAP2 Β§4.10](../CAPABILITY_CONTRACT_v2.md) |
| STT translate-to-EN feature | [M19 Β§4.3](M19-stt-tts.md) |
| Marketplace one-click | [M08 ext](../../modules/M08-ui.md) |
| Niederrhein context | Christof's domain |

---

## 9. Open questions

1. **Fine-tune in-the-loop.** A community could fine-tune the Plattdeutsch model on its own corpus over time. Reserved.
2. **Document-level translation.** Currently per-string. Document-coherence translation (better than chunked) is Phase 3.
3. **Glossary support.** Domain glossaries (technical terms, names) preserved across translation. Phase 2.5.