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eregon/fluvial-gemma-r13-merged

sourceHugging Faceapache-2.0updated 8mo agoView on Hugging Face

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TranslateGemma R13 — Fluvial Constellations Term Translator

A fine-tuned Gemma 2 2B-it model that translates Fluvial Constellations (Constelaciones Fluviales) therapy terminology from Spanish to English.

100% accuracy on all 106 glossary terms (Glossary v3.0) and 58/58 on real class transcript tests.

What is Fluvial Constellations?

Fluvial Constellations (Constelaciones Fluviales) is a therapeutic method developed by Juan Carlos Arias Quintana, inspired by Bert Hellinger's Family Constellations. It is a systemic model performed in water using figurines in an inflatable pool, with its own specialized terminology that does not have standard English translations.

This model was trained to provide consistent, accurate English translations of the 106 official terms in the discipline's bilingual glossary.

Usage

python

from transformers import AutoTokenizer, AutoModelForCausalLM
import torch

model_id = "eregon/fluvial-gemma-r13-merged"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
    model_id, torch_dtype=torch.bfloat16, device_map="auto"
)

def translate(term):
    prompt = (
        "<start_of_turn>user\n"
        f"Translate this Fluvial Constellations therapy term to English: {term}"
        "<end_of_turn>\n"
        "<start_of_turn>model\n"
    )
    inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
    with torch.no_grad():
        out = model.generate(**inputs, max_new_tokens=64, do_sample=False)
    response = tokenizer.decode(out[0], skip_special_tokens=False)
    response = response.split("<start_of_turn>model\n")[-1]
    return response.replace("<end_of_turn>", "").replace("<eos>", "").strip()

# Examples
print(translate("Constelaciones Fluviales"))  # → Fluvial Constellations
print(translate("Órdenes del Amor"))          # → Orders of Love
print(translate("Implicación"))               # → Entanglement
print(translate("Buen Lugar"))                # → Proper Place
print(translate("Tirada de Diagnóstico"))     # → Diagnosis Throw

With 4-bit quantization (lower VRAM)

python

from transformers import BitsAndBytesConfig

bnb_config = BitsAndBytesConfig(
    load_in_4bit=True,
    bnb_4bit_quant_type="nf4",
    bnb_4bit_compute_dtype=torch.bfloat16,
    bnb_4bit_use_double_quant=True,
)
model = AutoModelForCausalLM.from_pretrained(
    model_id, quantization_config=bnb_config, device_map="auto"
)

Complete Glossary (106 terms)

#	Spanish	English	Category
1	Constelaciones Fluviales	Fluvial Constellations	Core Methodology
2	Hidrosistémica	Hydrosystemics	Core Methodology
3	Campo	Field	Core Concepts
4	Alberca / Piscina	Pool	Equipment/Setup
5	Figurines	Figurines	Equipment/Setup
6	Consultante	Consultee	Roles
7	Constelador Fluvial	Fluvial Constellator	Roles
8	Representante	Representative	Roles
9	Bautizo	Baptism	Session Steps
10	Armonizar	Harmonize	Session Steps
11	Tirada	Throw	Core Concepts
12	Tirada de Diagnóstico	Diagnosis Throw	Throws
13	Tirada de Núcleos	Nucleus Throw	Throws
14	Tirada Transgeneracional	Transgenerational Throw	Throws
15	Tirada de Polaridades	Polarity Throw	Throws
16	Tirada Cruzada	Crossed Throw	Throws
17	Rueda de la Vida	Wheel of Life	Throws
18	Órdenes del Amor	Orders of Love	Fundamentals
19	Lealtad	Loyalty	Fundamentals
20	Dinámica	Dynamic	Fundamentals
21	Excluido	Excluded	Fundamentals
22	Pertenencia	Belonging	Fundamentals
23	Asentir	Assenting	Fundamentals
24	Tomar a los Padres	Taking the Parents	Fundamentals
25	La Pareja como Espejo	Partner as Mirror	Fundamentals
26	Primer Movimiento	First Movement	Movements
27	Segundo Movimiento	Second Movement	Movements
28	Reparación	Repair	Movements
29	COM (Contacto, Orden, Mirada)	COL (Contact, Order, Look)	Readings
30	Contacto	Contact	Readings
31	Orden	Order	Readings
32	Mirada	Look	Readings
33	Mirada de Fuerza	Look of Strength	Readings
34	Mirada al Amor	Look of Love	Readings
35	Mirada al Miedo	Look of Fear	Readings
36	Mirada Rebasada	Overwhelmed Look	Readings
37	Línea de Vida	Life Line	Readings
38	Yin-Yang	Yin-Yang	Readings
39	Rango y Mirada	Rank and Look	Readings
40	Lealtad de Muerte Inminente	Imminent Death Loyalty	Readings
41	Los 4 Fundamentos	The 4 Principles	Fundamentals
42	Los 12 Sistemas	The 12 Systems	Systems
43	Frases de Transición	Transition Phrases	Session Steps
44	Historial	Historical Record	Session Steps
45	LEO (Lugar, Emoción, Ordenar)	PEO (Place, Emotion, Order)	Session Steps
46	Ayudas	Aids	Session Steps
47	Tareas Sistémicas	Systemic Homework	Session Steps
48	Abrir el Campo	Open the Field	Session Steps
49	Cerrar el Campo	Close the Field	Session Steps
50	Constelación a Distancia	Remote Constellation	Core Methodology
51	Movimiento Hidrosistémico	Hydrosystemic Movement	Movements
52	Inducción Hipnótica	Hypnotic Induction	Techniques
53	Los 7 Niveles del Amor	The 7 Levels of Love	Techniques
54	Ego y Espíritu	Ego and Spirit	Techniques
55	Niveles de Pureza de Pensamiento	Levels of Thought Purity	Techniques
56	Nivel de Consciencia Esenia	Essene Level of Consciousness	Techniques
57	Cierre de Parejas	Partner Closure	Techniques
58	Meditación	Meditation	Resources
59	Escuela del Agua	Water School	Organization
60	Maestro Formador	Master Trainer	Roles
61	Imagen de Solución	Solution Image	Readings
62	Unión de Polaridades	Polarity Union	Readings
63	Frases Sanadoras	Healing Phrases	Resources
64	Órdenes de la Ayuda	Orders of Help	Fundamentals
65	Órdenes de la Abundancia	Orders of Abundance	Fundamentals
66	Perpetrador	Perpetrator	Core Concepts
67	Víctima	Victim	Core Concepts
68	Implicación	Entanglement	Core Concepts
69	Buen Lugar	Proper Place	Core Concepts
70	Ruta del Agua	Water Route	Organization
71	Campo Mórfico	Morphic Field	Scientific Basis
72	Unidades de Memoria	Units of Memory	Scientific Basis
73	H2O37	H2O37	Scientific Basis
74	Cristales Líquidos	Liquid Crystals	Scientific Basis
75	Amor Ciego	Blind Love	Core Concepts
76	Excluido Mayor	Greatest Excluded Member	Core Concepts
77	Movimiento de Amor Interrumpido	Interrupted Movement of Love	Core Concepts
78	Movimiento del Alma	Movement of the Soul	Movements
79	Movimiento del Espíritu	Movement of the Spirit	Movements
80	Doble Implicación	Double Entanglement	Core Concepts
81	Pensamientos Antena	Antenna Thoughts	Thought Types
82	Pensamientos Referentes	Referent Thoughts	Thought Types
83	Pensamientos Decisorios	Decisive Thoughts	Thought Types
84	Pensamientos de Gratitud	Gratitude Thoughts	Thought Types
85	Pensamientos que Asienten	Assenting Thoughts	Thought Types
86	Pensamientos Motivadores	Motivating Thoughts	Thought Types
87	Pensamientos Amorosos	Loving Thoughts	Thought Types
88	Pensamientos Creativos	Creative Thoughts	Thought Types
89	Pensamientos Útiles	Useful Thoughts	Thought Types
90	Pensamientos del Clan	Clan Thoughts	Thought Types
91	Pensamientos del Entorno	Environment Thoughts	Thought Types
92	Pensamientos del Ser	Thoughts of the Being	Thought Types
93	Hidrosistémica Empresarial	Corporate Hydrosystemics	Modalities
94	Diagnóstico Judicial	Judicial Diagnosis	Modalities
95	Derecho Sistémico	Systemic Law	Modalities
96	Constelaciones Caninas	Canine Constellations	Modalities
97	Neurohidrosistémica	Neuro-hydrosystemics	Modalities
98	Biomagnetismo Fluvial	Fluvial Biomagnetism	Modalities
99	Gemoterapia Fluvial	Fluvial Gemotherapy	Modalities
100	Fenomenología	Phenomenology	Core Concepts
101	Miradas Sincrónicas	Synchronous Looks	Readings
102	Respiración Maya	Maya Breathing	Techniques
103	Rueda Hidrosistémica	Hydrosystemic Wheel	Equipment/Setup
104	Registro Ancestral	Ancestral Record	Core Concepts
105	Memorias del Agua	Water Memories	Scientific Basis
106	cliente	client	Roles

Training Details

Model Lineage

google/gemma-2-2b-it
  → R7-merged → R8 LoRA (91.67%)
    → R8-merged → R11 LoRA (95.37%)
      → R11-merged → R12 LoRA (100%, Glossary v2.1)
        → R12-merged → R13 LoRA (100%, Glossary v3.0) → R13-merged  ← this model

R13 Training Configuration

Parameter	Value
Method	QLoRA (4-bit NF4, bf16 compute, double quantization)
LoRA rank	32
LoRA alpha	64
LoRA dropout	0.05
LoRA target	All projection modules
Epochs	5
Batch size	1 (gradient accumulation: 8)
Learning rate	3e-5 (cosine schedule, 10% warmup)
Optimizer	pagedadamw8bit
Max sequence length	192
Max gradient norm	0.3

R13 Dataset

325 training examples across 4 difficulty tiers:

—Tier 1 (15 reps, 3 terms): Hardest changes — acronym remappings (COM→COL, LEO→PEO) and new term (Mirada Rebasada)
—Tier 2 (10 reps, 15 terms): Modified translations (e.g., "Look of Love", "Remote Constellation", "Corporate Hydrosystemics")
—Tier 3 (8 reps, 6 terms): Simplified terms (removed / alternatives, e.g., "Pool" instead of "Pool / Swimming Pool")
—Tier 4 (1 rep, 82 terms): Reinforcement for unchanged terms to prevent regression

Training Results

Metric	Value
Training steps	205
Training time	~29 minutes
Final loss	0.0933
Average loss	0.1223
Peak GPU memory	5.38 GB / 8 GB

Evaluation Results

Test	Score
Glossary v3.0 (106 terms)	106/106 (100%)
R13 target terms (24 changed)	24/24 exact match
Previous round targets (11)	11/11 held
Regressions	0
Real transcript test (4 transcripts, ~48K words)	58/58 (100%)
Unique terms verified in transcripts	34/106

Glossary Version History

—v3.0 (R13, current): 106 terms. Simplified slash alternatives, English acronyms (COL, PEO), Hellinger-standard terminology (Entanglement, Proper Place)
—v2.1 (R12): 108 terms. Added transcript-derived terms
—v1.0 (R7-R11): Initial glossary builds

Intended Use

This model is designed for:

—Real-time translation of Fluvial Constellations terminology during classes and sessions
—Subtitle generation for Spanish-language instructional videos
—Supporting bilingual documentation of the methodology

Limitations

—Trained specifically for Fluvial Constellations terminology — not a general-purpose translator
—Best results with the exact prompt format shown above
—Some terms (e.g., "Campo", "Orden") are common Spanish words; the model translates them in the therapeutic context

Hardware

—Trained on NVIDIA RTX 2080 (8 GB VRAM)
—Inference: ~1.6 GB (4-bit) or ~4.9 GB (bf16)