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…selection Signed-off-by: Frankie Siino <fsiino@nvidia.com> # Conflicts: # nemo_gym/global_config.py
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This change adds retry logic to the server spin up process via `ng_run` in the event that there is a port conflict between the head and child(ren) server(s). --------- Signed-off-by: Frankie Siino <fsiino@nvidia.com> Signed-off-by: Lawrence Lane <llane@nvidia.com>
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This change adds retry logic to the server spin up process via `ng_run` in the event that there is a port conflict between the head and child(ren) server(s). --------- Signed-off-by: Frankie Siino <fsiino@nvidia.com>
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This change adds retry logic to the server spin up process via `ng_run` in the event that there is a port conflict between the head and child(ren) server(s). --------- Signed-off-by: Frankie Siino <fsiino@nvidia.com>
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This change adds retry logic to the server spin up process via `ng_run` in the event that there is a port conflict between the head and child(ren) server(s). --------- Signed-off-by: Frankie Siino <fsiino@nvidia.com> Signed-off-by: Lawrence Lane <llane@nvidia.com>
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This change adds retry logic to the server spin up process via `ng_run` in the event that there is a port conflict between the head and child(ren) server(s). --------- Signed-off-by: Frankie Siino <fsiino@nvidia.com> Signed-off-by: Lawrence Lane <llane@nvidia.com>
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This change adds retry logic to the server spin up process via `ng_run` in the event that there is a port conflict between the head and child(ren) server(s). --------- Signed-off-by: Frankie Siino <fsiino@nvidia.com>
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Signed-off-by: cmunley1 <cmunley@nvidia.com>
CLI help and command help; misc improvements (#229)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Misc infra 20251024 (#234)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Fix ray version mismatch (#231)
Signed-off-by: Sugam Devare <sdevare@nvidia.com>
Misc fixes 20251027 (#243)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Validate server port selection (#233)
This change adds retry logic to the server spin up process via `ng_run`
in the event that there is a port conflict between the head and
child(ren) server(s).
---------
Signed-off-by: Frankie Siino <fsiino@nvidia.com>
bxyu/misc-infra-20251027-001 (#247)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Fix input assistant messages (#248)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Misc infra 20251028 002 (#253)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Structured Outputs JSON Environment (#251)
1. Corresponding dataset on the spreadsheet.
a. [Spreadsheet
Link](https://docs.google.com/spreadsheets/d/1VK4-ZonMSR-4Ulk161Au1f-nGhs4r9V9-beScboaR3I/edit?gid=1060922318#gid=1060922318&range=14:14)
b. [Dataset Seed
1](https://huggingface.co/datasets/nvidia/structured-dataset-nanov3)
c. [Dataset Seed
2](https://huggingface.co/datasets/nvidia/structured-dataset-nanov3-reasoning/viewer/default/train?row=20&views%5B%5D=train)
d. [Actual Train
Data](https://gitlab-master.nvidia.com/bxyu/nemo-gym/-/ml/models/112#/)
e. [Actual Validation
Data](https://gitlab-master.nvidia.com/bxyu/nemo-gym/-/ml/models/113#/)
f. data generation script also added in
`resources_servers/structured_outputs/misc/data_generation/251027_nano_v3_sdg.py`
2. Description of the prompt. What is the source of the prompt, which
domain is it covering?
a. The prompt is a chat query which asks the model to format their
output to a specific JSON output format. The content for the output must
be based on a document that is provided with the user query.
b. This tests the model's instruction following ability in output
formatting schema adherence. The domain of the actual input is not
relevant, but is a set of descriptions based on wikipedia articles.
3. Description of the environment, if there is any.
a. This is a resource server for verifying the ability of the model to
follow output formatting instructions under schema constraints. More
detail in the README.md of the added files.
4. Description of the verifier. How is it verified and whether we have
checked the correctness of the verifier.
a. The verifier uses a library `openapi-schema-validator` that matches
an OpenAPI-compatible schema spec with a dictionary. The correctness of
the verifier is known and well-tested in their repository and through
previous uses of this verifier.
5. Legal approval status? If synthetically generated by ourselves with
open models, please note there so that we know we don’t need legal
approval.
a. Internal synthetically generated data used for seed prompt that are
templated into the prompts used in the verifier. Seed data legal
approval status can be found
[here](https://docs.google.com/spreadsheets/d/1OMPw3DGaXETgNW-oBdueE5c5NV-NEHJdCzS5tE_aKwg/edit?gid=991274440#gid=991274440&range=5:5)
1. Run Command
```bash
export MODEL=gpt-4.1-2025-04-14
export MODEL_PATH=https://api.openai.com/v1
export MODEL_API_KEY=$OPENAI_API_KEY
config_paths="responses_api_models/openai_model/configs/openai_model.yaml, \
resources_servers/structured_outputs/configs/structured_outputs_json.yaml"
ng_run "+config_paths=[$config_paths]" \
+policy_model_name=$MODEL \
+policy_base_url=$MODEL_PATH \
+policy_api_key=$MODEL_API_KEY &
ng_collect_rollouts \
+agent_name=structured_outputs_simple_agent \
+input_jsonl_fpath=resources_servers/structured_outputs/data/example.jsonl \
+output_jsonl_fpath=resources_servers/structured_outputs/data/example_rollouts.jsonl
Results:
```bash
{
"reward": 0.2
}
```
```json
{"responses_create_params": {"background": null, "include": null,
"input": [{"content": "Parse the document and populate the following
data model.\n\nDocument:\n**Patient Seasonal Allergy Assessment
Summary**\n\nThe following document presents a comprehensive overview of
the seasonal allergy assessment conducted for Emily Thompson, a patient
with a documented history of seasonal allergies. This evaluation took
place during the Spring season\u2014a period commonly associated with
high environmental pollen levels due to blooming trees, grasses, and
other flora. These allergens are well-known triggers for allergic
rhinitis in sensitized individuals, and the timing of this assessment
aligns with the typical seasonal pattern of symptom
exacerbation.\n\n**Patient Identification and Assessment Context** \n-
Full Name: Emily Thompson \n- Unique Patient Identifier: PAT-924785 \n-
Assessment Season: Spring \n- Clinical Context: The Spring season is
characterized by elevated airborne pollen counts, particularly from tree
species in early spring and grasses later in the season. This
environmental exposure is a primary contributor to seasonal allergic
rhinitis, also known as hay fever, which manifests through upper
respiratory and ocular symptoms in allergic individuals.\n\n**Presenting
Symptoms and Clinical Severity** \nThe patient is currently exhibiting a
constellation of symptoms consistent with seasonal allergic rhinitis.
Each symptom has been confirmed present through clinical evaluation and
is recorded with a boolean 'true' value in the electronic health record:
\n- Sneezing: Present \n- Runny Nose (rhinorrhea): Present \n- Itchy
Eyes (ocular pruritus): Present \n- Nasal Congestion: Present \n\nThe
overall severity of these symptoms is classified as **moderate**. This
classification indicates that the symptoms are persistent and recurrent,
occurring frequently enough to interfere with daily functioning, work
productivity, sleep quality, and general well-being. However, they do
not meet criteria for severe impairment or acute respiratory distress,
and thus do not necessitate emergency intervention or hospitalization at
this time.\n\n**Medical History and Current Medication Status** \n-
Prior Allergy History: Confirmed. The patient has a previously
documented history of seasonal allergies, particularly during the spring
months, indicating a chronic, recurring pattern of allergic
sensitization and symptom expression. \n- Current Medication Use: The
patient is **not** currently taking any medications to manage her
allergy symptoms. \n - Currently Taking Medication: False \n -
Medication Name: Not applicable (field left blank per data schema) \n -
Dosage: Not applicable (field undefined) \n\nThis absence of
pharmacological intervention may contribute to the current moderate
symptom burden, especially during a high-exposure season.\n\n**Clinical
Recommendations and Management Plan** \nTo reduce allergen exposure and
alleviate symptoms, the patient has been provided with a multi-faceted
management strategy that includes environmental control measures,
over-the-counter (OTC) treatment options, and a recommendation for
further medical evaluation.\n\n**Avoidance and Environmental Control
Strategies:** \n- Limit outdoor activities during peak pollen release
times, typically between 5:00 AM and 10:00 AM and again in the late
afternoon. \n- Keep windows and doors closed at home and in vehicles to
minimize indoor infiltration of pollen. \n- Utilize high-efficiency
particulate air (HEPA) filters in central heating and cooling systems or
standalone air purifiers to reduce indoor airborne allergens. \n- Shower
and change clothes after spending time outdoors to remove pollen from
skin, hair, and clothing. \n- Avoid line-drying laundry outside, as
fabrics can trap pollen from the air.\n\n**Over-the-Counter Treatment
Recommendations:** \nThe patient is advised to consider
second-generation oral antihistamines, which are preferred due to their
favorable side effect profile and sustained efficacy: \n- **Loratadine
(e.g., Claritin)**: Non-sedating, once-daily dosing, effective for
sneezing, rhinorrhea, and pruritus. \n- **Cetirizine (e.g., Zyrtec)**:
Highly effective, though may cause mild drowsiness in some individuals;
available in once-daily formulations. \n\nThese medications target
histamine H1 receptors and help mitigate the immediate hypersensitivity
response triggered by allergen exposure.\n\n**Professional Medical
Follow-Up:** \n- Consult Doctor: **True** \nThe assessment explicitly
recommends that the patient schedule an appointment with a healthcare
provider for further evaluation. Given her history of seasonal allergies
and current moderate symptom severity in the absence of medication, a
clinical consultation is warranted to: \n- Confirm the diagnosis with
potential allergy testing (e.g., skin prick test or serum-specific IgE
testing). \n- Evaluate the need for prescription therapies such as
intranasal corticosteroids (e.g., fluticasone, mometasone), leukotriene
receptor antagonists (e.g., montelukast), or antihistamine nasal sprays.
\n- Discuss the possibility of long-term management strategies,
including allergen immunotherapy (allergy shots or sublingual tablets),
if symptoms remain poorly controlled or significantly impact quality of
life. \n\nIn summary, Emily Thompson (PAT-924785) is a patient with a
known history of springtime seasonal allergies who is currently
experiencing moderate symptoms\u2014including sneezing, rhinorrhea,
itchy eyes, and nasal congestion\u2014without the use of medication. A
comprehensive, evidence-based management plan has been initiated,
emphasizing allergen avoidance, OTC pharmacotherapy, and a strong
recommendation for medical follow-up to optimize long-term symptom
control and improve seasonal quality of life.", "role": "user", "type":
"message"}, {"content": "Format your response as a JSON object adhering
to:\n- Schema structure: {\"assessment\": {\"type\": \"object\",
\"properties\": {\"patientId\": {\"type\": \"string\"}, \"firstName\":
{\"type\": \"string\"}, \"lastName\": {\"type\": \"string\"},
\"season\": {\"type\": \"string\", \"enum\": [\"Spring\", \"Summer\",
\"Fall\", \"Winter\"]}, \"symptoms\": {\"type\": \"object\",
\"properties\": {\"sneezing\": {\"type\": \"boolean\"}, \"runnyNose\":
{\"type\": \"boolean\"}, \"itchyEyes\": {\"type\": \"boolean\"},
\"nasalCongestion\": {\"type\": \"boolean\"}, \"severity\": {\"type\":
\"string\"}}, \"required\": [\"severity\"], \"additionalProperties\":
false}, \"hasAllergyHistory\": {\"type\": \"boolean\"},
\"medicationUse\": {\"type\": \"object\", \"properties\":
{\"currentlyTakingMedication\": {\"type\": \"boolean\"},
\"medicationName\": {\"type\": \"string\"}, \"dosage\": {\"type\":
\"string\"}}, \"additionalProperties\": false}, \"recommendations\":
{\"type\": \"object\", \"properties\": {\"avoidanceTips\": {\"type\":
\"string\"}, \"overTheCounterOptions\": {\"type\": \"string\"},
\"consultDoctor\": {\"type\": \"boolean\"}}, \"additionalProperties\":
false}}, \"required\": [\"patientId\", \"firstName\", \"lastName\",
\"season\", \"symptoms\", \"hasAllergyHistory\", \"medicationUse\",
\"recommendations\"], \"additionalProperties\": false}}\n- Validation
rules:\n * All data types are verified\n * All strings must be properly
escaped\n * There are no unnecessary fields added\n * Must pass JSON
schema validation\nEnsure compliance with all specifications before
responding.", "role": "user", "type": "message"}], "instructions": null,
"max_output_tokens": null, "max_tool_calls": null, "metadata": null,
"model": null, "parallel_tool_calls": true, "previous_response_id":
null, "prompt": null, "reasoning": null, "service_tier": null, "store":
null, "temperature": null, "text": null, "tool_choice": "auto", "tools":
[], "top_logprobs": null, "top_p": null, "truncation": null, "user":
null, "stream": null}, "response": {"id":
"resp_0c352fe6007ec85c006901425754c081948ef6d9f3953e979c", "created_at":
1761690199.0, "error": null, "incomplete_details": null, "instructions":
null, "metadata": {}, "model": "gpt-4.1-2025-04-14", "object":
"response", "output": [{"id":
"msg_0c352fe6007ec85c0069014257e98881948d4a90f60c43af12", "content":
[{"annotations": [], "text": "```json\n{\n \"assessment\": {\n
\"patientId\": \"PAT-924785\",\n \"firstName\": \"Emily\",\n
\"lastName\": \"Thompson\",\n \"season\": \"Spring\",\n \"symptoms\":
{\n \"sneezing\": true,\n \"runnyNose\": true,\n \"itchyEyes\": true,\n
\"nasalCongestion\": true,\n \"severity\": \"moderate\"\n },\n
\"hasAllergyHistory\": true,\n \"medicationUse\": {\n
\"currentlyTakingMedication\": false,\n \"medicationName\": \"\",\n
\"dosage\": \"\"\n },\n \"recommendations\": {\n \"avoidanceTips\":
\"Limit outdoor activities during peak pollen times (5:00 AM - 10:00 AM
and late afternoon); keep windows and doors closed at home and in
vehicles; use HEPA filters in central systems or air purifiers; shower
and change clothes after outdoor activities; avoid line-drying laundry
outside.\",\n \"overTheCounterOptions\": \"Consider second-generation
oral antihistamines such as loratadine (Claritin), which is non-sedating
and effective for sneezing, rhinorrhea, and pruritus, or cetirizine
(Zyrtec), which is highly effective but may cause mild drowsiness in
some individuals.\",\n \"consultDoctor\": true\n }\n }\n}\n```", "type":
"output_text", "logprobs": []}], "role": "assistant", "status":
"completed", "type": "message"}], "parallel_tool_calls": true,
"temperature": 1.0, "tool_choice": "auto", "tools": [], "top_p": 1.0,
"background": false, "max_output_tokens": null, "max_tool_calls": null,
"previous_response_id": null, "prompt": null, "reasoning": {"effort":
null, "generate_summary": null, "summary": null}, "service_tier":
"default", "status": "completed", "text": {"format": {"type": "text"},
"verbosity": "medium"}, "top_logprobs": 0, "truncation": "disabled",
"usage": {"input_tokens": 1444, "input_tokens_details":
{"cached_tokens": 0}, "output_tokens": 291, "output_tokens_details":
{"reasoning_tokens": 0}, "total_tokens": 1735}, "user": null, "billing":
{"payer": "developer"}, "prompt_cache_key": null, "safety_identifier":
null, "store": true}, "reward": 0.0}
{"responses_create_params": {"background": null, "include": null,
"input": [{"content": "# Document:\nThe photograph was captured using
the long-exposure technique, a method developed in 1840 that is
especially effective for landscape photography. This approach allows for
the depiction of motion blur in dynamic elements such as flowing water
or drifting clouds, while preserving sharp detail in static components
of the scene, resulting in a visually compelling contrast between
movement and stillness. The image was taken under natural lighting
conditions during clear weather, enhancing the clarity and color
fidelity of the composition. Movement within the scene was primarily
from flowing water, which contributed to the desired motion blur effect
when combined with the extended shutter duration.\n\nCamera and lens
specifications:\n- Camera model: Canon EOS R5\n- Sensor type: Full-frame
(35mm equivalent)\n- Lens: 16-35mm f/2.8, set to a focal length of
24mm\n- Optical image stabilization: Enabled to minimize camera shake
during long exposure\n\nExposure settings:\n- Shutter speed: 30 seconds
(enabling significant light capture and motion blur)\n- Aperture: f/11
(providing a wide depth of field to keep both foreground and background
elements in focus)\n- ISO: 100 (minimizing noise and maximizing dynamic
range under bright natural light)\n\nPost-processing workflow:\n-
Software used: Adobe Lightroom and Adobe Photoshop\n- White balance:
Adjusted to 'daylight' for natural color rendition\n- Saturation:
Increased by 15% to enhance vibrancy without introducing unnatural
tones\n- Noise reduction:\n - Luminance noise reduction: Applied at
intensity 40 to smooth grain in darker areas\n - Chrominance noise
reduction: Set to 25 to eliminate color speckling\n- Sharpening: Applied
at 70% to accentuate fine details, particularly in textured surfaces
such as rocks and foliage\n- Output format: Saved as a high-quality TIFF
file to preserve bit depth and avoid compression artifacts\n- AI tools:
None used; all edits were manually performed using conventional editing
techniques\n\nCreative and technical evaluation:\n- Composition score: 9
out of 10 \u2014 reflects a well-balanced arrangement with strong use of
leading lines, rule of thirds, and layered depth\n- Emotional impact:
High \u2014 the image evokes a sense of tranquility and timelessness due
to the smooth water effect and serene natural setting\n- Focus accuracy:
9/10 \u2014 sharp throughout the intended focal plane, with precise
manual or autofocus confirmation\n- Exposure balance: 8/10 \u2014
well-managed highlights and shadows, with minimal clipping in either
extreme\n- Detail retention: 8/10 \u2014 excellent preservation of
texture in both lit and shadowed regions, aided by optimal ISO and
post-processing\n- Innovation level: Conventional \u2014 the image
adheres closely to established practices in long-exposure landscape
photography, prioritizing technical mastery over experimental
aesthetics\n\nOverall, the photograph exemplifies a technically
proficient and artistically effective application of long-exposure
techniques in landscape photography, combining optimal in-camera
settings, favorable environmental conditions, and meticulous
post-processing to achieve a visually immersive and emotionally resonant
result.\n\n# Instructions: Ensure your output validates against the
given JSON schema.\nFormat your response as a JSON object adhering
to:\n- Schema structure: {\"technique_metadata\": {\"type\": \"object\",
\"required\": [\"technique_name\", \"origin_period\",
\"primary_use_case\"], \"properties\": {\"technique_name\": {\"type\":
\"string\", \"enum\": [\"long_exposure\", \"macro_photography\",
\"high_dynamic_range\", \"tilt_shift\", \"light_painting\"]},
\"origin_period\": {\"type\": \"string\", \"pattern\": \"^[0-9]{4}$\"},
\"primary_use_case\": {\"type\": \"string\", \"enum\": [\"landscape\",
\"portrait\", \"architectural\", \"wildlife\", \"abstract\"]}},
\"additionalProperties\": false}, \"capture_settings\": {\"type\":
\"object\", \"required\": [\"camera\", \"lens\", \"exposure_triangle\",
\"environmental_conditions\"], \"properties\": {\"camera\": {\"type\":
\"object\", \"required\": [\"make\", \"model\", \"sensor_type\"],
\"properties\": {\"make\": {\"type\": \"string\"}, \"model\": {\"type\":
\"string\"}, \"sensor_type\": {\"type\": \"string\", \"enum\":
[\"full_frame\", \"crop_sensor\", \"medium_format\"]}},
\"additionalProperties\": false}, \"lens\": {\"type\": \"object\",
\"required\": [\"focal_length_mm\", \"aperture_max\",
\"stabilization\"], \"properties\": {\"focal_length_mm\": {\"type\":
\"number\"}, \"aperture_max\": {\"type\": \"number\"},
\"stabilization\": {\"type\": \"boolean\"}}, \"additionalProperties\":
false}, \"exposure_triangle\": {\"type\": \"object\", \"required\":
[\"shutter_speed_seconds\", \"aperture_f\", \"iso\"], \"properties\":
{\"shutter_speed_seconds\": {\"type\": \"number\"}, \"aperture_f\":
{\"type\": \"number\"}, \"iso\": {\"type\": \"integer\"}},
\"additionalProperties\": false}, \"environmental_conditions\":
{\"type\": \"object\", \"required\": [\"lighting_type\", \"weather\",
\"movement_present\"], \"properties\": {\"lighting_type\": {\"type\":
\"string\", \"enum\": [\"natural\", \"artificial\", \"mixed\"]},
\"weather\": {\"type\": \"string\"}, \"movement_present\": {\"type\":
\"boolean\"}}, \"additionalProperties\": false}},
\"additionalProperties\": false}, \"post_processing\": {\"type\":
\"object\", \"required\": [\"software_used\", \"adjustments\",
\"output_format\", \"edited_by_ai\"], \"properties\":
{\"software_used\": {\"type\": \"array\", \"items\": {\"type\":
\"string\"}}, \"adjustments\": {\"type\": \"object\", \"required\":
[\"color_correction\", \"sharpening_level\", \"noise_reduction\"],
\"properties\": {\"color_correction\": {\"type\": \"object\",
\"required\": [\"white_balance\", \"saturation\"], \"properties\":
{\"white_balance\": {\"type\": \"string\"}, \"saturation\": {\"type\":
\"number\"}}, \"additionalProperties\": false}, \"sharpening_level\":
{\"type\": \"number\", \"minimum\": 0, \"maximum\": 100},
\"noise_reduction\": {\"type\": \"object\", \"required\":
[\"luminance\", \"chrominance\"], \"properties\": {\"luminance\":
{\"type\": \"number\"}, \"chrominance\": {\"type\": \"number\"}},
\"additionalProperties\": false}}, \"additionalProperties\": false},
\"output_format\": {\"type\": \"string\", \"enum\": [\"JPEG\", \"PNG\",
\"TIFF\", \"RAW\"]}, \"edited_by_ai\": {\"type\": \"boolean\"}},
\"additionalProperties\": false}, \"creative_evaluation\": {\"type\":
\"object\", \"required\": [\"composition_score\", \"emotional_impact\",
\"technical_execution\", \"innovation_level\"], \"properties\":
{\"composition_score\": {\"type\": \"number\", \"minimum\": 0,
\"maximum\": 10}, \"emotional_impact\": {\"type\": \"string\", \"enum\":
[\"low\", \"moderate\", \"high\", \"profound\"]},
\"technical_execution\": {\"type\": \"object\", \"required\":
[\"focus_accuracy\", \"exposure_balance\", \"detail_retention\"],
\"properties\": {\"focus_accuracy\": {\"type\": \"number\", \"minimum\":
0, \"maximum\": 10}, \"exposure_balance\": {\"type\": \"number\",
\"minimum\": 0, \"maximum\": 10}, \"detail_retention\": {\"type\":
\"number\", \"minimum\": 0, \"maximum\": 10}}, \"additionalProperties\":
false}, \"innovation_level\": {\"type\": \"string\", \"enum\":
[\"conventional\", \"slightly_innovative\", \"highly_innovative\",
\"groundbreaking\"]}}, \"additionalProperties\": false}}\n- Validation
rules:\n * All data types are verified\n * All strings must be properly
escaped\n * There are no unnecessary fields added\n * Must pass JSON
schema validation\nEnsure compliance with all specifications before
responding.", "role": "user", "type": "message"}], "instructions": null,
"max_output_tokens": null, "max_tool_calls": null, "metadata": null,
"model": null, "parallel_tool_calls": true, "previous_response_id":
null, "prompt": null, "reasoning": null, "service_tier": null, "store":
null, "temperature": null, "text": null, "tool_choice": "auto", "tools":
[], "top_logprobs": null, "top_p": null, "truncation": null, "user":
null, "stream": null}, "response": {"id":
"resp_09778da08f3c475c00690142574f088190ba8be98fd31d3637", "created_at":
1761690199.0, "error": null, "incomplete_details": null, "instructions":
null, "metadata": {}, "model": "gpt-4.1-2025-04-14", "object":
"response", "output": [{"id":
"msg_09778da08f3c475c0069014257c3a88190a46304e7fb924b37", "content":
[{"annotations": [], "text": "```json\n{\n \"technique_metadata\": {\n
\"technique_name\": \"long_exposure\",\n \"origin_period\": \"1840\",\n
\"primary_use_case\": \"landscape\"\n },\n \"capture_settings\": {\n
\"camera\": {\n \"make\": \"Canon\",\n \"model\": \"EOS R5\",\n
\"sensor_type\": \"full_frame\"\n },\n \"lens\": {\n
\"focal_length_mm\": 24,\n \"aperture_max\": 2.8,\n \"stabilization\":
true\n },\n \"exposure_triangle\": {\n \"shutter_speed_seconds\": 30,\n
\"aperture_f\": 11,\n \"iso\": 100\n },\n \"environmental_conditions\":
{\n \"lighting_type\": \"natural\",\n \"weather\": \"clear\",\n
\"movement_present\": true\n }\n },\n \"post_processing\": {\n
\"software_used\": [\n \"Adobe Lightroom\",\n \"Adobe Photoshop\"\n ],\n
\"adjustments\": {\n \"color_correction\": {\n \"white_balance\":
\"daylight\",\n \"saturation\": 15\n },\n \"sharpening_level\": 70,\n
\"noise_reduction\": {\n \"luminance\": 40,\n \"chrominance\": 25\n }\n
},\n \"output_format\": \"TIFF\",\n \"edited_by_ai\": false\n },\n
\"creative_evaluation\": {\n \"composition_score\": 9,\n
\"emotional_impact\": \"high\",\n \"technical_execution\": {\n
\"focus_accuracy\": 9,\n \"exposure_balance\": 8,\n
\"detail_retention\": 8\n },\n \"innovation_level\": \"conventional\"\n
}\n}\n```", "type": "output_text", "logprobs": []}], "role":
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{"responses_create_params": {"background": null, "include": null,
"input": [{"content": "# Information\nThe family volunteer activity
titled \"Park Cleanup Day\" is hosted by the Green Earth Organization
and will take place on September 16, 2023, at Riverside Park in
Springfield, Illinois. The park is located at geographic coordinates
latitude 39.7817 and longitude -89.6501. The event is scheduled to last
for 3 hours and is designed to be child-friendly, though it is
weather-dependent and may be canceled in the event of heavy rain. The
Green Earth Organization contact for the event is Jane Miller, who can
be reached at +15551234567 or via email at jane.miller@greenearth.org.
The organization\u2019s physical address is 123 Eco Street, Springfield,
IL, 62701, United States.\n\nParticipating family members from the Lopez
household include:\n- Maria Lopez, age 38, serving in a parent role and
confirmed as available. She brings valuable skills in gardening and
first aid.\n- James Lopez, age 14, participating as a teenager and also
available. He has prior experience with basic cleanup tasks.\n- Elena
Lopez, age 68, joining as a grandparent and available. She has a
background in community organizing, which may assist in coordinating
group efforts during the event.\n\nPreparation for the activity includes
several assigned tasks and logistical considerations. Maria Lopez is
responsible for confirming the family\u2019s attendance by September 10,
2023. James is tasked with packing the necessary supplies by September
15, 2023. Maria has already completed the review of safety guidelines,
ensuring the family is aware of protocols during the cleanup.
\n\nSupplies required for the event are a mix of organization-provided
and family-provided items:\n- The Green Earth Organization will supply 5
trash grabbers.\n- The Lopez family will bring 10 garbage bags.\n- First
aid kits will be shared between the family and the organization.\n\nNo
special health concerns have been reported: there are no known allergies
among the participants, and no mobility issues have been identified. The
event is structured to accommodate participants of various ages and
experience levels, promoting inclusive and safe community engagement.
Given the outdoor nature of the activity, participants are advised to
monitor weather forecasts leading up to the event, as heavy rain could
lead to cancellation.\n\n# Problem: Extract the information from the
text and format it as a JSON object matching this schema.", "role":
"user", "type": "message"}, {"content": "Create a structured JSON
response that:\n1. Implements proper data typing\n2. Handles special
characters appropriately\n3. Includes all required fields\n4. Maintains
proper nesting levels\n5. Provides appropriate array formatting\n6.
Validates against schema constraints\n7. Uses consistent formatting and
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\"required\": [\"name\", \"contact\", \"address\"],
\"additionalProperties\": false, \"properties\": {\"name\": {\"type\":
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\"preparationTasks\": {\"type\": \"array\", \"items\": {\"type\":
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Organization\",\"contact\":{\"person\":\"Jane
Miller\",\"phone\":\"+15551234567\",\"email\":\"jane.miller@greenearth.org\"},\"address\":{\"street\":\"123
Eco
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{"responses_create_params": {"background": null, "include": null,
"input": [{"content": "Format your response as a JSON object adhering
to:\n- Schema structure: {\"projectId\": {\"type\": \"string\",
\"description\": \"Unique identifier for the craft project\"},
\"projectName\": {\"type\": \"string\", \"description\": \"Name of the
craft project\"}, \"category\": {\"type\": \"string\", \"enum\":
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\"format\": \"email\"}, \"website\": {\"type\": \"string\", \"format\":
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\"estimatedTimeMinutes\"], \"properties\": {\"stepNumber\": {\"type\":
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\"estimatedTimeMinutes\": {\"type\": \"integer\", \"minimum\": 1},
\"toolsRequired\": {\"type\": \"array\", \"items\": {\"type\":
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\"estimatedDuration\": {\"type\": \"integer\", \"description\": \"Total
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\"isCompleted\": {\"type\": \"boolean\", \"description\": \"Whether the
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\"required\": [\"name\", \"contactEmail\"], \"properties\": {\"name\":
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{\"type\": \"string\"}}}, \"additionalProperties\": false}},
\"additionalProperties\": false}, \"lastModified\": {\"type\":
\"string\", \"format\": \"date-time\", \"description\": \"Timestamp of
last update\"}}\n- Validation rules:\n * All data types are verified\n *
All strings must be properly escaped\n * There are no unnecessary fields
added\n * Must pass JSON schema validation\nEnsure compliance with all
specifications before responding.", "role": "user", "type": "message"},
{"content": "# Instrutions:\nRestructure the provided information
according to the following template.\n\n# Document:\n**Origami Star
Garland \u2013 Project Overview**\n\nThis craft project is titled
\"Origami Star Garland\" and belongs to the category of origami,
specifically designed for decorative and leisure purposes. It is ideal
for individuals with prior experience in paper folding, as it is
classified as an intermediate-level project. The total estimated time to
complete the garland is 180 minutes (3 hours), with individual
components requiring focused attention and precision.\n\n**Materials
Required:**\n- 50 square sheets of patterned paper (each measuring 15x15
cm) \n- 2 meters of gold-colored satin ribbon \n- 1 pair of precision
scissors \n\nAll materials have been accounted for. The paper and ribbon
have already been purchased from **CraftSupplies Pro**, a trusted
supplier in the crafting community. Orders can be placed via email at
orders@craftsuppliespro.com or through their official website:
[https://www.craftsuppliespro.com](https://www.craftsuppliespro.com).
The precision scissors are confirmed to be available in your personal
crafting toolkit, eliminating the need for additional
purchases.\n\n**Project Creator & Background:**\nThe project was
designed by **Maya Chen**, an active member of the crafting community
since March 15, 2022. She holds two distinguished badges: \u201cOrigami
Enthusiast\u201d and \u201cPaper Master,\u201d reflecting her expertise
in paper arts. Her contact email is maya.chen.crafts@email.com. The
project was last updated on April 22, 2024, at 10:30:45 UTC (timestamp:
2024-04-22T10:30:45Z), ensuring that instructions and resource links
remain current.\n\n**Step-by-Step Instructions (Initial
Phases):**\n\n*Step 1: Create the Waterbomb Base* \nEach of the 50 paper
squares must be folded into a waterbomb base, a foundational technique
in modular origami. This step takes approximately 5 minutes per unit,
totaling around 250 minutes if done consecutively (though time may
decrease with practice). A visual aid is provided to assist with
accuracy: \n- Full image:
[https://craftmedia.example.com/step1.jpg](https://craftmedia.example.com/step1.jpg)
\n- Thumbnail preview (150x150 pixels):
[https://craftmedia.example.com/step1-thumb.jpg](https://craftmedia.example.com/step1-thumb.jpg)
\n- Caption: *\"Creating the waterbomb base\"* \n\nThis image
illustrates the sequence of folds required to achieve the correct
triangular structure with open and closed flaps, essential for the next
phase.\n\n*Step 2: Form the Star Points* \nFollowing the waterbomb base,
each unit is further manipulated to form the signature star shape. This
step takes about 8 minutes per unit and relies solely on hand
folding\u2014no adhesive or cutting is required at this stage. The
precision scissors from your toolkit may be used later for trimming or
adjusting ribbon ends, but are not needed during the folding
process.\n\nOnce all 50 units are folded and shaped, they will be strung
onto the 2-meter gold satin ribbon to create a luminous, cascading
garland suitable for festive or home d\u00e9cor. The completed piece
combines geometric elegance with vibrant patterns from the paper,
resulting in a professional-quality craft that showcases both patience
and skill.", "role": "user", "type": "message"}], "instructions": null,
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[{"annotations": [], "text": "```json\n{\n \"projectId\":
\"origami-star-garland-001\",\n \"projectName\": \"Origami Star
Garland\",\n \"category\": \"origami\",\n \"materials\": [\n {\n
\"name\": \"Patterned paper (15x15 cm)\",\n \"quantity\": 50,\n
\"unit\": \"piece\",\n \"isPurchased\": true,\n \"supplier\": {\n
\"name\": \"CraftSupplies Pro\",\n \"contact\":
\"orders@craftsuppliespro.com\",\n \"website\":
\"https://www.craftsuppliespro.com\"\n }\n },\n {\n \"name\":
\"Gold-colored satin ribbon\",\n \"quantity\": 2,\n \"unit\":
\"meter\",\n \"isPurchased\": true,\n \"supplier\": {\n \"name\":
\"CraftSupplies Pro\",\n \"contact\": \"orders@craftsuppliespro.com\",\n
\"website\": \"https://www.craftsuppliespro.com\"\n }\n },\n {\n
\"name\": \"Precision scissors\",\n \"quantity\": 1,\n \"unit\":
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\"Personal Craft Toolkit\",\n \"contact\":
\"maya.chen.crafts@email.com\"\n }\n }\n ],\n \"steps\": [\n {\n
\"stepNumber\": 1,\n \"instruction\": \"Fold each square sheet of
patterned paper into a waterbomb base. Focus carefully on crisp folds,
and repeat for all 50 sheets to ensure consistency.\",\n
\"estimatedTimeMinutes\": 250,\n \"toolsRequired\": [\n {\n
\"toolName\": \"Hands\",\n \"quantity\": 2,\n \"isAvailable\": true\n
}\n ],\n \"visualAid\": {\n \"url\":
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the waterbomb base\",\n \"thumbnail\": {\n \"url\":
\"https://craftmedia.example.com/step1-thumb.jpg\",\n \"width\": 150,\n
\"height\": 150\n }\n }\n },\n {\n \"stepNumber\": 2,\n \"instruction\":
\"Manipulate each waterbomb base to form pointed star shapes. This phase
involves careful hand folding, with no adhesive or cutting needed.\",\n
\"estimatedTimeMinutes\": 400,\n \"toolsRequired\": [\n {\n
\"toolName\": \"Hands\",\n \"quantity\": 2,\n \"isAvailable\": true\n
}\n ],\n \"visualAid\": {\n \"url\":
\"https://craftmedia.example.com/step2.jpg\",\n \"caption\": \"Folding
the waterbomb base into star points\",\n \"thumbnail\": {\n \"url\":
\"https://craftmedia.example.com/step2-thumb.jpg\",\n \"width\": 150,\n
\"height\": 150\n }\n }\n }\n ],\n \"estimatedDuration\": 180,\n
\"difficultyLevel\": \"intermediate\",\n \"isCompleted\": false,\n
\"creator\": {\n \"name\": \"Maya Chen\",\n \"contactEmail\":
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\"expert\",\n \"joinedDate\": \"2022-03-15\",\n \"badges\": [\n
\"Origami Enthusiast\",\n \"Paper Master\"\n ]\n }\n },\n
\"lastModified\": \"2024-04-22T10:30:45Z\"\n}\n```\n", "type":
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{"responses_create_params": {"background": null, "include": null,
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festival\"}, \"location\": {\"type\": \"object\", \"properties\":
{\"venue\": {\"type\": \"string\", \"description\": \"Primary venue
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\"required\": [\"title\", \"type\", \"schedule\"],
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{\"type\": \"string\"}, \"available\": {\"type\": \"boolean\"}},
\"required\": [\"price\", \"currency\", \"available\"],
\"additionalProperties\": false}, \"vipPackages\": {\"type\": \"array\",
\"items\": {\"type\": \"object\", \"properties\": {\"tier\": {\"type\":
\"string\"}, \"benefits\": {\"type\": \"array\", \"items\": {\"type\":
\"string\"}}, \"price\": {\"type\": \"number\"}}, \"required\":
[\"tier\", \"benefits\", \"price\"], \"additionalProperties\": false}}},
\"required\": [\"generalAdmission\"], \"additionalProperties\": false},
\"accommodations\": {\"type\": \"array\", \"items\": {\"type\":
\"object\", \"properties\": {\"name\": {\"type\": \"string\"}, \"type\":
{\"type\": \"string\", \"enum\": [\"hotel\", \"hostel\", \"guesthouse\",
\"Airbnb\"]}, \"address\": {\"type\": \"object\", \"properties\":
{\"street\": {\"type\": \"string\"}, \"city\": {\"type\": \"string\"},
\"country\": {\"type\": \"string\"}}, \"required\": [\"street\",
\"city\", \"country\"], \"additionalProperties\": false}, \"contact\":
{\"type\": \"object\", \"properties\": {\"phone\": {\"type\":
\"string\"}, \"email\": {\"type\": \"string\", \"format\": \"email\"}},
\"required\": [\"phone\"], \"additionalProperties\": false},
\"booking\": {\"type\": \"object\", \"properties\":
{\"confirmationNumber\": {\"type\": \"string\"}, \"checkIn\": {\"type\":
\"string\", \"format\": \"date\"}, \"checkOut\": {\"type\": \"string\",
\"format\": \"date\"}, \"pricePerNight\": {\"type\": \"number\"}},
\"required\": [\"confirmationNumber\", \"checkIn\", \"checkOut\"],
\"additionalProperties\": false}}, \"required\": [\"name\", \"type\",
\"address\", \"contact\", \"booking\"], \"additionalProperties\":
false}}, \"transportation\": {\"type\": \"object\", \"properties\":
{\"arrival\": {\"type\": \"object\", \"properties\": {\"mode\":
{\"type\": \"string\", \"enum\": [\"flight\", \"train\", \"bus\",
\"car\"]}, \"details\": {\"type\": \"object\", \"properties\":
{\"flightNumber\": {\"type\": \"string\"}, \"departureTime\": {\"type\":
\"string\", \"format\": \"date-time\"}, \"arrivalTime\": {\"type\":
\"string\", \"format\": \"date-time\"}, \"fromLocation\": {\"type\":
\"string\"}}, \"required\": [\"departureTime\", \"arrivalTime\",
\"fromLocation\"], \"additionalProperties\": false}}, \"required\":
[\"mode\", \"details\"], \"additionalProperties\": false},
\"localTransit\": {\"type\": \"array\", \"items\": {\"type\":
\"object\", \"properties\": {\"type\": {\"type\": \"string\"},
\"route\": {\"type\": \"string\"}, \"stops\": {\"type\": \"array\",
\"items\": {\"type\": \"string\"}}, \"frequencyMinutes\": {\"type\":
\"integer\"}}, \"required\": [\"type\", \"stops\"],
\"additionalProperties\": false}}}, \"required\": [\"arrival\",
\"localTransit\"], \"additionalProperties\": false},
\"dietaryRequirements\": {\"type\": \"object\", \"properties\":
{\"hasRestrictions\": {\"type\": \"boolean\"}, \"restrictions\":
{\"type\": \"array\", \"items\": {\"type\": \"string\", \"enum\":
[\"vegetarian\", \"vegan\", \"glutenFree\", \"halal\", \"kosher\",
\"nutAllergy\"]}}, \"preferredRestaurants\": {\"type\": \"array\",
\"items\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\":
\"string\"}, \"cuisine\": {\"type\": \"string\"}, \"address\":
{\"type\": \"string\"}, \"dietaryAccommodations\": {\"type\": \"array\",
\"items\": {\"type\": \"string\"}}}, \"required\": [\"name\",
\"cuisine\"], \"additionalProperties\": false}}}, \"required\":
[\"hasRestrictions\"], \"additionalProperties\": false},
\"emergencyContacts\": {\"type\": \"array\", \"items\": {\"type\":
\"object\", \"properties\": {\"name\": {\"type\": \"string\"},
\"relationship\": {\"type\": \"string\"}, \"phone\": {\"type\":
\"string\"}, \"email\": {\"type\": \"string\", \"format\": \"email\"}},
\"required\": [\"name\", \"relationship\", \"phone\"],
\"additionalProperties\": false}}, \"personalNotes\": {\"type\":
\"string\", \"description\": \"Freeform notes about the festival
visit\"}, \"hasTravelInsurance\": {\"type\": \"boolean\",
\"description\": \"Indicates whether the visitor has active travel
insurance\"}}. Return only the JSON output.\nFit the document to the
given format.\n\nThe Global Arts & Culture Festival is an upcoming
celebration of international traditions, music, and creativity, set to
take place from June 14 to June 16, 2024. Held at the scenic Riverside
Convention Center located at 245 Culture Lane, New Orleans, LA 70112,
USA, the venue sits along the riverbank and offers easy access for
visitors. For precise navigation, the festival grounds are situated at
latitude 29.9487 and longitude -90.0706\u2014coordinates that can be
directly entered into any GPS or maps application for seamless travel
planning.\n\nThe festival operates daily from 10:00 AM to 8:00 PM,
allowing attendees ample time to explore the diverse range of cultural
experiences on offer. Highlights include a vibrant opening parade
scheduled for Friday, June 14 at 5:30 PM, followed by a powerful West
African drumming performance at 6:00 PM on the Main Stage. Throughout
the weekend, guests can participate in immersive activities such as a
Japanese tea ceremony workshop at 11:00 AM, view a stunning textile
exhibition open all three days, and enjoy various other performances and
interactive displays celebrating global heritage.\n\nAdmission options
are available for all preferences and budgets:\n- General Admission
tickets are priced at $25 USD and remain available for purchase.\n- A
VIP Gold package is offered for $95 USD, which includes premium benefits
such as front-row seating for performances, access to an exclusive
lounge area with complimentary refreshments, and a curated festival swag
bag featuring artisanal goods and souvenirs.\n\nAccommodations have been
arranged at the Magnolia Guesthouse, a charming and conveniently located
lodging just a 10-minute walk from the convention center. The stay spans
from June 13 (check-in) to June 17 (check-out), ensuring a comfortable
and well-rested experience throughout the event. Travel plans include a
flight from Chicago on American Airlines Flight AA218, arriving at 4:30
PM on June 13.\n\nLocal transportation during the festival will rely on
the official festival shuttle bus service, which runs every 20 minutes
connecting downtown hotels\u2014including the Magnolia
Guesthouse\u2014to the Riverside Convention Center. This eco-friendly
and efficient transit option ensures minimal hassle for
attendees.\n\nSpecial considerations have been made for dietary needs:
as a vegan, the attendee has already identified several plant-based
dining options nearby, including Green Leaf Bistro, a highly rated
restaurant known for its creative and nutritious vegan menu. With
transportation, lodging, tickets, and meals thoughtfully planned, the
stage is set for an enriching and unforgettable cultural journey.",
"role": "user", "type": "message"}], "instructions": null,
"max_output_tokens": null, "max_tool_calls": null, "metadata": null,
"model": null, "parallel_tool_calls": true, "previous_response_id":
null, "prompt": null, "reasoning": null, "service_tier": null, "store":
null, "temperature": null, "text": null, "tool_choice": "auto", "tools":
[], "top_logprobs": null, "top_p": null, "truncation": null, "user":
null, "stream": null}, "response": {"id":
"resp_02d06d8805a2743800690142574f0881978abb10f8808904e3", "created_at":
1761690199.0, "error": null, "incomplete_details": null, "instructions":
null, "metadata": {}, "model": "gpt-4.1-2025-04-14", "object":
"response", "output": [{"id":
"msg_02d06d8805a27438006901425806f88197bfcd837055435e49", "content":
[{"annotations": [], "text": "```json\n{\n \"festivalName\": \"Global
Arts & Culture Festival\",\n \"location\": {\n \"venue\": \"Riverside
Convention Center\",\n \"address\": {\n \"street\": \"245 Culture
Lane\",\n \"city\": \"New Orleans\",\n \"country\": \"USA\",\n
\"postalCode\": \"70112\"\n },\n \"coordinates\": {\n \"latitude\":
29.9487,\n \"longitude\": -90.0706\n }\n },\n \"dates\": {\n
\"startDate\": \"2024-06-14\",\n \"endDate\": \"2024-06-16\",\n
\"openingHours\": [\n {\n \"day\": \"2024-06-14\",\n \"openTime\":
\"10:00\",\n \"closeTime\": \"20:00\"\n },\n {\n \"day\":
\"2024-06-15\",\n \"openTime\": \"10:00\",\n \"closeTime\": \"20:00\"\n
},\n {\n \"day\": \"2024-06-16\",\n \"openTime\": \"10:00\",\n
\"closeTime\": \"20:00\"\n }\n ]\n },\n \"events\": [\n {\n \"title\":
\"Opening Parade\",\n \"type\": \"parade\",\n \"schedule\": {\n
\"startTime\": \"17:30\",\n \"durationMinutes\": 45\n },\n
\"performers\": [],\n \"accessibility\": {\n \"wheelchairAccessible\":
true,\n \"signLanguageAvailable\": false,\n
\"audioDescriptionAvailable\": false\n }\n },\n {\n \"title\": \"West
African Drumming Performance\",\n \"type\": \"performance\",\n
\"schedule\": {\n \"startTime\": \"18:00\",\n \"durationMinutes\": 60,\n
\"stage\": \"Main Stage\"\n },\n \"performers\": [\n {\n \"name\":
\"Djembefola Troupe\",\n \"role\": \"Ensemble\",\n \"nationality\":
\"Senegalese\"\n }\n ],\n \"accessibility\": {\n
\"wheelchairAccessible\": true,\n \"signLanguageAvailable\": true,\n
\"audioDescriptionAvailable\": false\n }\n },\n {\n \"title\":
\"Japanese Tea Ceremony Workshop\",\n \"type\": \"workshop\",\n
\"schedule\": {\n \"startTime\": \"11:00\",\n \"durationMinutes\": 75,\n
\"stage\": \"Workshop Pavilion\"\n },\n \"performers\": [\n {\n
\"name\": \"Ichiko Sato\",\n \"role\": \"Tea Ceremony Host\",\n
\"nationality\": \"Japanese\"\n }\n ],\n \"accessibility\": {\n
\"wheelchairAccessible\": true,\n \"signLanguageAvailable\": false,\n
\"audioDescriptionAvailable\": true\n }\n },\n {\n \"title\": \"Global
Textile Exhibition\",\n \"type\": \"exhibition\",\n \"schedule\": {\n
\"startTime\": \"10:00\",\n \"durationMinutes\": 600,\n \"stage\":
\"Exhibition Hall\"\n },\n \"performers\": [],\n \"accessibility\": {\n
\"wheelchairAccessible\": true,\n \"signLanguageAvailable\": false,\n
\"audioDescriptionAvailable\": true\n }\n }\n ],\n \"ticketing\": {\n
\"generalAdmission\": {\n \"price\": 25,\n \"currency\": \"USD\",\n
\"available\": true\n },\n \"vipPackages\": [\n {\n \"tier\": \"VIP
Gold\",\n \"benefits\": [\n \"Front-row seating for performances\",\n
\"Access to exclusive lounge with complimentary refreshments\",\n
\"Curated festival swag bag with artisanal goods and souvenirs\"\n ],\n
\"price\": 95\n }\n ]\n },\n \"accommodations\": [\n {\n \"name\":
\"Magnolia Guesthouse\",\n \"type\": \"guesthouse\",\n \"address\": {\n
\"street\": \"153 Magnolia Ave\",\n \"city\": \"New Orleans\",\n
\"country\": \"USA\"\n },\n \"contact\": {\n \"phone\":
\"+1-504-555-9876\",\n \"email\": \"info@magnoliaguesthouse.com\"\n },\n
\"booking\": {\n \"confirmationNumber\": \"MGH20240613A\",\n
\"checkIn\": \"2024-06-13\",\n \"checkOut\": \"2024-06-17\",\n
\"pricePerNight\": 120\n }\n }\n ],\n \"transportation\": {\n
\"arrival\": {\n \"mode\": \"flight\",\n \"details\": {\n
\"flightNumber\": \"AA218\",\n \"departureTime\":
\"2024-06-13T13:25:00-05:00\",\n \"arrivalTime\":
\"2024-06-13T16:30:00-05:00\",\n \"fromLocation\": \"Chicago O'Hare
International Airport\"\n }\n },\n \"localTransit\": [\n {\n \"type\":
\"shuttle bus\",\n \"route\": \"Downtown Hotels - Riverside Convention
Center Loop\",\n \"stops\": [\"Magnolia Guesthouse\", \"Downtown
Hotels\", \"Riverside Convention Center\"],\n \"frequencyMinutes\": 20\n
}\n ]\n },\n \"dietaryRequirements\": {\n \"hasRestrictions\": true,\n
\"restrictions\": [\"vegan\"],\n \"preferredRestaurants\": [\n {\n
\"name\": \"Green Leaf Bistro\",\n \"cuisine\": \"Vegan\",\n
\"address\": \"397 Canal St, New Orleans, LA 70130\",\n
\"dietaryAccommodations\": [\"vegan\", \"glutenFree\", \"nutAllergy\"]\n
}\n ]\n },\n \"emergencyContacts\": [\n {\n \"name\": \"Sarah
Johnson\",\n \"relationship\": \"Sister\",\n \"phone\":
\"+1-312-555-1234\",\n \"email\": \"sarah.johnson@email.com\"\n },\n {\n
\"name\": \"James Lee\",\n \"relationship\": \"Friend\",\n \"phone\":
\"+1-312-555-5678\",\n \"email\": \"jameslee@email.com\"\n }\n ],\n
\"personalNotes\": \"Looking forward to experiencing diverse cultures
and performances. Remember camera, bring reusable water bottle, and
check for last-minute program changes via the festival app.\",\n
\"hasTravelInsurance\": true\n}\n```", "type": "output_text",
"logprobs": []}], "role": "assistant", "status": "completed", "type":
"message"}], "parallel_tool_calls": true, "temperature": 1.0,
"tool_choice": "auto", "tools": [], "top_p": 1.0, "background": false,
"max_output_tokens": null, "max_tool_calls": null,
"previous_response_id": null, "prompt": null, "reasoning": {"effort":
null, "generate_summary": null, "summary": null}, "service_tier":
"default", "status": "completed", "text": {"format": {"type": "text"},
"verbosity": "medium"}, "top_logprobs": 0, "truncation": "disabled",
"usage": {"input_tokens": 2158, "input_tokens_details":
{"cached_tokens": 0}, "output_tokens": 1346, "output_tokens_details":
{"reasoning_tokens": 0}, "total_tokens": 3504}, "user": null, "billing":
{"payer": "developer"}, "prompt_cache_key": null, "safety_identifier":
null, "store": true}, "reward": 0.0}
```
Please see `resources_servers/structured_outputs/tests/test_app.py`
Reward profiling ran on first 1000 samples (~10% of dataset) with 16 rollouts each.
Rollouts can be found on [GitLab Artifacts](https://gitlab-master.nvidia.com/bxyu/nemo-gym/-/ml/models/114/versions/128#/)
| Model | Score |
|--------------------------------------|------------|
| gpt-4.1-2025-04-14 | 0.4743125 |
| Qwen/Qwen3-4B-Instruct-2507 | 0.637 |
| Qwen/Qwen3-4B-Thinking-2507 | 0.734875 |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | 0.6456875 |
---------
Signed-off-by: Junkeun Yi <jkyi@nvidia.com>
Bump OpenAI version to 2.6.1; improve dependency constrain resolution (#255)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Update missing header and attributions (#237)
Update headers and attributions based on OSRB requests.
---------
Signed-off-by: banghuaz <banghuaz@nvidia.com>
Misc infra 20251031 (#263)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Update math dataset examples and metrics (#265)
This change updates the examples and metrics for some math datasets in
accordance with a change in the input messages used for model
generations to be consistent with the prompt in
https://github.com/NVIDIA-NeMo/Skills/blob/main/nemo_skills/prompt/config/generic/math.yaml#L13.
Signed-off-by: Damon Mosk-Aoyama <dmoskaoyama@nvidia.com>
Misc infra 20251101 (#267)
Signed-off-by: Brian Yu <bxyu@nvidia.com>
Almost-server detection and reporting (#249)
This PR provides warnings for any server failing validation and outputs
the malformed or incorrect parts of the config. It also adds a new
optional env variable `error_on_almost_servers` for a ValueError to be
raised.
Currently in the gym spinup process, any server(s) failing validation
results in the server getting silently dropped and raising a generic
AssertionError.
---------
Signed-off-by: Frankie Siino <fsiino@nvidia.com>
Miniswe env (#241)
This PR adds a new agent that integrates the Mini-SWE-Agent harness for
evaluating and training language models on software engineering tasks.
The agent uses the SWE-Gym dataset (2,438 training instances from 11
Python repos) and SWE-bench Verified (500 human-validated test
instances) to solve real-world GitHub issues in containerized
environments (Docker/Singularity).
---------…
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This change adds retry logic to the server spin up process via
ng_runin the event that there is a port conflict between the head and child(ren) server(s).